{ "schemaVersion": "iceqc.research-report.reader.v1", "document": { "id": "doc-iceqc-r-2024-03", "slug": "leadership-evidence-without-attributing-system-outcomes-individuals", "documentNumber": "ICEQC-R-2024-03", "title": "Using Leadership Evidence without Attributing System Outcomes to Individuals Alone", "subtitle": "A quality improvement study of authority, conditions, evidence, professional capacity and correction", "family": "RESEARCH", "reportType": "THEMATIC_RESEARCH_REPORT", "researchCategory": "QUALITY_IMPROVEMENT_METHODS", "reportArchetype": "QUALITY_IMPROVEMENT_STUDY", "geographicScope": "Global", "ownerBody": "ICEQC Research and Policy Directorate", "publisher": "International Council for Education Quality Certification (ICEQC)", "publicIdentity": "ICEQC_ONLY" }, "version": { "id": "ver-iceqc-r-2024-03-en-2024-06-23", "edition": "2024", "versionLabel": "Published 2024-06-23", "language": "en", "authoritativeLanguage": "en", "status": "PUBLISHED", "publicationDate": "2024-06-23", "evidenceCutoffDate": "2024-06-23", "statusNotice": "This is the controlled English edition. Evidence and institutional status are stated as at the evidence cut-off date.", "summary": "feasibility and before, attributing, responsibility in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. A leader may influence priorities, organisation, support and culture, while law, finance, staffing, curriculum, infrastructure, population and prior conditions remain controlled elsewhere or jointly. Evaluation should map authority before attributing responsibility." }, "publicationControl": { "matrixRecordId": "ICEQC-R-2024-03", "temporalBasis": "CONTEMPORANEOUS_AS_AT_PUBLICATION_DATE", "originalAuthorship": "ICEQC", "suggestedMainTextWords": 27000, "suggestedTechnicalAnnexWords": 0, "suggestedTotalWords": 27000, "actualMainTextWords": 41462, "actualTechnicalAnnexWords": 0, "actualTotalWords": 41462 }, "frontMatter": { "executiveSummary": [ "feasibility and before, attributing, responsibility in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. A leader may influence priorities, organisation, support and culture, while law, finance, staffing, curriculum, infrastructure, population and prior conditions remain controlled elsewhere or jointly. Evaluation should map authority before attributing responsibility.", "uncertainty and resource, curriculum, decisions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Broad claims that a leader “raised outcomes” are usually underdetermined. A defensible question may examine whether teachers received usable instructional support, whether safeguarding duties were assigned, or whether evidence led to timely resource and curriculum decisions.", "remedy and should, bounded, language in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Outcome trends can identify a pattern but do not isolate leadership contribution. Changes in population, assessment, staffing and external policy should be considered. Where evidence supports contribution rather than cause, the report should use that bounded language.", "capacity and dependencies, shared, duties in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. A leader should not be held responsible for staffing establishment, capital finance or specialist services controlled elsewhere without an account of escalation and response. Conversely, constraints should not excuse failures within clear institutional competence. The record should separate internal decisions, dependencies and shared duties.", "comparability and protection, necessary, expected in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Leadership review should examine whether staff had preparation, workload, materials, voice and protection necessary for the work expected.", "continuity and formal, arrangements, operated in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Staff and learners need safe routes to provide evidence, while personal and employment matters require appropriate confidentiality. A popularity measure is not a leadership evaluation, but recurring experience can reveal whether formal arrangements operated.", "equity and effects, within, authority in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Allocation, grouping, discipline, access and communication can have unequal effects. Aggregate institutional results should not conceal populations excluded from the service or data. Leaders should be assessed on whether they identified and escalated such effects within authority.", "authority and finance, contradictory, authority in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Coaching, governance change, resource adjustment, clearer delegation or central intervention may be required. Generic leadership training should not be prescribed where the failure arose from unavailable finance or contradictory authority.", "At the 23 June 2024 cutoff, the 2024/5 Global Education Monitoring Report on leadership had not yet been published and is excluded. The final European regulation and later 2024 competency frameworks and global agreements were also unavailable. No later findings or results are imported.", "timing and judgement, judgement, correction in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. A report can be methodologically careful yet have little educational value if its conclusions remain detached from responsibility, resources and learner-facing conditions. Conversely, immediate action on a weak finding can waste resources or create new inequity. Constructive use requires disciplined movement from claim to evidence, from evidence to judgement, and from judgement to correction.", "coverage and address, institutional, national in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. It is not a general reputation judgement. Its strength depends on the evidence observed, coverage, selection, definitions and uncertainty. Institutional leaders should separate confirmed finding, plausible explanation and proposed response. The same pattern may have several causes, and the authority to address each cause may lie at institutional, local or national level.", "feasibility and without, acquiring, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. The commissioning record should identify the public or educational question, intended users, decision that may follow, applicable standards, required independence and protection of participants. It should not predetermine a favourable conclusion or a preferred intervention. Evaluators need access to contrary and missing evidence; institutions need an opportunity to correct factual error and explain context without acquiring a veto over judgement.", "uncertainty and establish, extension, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. A confirmed failure of safety, legality or learner protection requires immediate authorised action even where causal explanation remains incomplete. A recurring educational weakness may require diagnostic enquiry and a bounded improvement trial. A promising practice may merit continuation or wider examination, but a favourable local association does not establish that extension will work elsewhere.", "remedy and rather, restated, obligations in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Additional meetings, policies, training events or purchases are activities; they do not establish changed teaching, access, support or learning. A response record should name the finding, responsible body, affected population, authorised resource, intended operating condition, delivery date, evidence and review decision. Dependencies outside institutional authority should be escalated rather than restated as local obligations.", "capacity and protected, disagreement, affected in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. Learners can show whether intended provision was usable; teachers can identify workload, materials and instructional constraints; families and communities can reveal access barriers; leaders can explain finance and authority. Participation does not make every account equally probative. The evaluation should record who was reached, who was absent, how candour was protected and how disagreement affected the final claim.", "comparability and transfers, disadvantage, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. An aggregate improvement can coexist with deterioration for a smaller or less visible population. Data may omit remote learners, displaced populations, persons with disabilities or those outside recognised institutions. Response design should ask who can use the ordinary arrangement, who bears additional cost and whether correction in one area transfers disadvantage elsewhere.", "continuity and individual, performance, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. A teacher-facing recommendation should examine competence, workload, materials, leadership and time. A facility recommendation should examine capital, maintenance and accessibility. A data recommendation should examine definitions, collection burden, coverage and authorised use. Recommendations that ignore the conditions of delivery can turn an institutional limitation into an individual performance judgement.", "equity and evidence, limitations, stated in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. It should distinguish whether the response was initiated, completed, operating, reaching the intended population and associated with the intended condition. Where definitions, assessment or population changed, the institution should not manufacture a trend. It may still report current status and implementation evidence, with limitations stated.", "authority and decision, revised, evidence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. It should not reward polished documentation over candid identification of weakness. A strong institution can explain what it did not know, which conditions remained outside its authority and why a decision was revised after evidence.", "distribution and report, independent, assurance in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require Using Leadership Evidence without Attributing System Outcomes to Individuals Alone to connect evidence with delivery, unequal effect and correction. It joins the evaluative claim to its criterion, population, evidence, limitation, responsible authority, action, resource, milestone, equity test, operating verification and review decision. This record preserves institutional learning without confusing self-report with independent assurance." ], "keyFindings": [], "scopeAndMethod": [] }, "parts": [ { "id": "part-iceqc-r-2024-03-i", "number": "I", "title": "From finding to authorised response", "anchor": "part-i-from-finding-to-authorised-response", "sectionIds": [ "sec-iceqc-r-2024-03-1", "sec-iceqc-r-2024-03-2", "sec-iceqc-r-2024-03-3", "sec-iceqc-r-2024-03-4" ] }, { "id": "part-iceqc-r-2024-03-ii", "number": "II", "title": "Designing improvement action", "anchor": "part-ii-designing-improvement-action", "sectionIds": [ "sec-iceqc-r-2024-03-5", "sec-iceqc-r-2024-03-6", "sec-iceqc-r-2024-03-7", "sec-iceqc-r-2024-03-8" ] }, { "id": "part-iceqc-r-2024-03-iii", "number": "III", "title": "Verification and institutional learning", "anchor": "part-iii-verification-and-institutional-learning", "sectionIds": [ "sec-iceqc-r-2024-03-9", "sec-iceqc-r-2024-03-10", "sec-iceqc-r-2024-03-11", "sec-iceqc-r-2024-03-12" ] }, { "id": "part-iceqc-r-2024-03-i", "number": "I", "title": "Purpose and interpretive frame", "anchor": "part-i-purpose-and-interpretive-frame", "sectionIds": [ "sec-iceqc-r-2024-03-1", "sec-iceqc-r-2024-03-2", "sec-iceqc-r-2024-03-3" ] }, { "id": "part-iceqc-r-2024-03-ii", "number": "II", "title": "Population and denominator", "anchor": "part-ii-population-and-denominator", "sectionIds": [ "sec-iceqc-r-2024-03-4", "sec-iceqc-r-2024-03-5", "sec-iceqc-r-2024-03-6" ] }, { "id": "part-iceqc-r-2024-03-iii", "number": "III", "title": "Access and participation", "anchor": "part-iii-access-and-participation", "sectionIds": [ "sec-iceqc-r-2024-03-7", "sec-iceqc-r-2024-03-8", "sec-iceqc-r-2024-03-9" ] }, { "id": "part-iceqc-r-2024-03-iv", "number": "IV", "title": "Progression and completion", "anchor": "part-iv-progression-and-completion", "sectionIds": [ "sec-iceqc-r-2024-03-10", "sec-iceqc-r-2024-03-11", "sec-iceqc-r-2024-03-12" ] }, { "id": "part-iceqc-r-2024-03-v", "number": "V", "title": "Learning and assessment", "anchor": "part-v-learning-and-assessment", "sectionIds": [ "sec-iceqc-r-2024-03-13", "sec-iceqc-r-2024-03-14", "sec-iceqc-r-2024-03-15" ] }, { "id": "part-iceqc-r-2024-03-vi", "number": "VI", "title": "Gender and household resources", "anchor": "part-vi-gender-and-household-resources", "sectionIds": [ "sec-iceqc-r-2024-03-16", "sec-iceqc-r-2024-03-17", "sec-iceqc-r-2024-03-18" ] }, { "id": "part-iceqc-r-2024-03-vii", "number": "VII", "title": "Place and service geography", "anchor": "part-vii-place-and-service-geography", "sectionIds": [ "sec-iceqc-r-2024-03-19", "sec-iceqc-r-2024-03-20", "sec-iceqc-r-2024-03-21" ] }, { "id": "part-iceqc-r-2024-03-viii", "number": "VIII", "title": "Disability, language and identity", "anchor": "part-viii-disability-language-and-identity", "sectionIds": [ "sec-iceqc-r-2024-03-22", "sec-iceqc-r-2024-03-23", "sec-iceqc-r-2024-03-24" ] }, { "id": "part-iceqc-r-2024-03-ix", "number": "IX", "title": "Conflict, disaster and mobility", "anchor": "part-ix-conflict-disaster-and-mobility", "sectionIds": [ "sec-iceqc-r-2024-03-25", "sec-iceqc-r-2024-03-26", "sec-iceqc-r-2024-03-27" ] }, { "id": "part-iceqc-r-2024-03-x", "number": "X", "title": "School conditions and teachers", "anchor": "part-x-school-conditions-and-teachers", "sectionIds": [ "sec-iceqc-r-2024-03-28", "sec-iceqc-r-2024-03-29", "sec-iceqc-r-2024-03-30" ] }, { "id": "part-iceqc-r-2024-03-xi", "number": "XI", "title": "Finance and distribution", "anchor": "part-xi-finance-and-distribution", "sectionIds": [ "sec-iceqc-r-2024-03-31", "sec-iceqc-r-2024-03-32", "sec-iceqc-r-2024-03-33" ] }, { "id": "part-iceqc-r-2024-03-xii", "number": "XII", "title": "Data sources and measurement error", "anchor": "part-xii-data-sources-and-measurement-error", "sectionIds": [ "sec-iceqc-r-2024-03-34", "sec-iceqc-r-2024-03-35", "sec-iceqc-r-2024-03-36" ] }, { "id": "part-iceqc-r-2024-03-xiii", "number": "XIII", "title": "Disaggregation and intersection", "anchor": "part-xiii-disaggregation-and-intersection", "sectionIds": [ "sec-iceqc-r-2024-03-37", "sec-iceqc-r-2024-03-38", "sec-iceqc-r-2024-03-39" ] }, { "id": "part-iceqc-r-2024-03-xiv", "number": "XIV", "title": "Comparison, uncertainty and change", "anchor": "part-xiv-comparison-uncertainty-and-change", "sectionIds": [ "sec-iceqc-r-2024-03-40", "sec-iceqc-r-2024-03-41", "sec-iceqc-r-2024-03-42" ] }, { "id": "part-iceqc-r-2024-03-xv", "number": "XV", "title": "Responsible interpretation and action", "anchor": "part-xv-responsible-interpretation-and-action", "sectionIds": [ "sec-iceqc-r-2024-03-43", "sec-iceqc-r-2024-03-44", "sec-iceqc-r-2024-03-45" ] }, { "id": "part-iceqc-r-2024-03-xvi", "number": "XVI", "title": "Applied distributional analysis", "anchor": "part-xvi-applied-distributional-analysis", "sectionIds": [ "sec-iceqc-r-2024-03-46", "sec-iceqc-r-2024-03-47", "sec-iceqc-r-2024-03-48", "sec-iceqc-r-2024-03-49", "sec-iceqc-r-2024-03-50", "sec-iceqc-r-2024-03-51", "sec-iceqc-r-2024-03-52", "sec-iceqc-r-2024-03-53" ] }, { "id": "part-iceqc-r-2024-03-xvii", "number": "XVII", "title": "Extended disparity interpretation", "anchor": "part-xvii-extended-disparity-interpretation", "sectionIds": [ "sec-iceqc-r-2024-03-54", "sec-iceqc-r-2024-03-55", "sec-iceqc-r-2024-03-56" ] }, { "id": "part-iceqc-r-2024-03-xviii", "number": "XVIII", "title": "Extended analysis of learning disparities", "anchor": "part-xviii-extended-analysis-of-learning-disparities", "sectionIds": [ "sec-iceqc-r-2024-03-57", "sec-iceqc-r-2024-03-58", "sec-iceqc-r-2024-03-59", "sec-iceqc-r-2024-03-60", "sec-iceqc-r-2024-03-61", "sec-iceqc-r-2024-03-62" ] }, { "id": "part-iceqc-r-2024-03-xix", "number": "XIX", "title": "Targeted improvement planning", "anchor": "part-xix-targeted-improvement-planning", "sectionIds": [ "sec-iceqc-r-2024-03-63", "sec-iceqc-r-2024-03-64", "sec-iceqc-r-2024-03-65", "sec-iceqc-r-2024-03-66", "sec-iceqc-r-2024-03-67", "sec-iceqc-r-2024-03-68" ] }, { "id": "part-iceqc-r-2024-03-xx", "number": "XX", "title": "National translation after adoption of the 2030 Agenda", "anchor": "part-xx-national-translation-after-adoption-of-the-2030-agenda", "sectionIds": [ "sec-iceqc-r-2024-03-69", "sec-iceqc-r-2024-03-70", "sec-iceqc-r-2024-03-71", "sec-iceqc-r-2024-03-72", "sec-iceqc-r-2024-03-73", "sec-iceqc-r-2024-03-74" ] }, { "id": "part-iceqc-r-2024-03-xxi", "number": "XXI", "title": "Institutional improvement plans aligned with Education 2030", "anchor": "part-xxi-institutional-improvement-plans-aligned-with-education-2030", "sectionIds": [ "sec-iceqc-r-2024-03-75", "sec-iceqc-r-2024-03-76", "sec-iceqc-r-2024-03-77", "sec-iceqc-r-2024-03-78", "sec-iceqc-r-2024-03-79" ] } ], "sections": [ { "id": "sec-iceqc-r-2024-03-1", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "1", "title": "Formulating the decision question", "anchor": "1-formulating-the-decision-question", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-1-b001", "type": "PARAGRAPH", "text": "continuity and matters, decision, follow in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 1. Formulating the decision question to connect evidence with delivery, unequal effect and correction. “Is teaching good? ” is too broad. A question about whether learners in specified programmes receive timely formative feedback identifies population, service, timing and an available institutional response. The authority should record why the question matters and which decision can follow.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-1-b002", "type": "PARAGRAPH", "text": "equity and selection, demanding, criterion in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 1. Formulating the decision question to connect evidence with delivery, unequal effect and correction. An improvement objective may exceed a minimum obligation, but it cannot displace one. Ambiguity should lead to competent interpretation rather than quiet selection of the least demanding criterion.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-2", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "2", "title": "Establishing the finding", "anchor": "2-establishing-the-finding", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-2-b001", "type": "PARAGRAPH", "text": "distribution and remain, underlying, source in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 2. Establishing the finding to connect evidence with delivery, unequal effect and correction. Documents show intended arrangements; administrative records show transactions; observation shows conditions at a time; learner and staff accounts show reported experience; assessment shows performance under defined tasks. Several summaries derived from one register remain one underlying source.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-2-b002", "type": "PARAGRAPH", "text": "timing and automatically, absence, problem in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 2. Establishing the finding to connect evidence with delivery, unequal effect and correction. Coverage is part of the claim, not a footnote. A conclusion should narrow when records are incomplete. Absence of a complaint, observation or data entry should not be interpreted automatically as absence of a problem.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-3", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "3", "title": "Judging consequence and confidence", "anchor": "3-judging-consequence-and-confidence", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-3-b001", "type": "PARAGRAPH", "text": "feasibility and action, without, corroboration in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 3. Judging consequence and confidence to connect evidence with delivery, unequal effect and correction. Confidence concerns the strength of evidence. High consequence can justify interim protection while further evidence is gathered. Lower-confidence findings should not support irreversible or punitive action without corroboration.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-3-b002", "type": "PARAGRAPH", "text": "uncertainty and review, interval, action in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 3. Judging consequence and confidence to connect evidence with delivery, unequal effect and correction. It should identify alternative explanations and state which can be tested. Uncertainty does not prevent all action; it determines the proportionality, reversibility and review interval of action.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-4", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "4", "title": "Assigning responsibility", "anchor": "4-assigning-responsibility", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-4-b001", "type": "PARAGRAPH", "text": "capacity and action, escalated, dependency in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 4. Assigning responsibility to connect evidence with delivery, unequal effect and correction. Institutions may control timetable, local support, teaching arrangements and internal communication, while staffing establishments, capital finance, examination rules or regulation may lie elsewhere. The record should separate institutional action from escalated dependency.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-4-b002", "type": "PARAGRAPH", "text": "comparability and visible, authorised, correction in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 4. Assigning responsibility to connect evidence with delivery, unequal effect and correction. Where several bodies contribute, one authority should own the decision and each contribution should have a deadline and evidence. Non-delivery should remain visible until an authorised correction is made.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-5", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "5", "title": "Selecting a response", "anchor": "5-selecting-a-response", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-5-b001", "type": "PARAGRAPH", "text": "authority and generic, intervention, misstate in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 5. Selecting a response to connect evidence with delivery, unequal effect and correction. A knowledge gap may require professional learning; a workload problem may require time or staffing; an inaccessible service may require redesign; a contradictory rule may require clarification. Repeating a generic intervention can misstate the cause.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-5-b002", "type": "PARAGRAPH", "text": "distribution and remain, protected, review in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 5. Selecting a response to connect evidence with delivery, unequal effect and correction. A bounded, reversible action can be appropriate where evidence is incomplete, provided that affected learners remain protected and the review point is fixed.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-6", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "6", "title": "Defining the operating condition", "anchor": "6-defining-the-operating-condition", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-6-b001", "type": "PARAGRAPH", "text": "coverage and capable, observing, condition in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 6. Defining the operating condition to connect evidence with delivery, unequal effect and correction. “Staff trained” is an activity. “Specified feedback is provided within the required time and used in subsequent work” describes an operating condition. Verification should use evidence capable of observing that condition.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-6-b002", "type": "PARAGRAPH", "text": "feasibility and rather, favourable, status in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 6. Defining the operating condition to connect evidence with delivery, unequal effect and correction. Completion of an early milestone cannot close the finding. A delayed dependency should trigger adjustment or escalation rather than a favourable status label.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-7", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "7", "title": "Resourcing and capability", "anchor": "7-resourcing-and-capability", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-7-b001", "type": "PARAGRAPH", "text": "remedy and should, recorded, sustainability in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 7. Resourcing and capability to connect evidence with delivery, unequal effect and correction. A plan should identify both one-time and recurrent needs. Reliance on temporary staff, personal initiative or exceptional funding should be recorded as a sustainability risk.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-7-b002", "type": "PARAGRAPH", "text": "capacity and appropriate, professional, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 7. Resourcing and capability to connect evidence with delivery, unequal effect and correction. Attendance at a course does not demonstrate changed practice. Follow-up may examine planning, observation, learner work and professional discussion while protecting appropriate professional judgement.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-8", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "8", "title": "Protecting equity", "anchor": "8-protecting-equity", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-8-b001", "type": "PARAGRAPH", "text": "continuity and disability, status, relevant in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 8. Protecting equity to connect evidence with delivery, unequal effect and correction. If action reaches only learners easiest to serve, an aggregate measure can improve while the original inequity remains. Participation and service evidence should examine location, language, disability, status and cost where relevant.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-8-b002", "type": "PARAGRAPH", "text": "equity and defend, original, design in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 8. Protecting equity to connect evidence with delivery, unequal effect and correction. Additional assessment can reduce instructional time; a digital arrangement can exclude households without access; stricter attendance rules can penalise learners facing transport or care barriers. Correction should address the effect, not merely defend the original design.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-9", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "9", "title": "Following implementation", "anchor": "9-following-implementation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-9-b001", "type": "PARAGRAPH", "text": "timing and expected, changed, arrangement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 9. Following implementation to connect evidence with delivery, unequal effect and correction. Meeting minutes or expenditure confirm only part of that account. Institutional leaders should inspect service records and obtain evidence from those expected to use the changed arrangement.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-9-b002", "type": "PARAGRAPH", "text": "coverage and response, policy, authorised in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 9. Following implementation to connect evidence with delivery, unequal effect and correction. It may show different starting conditions, support, interpretation or leadership. A common policy with uneven operation requires a different response from a policy that was never authorised.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-10", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "10", "title": "Examining result", "anchor": "10-examining-result", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-10-b001", "type": "PARAGRAPH", "text": "uncertainty and condition, unsupported, improvement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 10. Examining result to connect evidence with delivery, unequal effect and correction. It should preserve baseline definitions and identify changes in assessment, enrolment or coverage. Where comparison is not valid, the institution should state current condition and avoid an unsupported improvement claim.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-10-b002", "type": "PARAGRAPH", "text": "remedy and exceed, design, supports in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 10. Examining result to connect evidence with delivery, unequal effect and correction. A favourable change after action does not prove that the action caused it. Timing, exposure, alternative explanations and independent evidence can strengthen the claim, but institutional evaluation should not exceed what its design supports.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-11", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "11", "title": "Deciding what follows", "anchor": "11-deciding-what-follows", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-11-b001", "type": "PARAGRAPH", "text": "comparability and continuing, action, changes in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 11. Deciding what follows to connect evidence with delivery, unequal effect and correction. The choice should cite evidence, remaining limitation, cost and distributional effect. Unresolved individual cases need a continuing route even when the wider action changes.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-11-b002", "type": "PARAGRAPH", "text": "continuity and declared, universally, effective in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 11. Deciding what follows to connect evidence with delivery, unequal effect and correction. Transfer requires examination of population, institutional conditions, capability and resources. What is promising can be tested elsewhere without being declared universally effective.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-12", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "12", "title": "Public accountability", "anchor": "12-public-accountability", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-12-b001", "type": "PARAGRAPH", "text": "authority and adverse, evidence, cannot in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 12. Public accountability to connect evidence with delivery, unequal effect and correction. It should state limits and protect personal information. A concise account that permits scrutiny is stronger than an extensive narrative in which adverse evidence cannot be found.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-12-b002", "type": "PARAGRAPH", "text": "distribution and weakens, learning, public in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 12. Public accountability to connect evidence with delivery, unequal effect and correction. Correction of error is evidence of evaluative capacity when the reason is transparent. Concealing change to preserve consistency weakens both learning and public trust.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-1", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "1", "title": "What national averages conceal", "anchor": "1-what-national-averages-conceal", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-1-b001", "type": "PARAGRAPH", "text": "Capacity concerning to show whether educational in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether What national averages conceal supports a bounded finding and corrective responsibility. What national averages conceal to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-1-b002", "type": "PARAGRAPH", "text": "comparability and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 1. What national averages conceal to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-1-b003", "type": "PARAGRAPH", "text": "continuity and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 1. What national averages conceal to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-1-b004", "type": "PARAGRAPH", "text": "equity and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 1. What national averages conceal to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-1-b005", "type": "PARAGRAPH", "text": "authority and partial, result, assurance in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 1. What national averages conceal to connect evidence with delivery, unequal effect and correction. An indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition. It should not be used to rank schools or communities where differences in population and opportunity to learn are uncontrolled. Monitoring after action must preserve the original baseline and follow both reach and outcome. Improvement in an average does not demonstrate that the intended group benefited; participation, intensity and learner experience should be checked. The final public statement should identify remaining uncertainty and the next evidentiary step rather than convert a partial result into assurance.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2024-03-2", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "2", "title": "Marginalisation as accumulated disadvantage", "anchor": "2-marginalisation-as-accumulated-disadvantage", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-2-b001", "type": "PARAGRAPH", "text": "Timing concerning choosing a gap ratio in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Marginalisation as accumulated disadvantage supports a bounded finding and corrective responsibility. Marginalisation as accumulated disadvantage to connect evidence with delivery, unequal effect and correction. The substantive interest is distance from a socially secured educational minimum, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-2-b002", "type": "PARAGRAPH", "text": "coverage and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 2. Marginalisation as accumulated disadvantage to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-2-b003", "type": "PARAGRAPH", "text": "feasibility and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 2. Marginalisation as accumulated disadvantage to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-2-b004", "type": "PARAGRAPH", "text": "uncertainty and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 2. Marginalisation as accumulated disadvantage to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-2-b005", "type": "PARAGRAPH", "text": "remedy and favourable, movement, indicator in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 2. Marginalisation as accumulated disadvantage to connect evidence with delivery, unequal effect and correction. The evidence may justify further enquiry, immediate removal of a barrier, redistribution of resources or evaluation of an existing measure. These are different decisions and require different certainty. Urgent protection need not await a perfect estimate where credible evidence shows serious exclusion, but long-term allocation should be reviewed as coverage improves. Targets should specify the population expected to benefit and guard against gains achieved by concentrating on learners nearest a threshold. Accountability lies in changed opportunity, not in the favourable movement of an indicator alone.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2024-03-3", "partId": "part-iceqc-r-2024-03-i", "parentId": null, "number": "3", "title": "From monitoring commitment to decision", "anchor": "3-from-monitoring-commitment-to-decision", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-3-b001", "type": "PARAGRAPH", "text": "Comparability concerning attributing system outcomes to in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether From monitoring commitment to decision supports a bounded finding and corrective responsibility. From monitoring commitment to decision to connect evidence with delivery, unequal effect and correction. The study seeks evidence on evidence capable of changing resource or service decisions; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-3-b002", "type": "PARAGRAPH", "text": "continuity and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 3. From monitoring commitment to decision to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-3-b003", "type": "PARAGRAPH", "text": "equity and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 3. From monitoring commitment to decision to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-3-b004", "type": "PARAGRAPH", "text": "authority and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 3. From monitoring commitment to decision to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-3-b005", "type": "PARAGRAPH", "text": "distribution and assuming, misconduct, discrepancy in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 3. From monitoring commitment to decision to connect evidence with delivery, unequal effect and correction. Local interpretation is valuable because national classifications cannot capture every barrier; it should operate within common definitions sufficient for aggregation. Communities should be able to question both the category and the conclusion drawn from it. If a measure creates incentives to exclude difficult cases, narrow the denominator or reclassify non-completion, an independent check is required. The report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2024-03-4", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "4", "title": "Defining the population entitled to education", "anchor": "4-defining-the-population-entitled-to-education", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-4-b001", "type": "PARAGRAPH", "text": "Feasibility concerning correction without that purpose in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Defining the population entitled to education supports a bounded finding and corrective responsibility. Defining the population entitled to education to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-4-b002", "type": "PARAGRAPH", "text": "uncertainty and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 4. Defining the population entitled to education to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-4-b003", "type": "PARAGRAPH", "text": "remedy and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 4. Defining the population entitled to education to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-4-b004", "type": "PARAGRAPH", "text": "capacity and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 4. Defining the population entitled to education to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-4-b005", "type": "PARAGRAPH", "text": "comparability and decorative, measure, concern in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 4. Defining the population entitled to education to connect evidence with delivery, unequal effect and correction. Readers should be able to see who was counted, who was not, what period the figure covers, how large the underlying population is and which comparisons are justified. A policy conclusion should be no broader than that evidence. Subsequent reports should distinguish real change from late reporting, revised population estimates and altered definitions. Where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. This makes the indicator a means of scrutiny rather than a decorative measure of concern.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-5", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "5", "title": "Age, grade and programme populations", "anchor": "5-age-grade-and-programme-populations", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-5-b001", "type": "PARAGRAPH", "text": "Equity concerning and programme populations to in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Age, grade and programme populations supports a bounded finding and corrective responsibility. Age, grade and programme populations to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is age-specific, grade-specific and programme-specific participation, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-5-b002", "type": "PARAGRAPH", "text": "authority and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 5. Age, grade and programme populations to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-5-b003", "type": "PARAGRAPH", "text": "distribution and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 5. Age, grade and programme populations to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-5-b004", "type": "PARAGRAPH", "text": "timing and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 5. Age, grade and programme populations to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-6", "partId": "part-iceqc-r-2024-03-ii", "parentId": null, "number": "6", "title": "Population movement and disrupted residence", "anchor": "6-population-movement-and-disrupted-residence", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-6-b001", "type": "PARAGRAPH", "text": "Feasibility concerning to individuals alone require in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Population movement and disrupted residence supports a bounded finding and corrective responsibility. Population movement and disrupted residence to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-6-b002", "type": "PARAGRAPH", "text": "uncertainty and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 6. Population movement and disrupted residence to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-6-b003", "type": "PARAGRAPH", "text": "remedy and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 6. Population movement and disrupted residence to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-6-b004", "type": "PARAGRAPH", "text": "capacity and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 6. Population movement and disrupted residence to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2024-03-7", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "7", "title": "Entry at the official starting age", "anchor": "7-entry-at-the-official-starting-age", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-7-b001", "type": "PARAGRAPH", "text": "Equity concerning national figure remains necessary in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Entry at the official starting age supports a bounded finding and corrective responsibility. Entry at the official starting age to connect evidence with delivery, unequal effect and correction. The substantive interest is timely admission to the first grade of primary education, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-7-b002", "type": "PARAGRAPH", "text": "authority and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 7. Entry at the official starting age to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-7-b003", "type": "PARAGRAPH", "text": "distribution and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 7. Entry at the official starting age to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-7-b004", "type": "PARAGRAPH", "text": "timing and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 7. Entry at the official starting age to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-8", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "8", "title": "Attendance beyond enrolment", "anchor": "8-attendance-beyond-enrolment", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-8-b001", "type": "PARAGRAPH", "text": "Feasibility concerning feasibility and before choosing in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Attendance beyond enrolment supports a bounded finding and corrective responsibility. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. The study seeks evidence on actual participation during a stated recent period; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-8-b002", "type": "PARAGRAPH", "text": "uncertainty and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 8. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-8-b003", "type": "PARAGRAPH", "text": "remedy and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 8. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-8-b004", "type": "PARAGRAPH", "text": "capacity and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 8. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2024-03-9", "partId": "part-iceqc-r-2024-03-iii", "parentId": null, "number": "9", "title": "Out-of-school status", "anchor": "9-out-of-school-status", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-9-b001", "type": "PARAGRAPH", "text": "Continuity concerning purpose disaggregation can multiply in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Out-of-school status supports a bounded finding and corrective responsibility. Out-of-school status to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-9-b002", "type": "PARAGRAPH", "text": "equity and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 9. Out-of-school status to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-9-b003", "type": "PARAGRAPH", "text": "authority and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 9. Out-of-school status to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-9-b004", "type": "PARAGRAPH", "text": "distribution and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 9. Out-of-school status to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-10", "partId": "part-iceqc-r-2024-03-iv", "parentId": null, "number": "10", "title": "Repetition and grade survival", "anchor": "10-repetition-and-grade-survival", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-10-b001", "type": "PARAGRAPH", "text": "Feasibility concerning educational consequence before choosing in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Repetition and grade survival supports a bounded finding and corrective responsibility. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is movement through grades without avoidable delay or exit, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-10-b002", "type": "PARAGRAPH", "text": "uncertainty and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 10. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-10-b003", "type": "PARAGRAPH", "text": "remedy and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 10. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-10-b004", "type": "PARAGRAPH", "text": "capacity and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 10. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-11", "partId": "part-iceqc-r-2024-03-iv", "parentId": null, "number": "11", "title": "Transition between education levels", "anchor": "11-transition-between-education-levels", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-11-b001", "type": "PARAGRAPH", "text": "Continuity concerning service how far groups in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Transition between education levels supports a bounded finding and corrective responsibility. Transition between education levels to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-11-b002", "type": "PARAGRAPH", "text": "equity and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 11. Transition between education levels to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-11-b003", "type": "PARAGRAPH", "text": "authority and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 11. Transition between education levels to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-11-b004", "type": "PARAGRAPH", "text": "distribution and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 11. Transition between education levels to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2024-03-12", "partId": "part-iceqc-r-2024-03-iv", "parentId": null, "number": "12", "title": "Completion and educational entitlement", "anchor": "12-completion-and-educational-entitlement", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-12-b001", "type": "PARAGRAPH", "text": "Coverage concerning recognised programme requirements observed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Completion and educational entitlement supports a bounded finding and corrective responsibility. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. The substantive interest is finishing the final grade or meeting recognised programme requirements, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-12-b002", "type": "PARAGRAPH", "text": "feasibility and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 12. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-12-b003", "type": "PARAGRAPH", "text": "uncertainty and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 12. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-12-b004", "type": "PARAGRAPH", "text": "remedy and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 12. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2024-03-13", "partId": "part-iceqc-r-2024-03-v", "parentId": null, "number": "13", "title": "Minimum learning outcomes", "anchor": "13-minimum-learning-outcomes", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-13-b001", "type": "PARAGRAPH", "text": "Continuity concerning distribution relevant to the in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Minimum learning outcomes supports a bounded finding and corrective responsibility. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. The study seeks evidence on demonstrated knowledge or skill against a declared domain; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-13-b002", "type": "PARAGRAPH", "text": "equity and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 13. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-13-b003", "type": "PARAGRAPH", "text": "authority and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 13. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-13-b004", "type": "PARAGRAPH", "text": "distribution and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 13. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2024-03-14", "partId": "part-iceqc-r-2024-03-v", "parentId": null, "number": "14", "title": "Assessment participation", "anchor": "14-assessment-participation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-14-b001", "type": "PARAGRAPH", "text": "Coverage concerning should preserve both the in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Assessment participation supports a bounded finding and corrective responsibility. Assessment participation to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-14-b002", "type": "PARAGRAPH", "text": "feasibility and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 14. Assessment participation to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-14-b003", "type": "PARAGRAPH", "text": "uncertainty and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 14. Assessment participation to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-14-b004", "type": "PARAGRAPH", "text": "remedy and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 14. Assessment participation to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2024-03-15", "partId": "part-iceqc-r-2024-03-v", "parentId": null, "number": "15", "title": "Distribution of achievement", "anchor": "15-distribution-of-achievement", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-15-b001", "type": "PARAGRAPH", "text": "Comparability concerning it cannot answer which in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Distribution of achievement supports a bounded finding and corrective responsibility. Distribution of achievement to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is variation across the full score or proficiency distribution, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-15-b002", "type": "PARAGRAPH", "text": "continuity and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 15. Distribution of achievement to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-15-b003", "type": "PARAGRAPH", "text": "equity and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 15. Distribution of achievement to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-15-b004", "type": "PARAGRAPH", "text": "authority and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 15. Distribution of achievement to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-16", "partId": "part-iceqc-r-2024-03-vi", "parentId": null, "number": "16", "title": "Gender parity and its limits", "anchor": "16-gender-parity-and-its-limits", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-16-b001", "type": "PARAGRAPH", "text": "Coverage concerning divide a population into in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Gender parity and its limits supports a bounded finding and corrective responsibility. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-16-b002", "type": "PARAGRAPH", "text": "feasibility and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 16. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-16-b003", "type": "PARAGRAPH", "text": "uncertainty and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 16. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-16-b004", "type": "PARAGRAPH", "text": "remedy and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 16. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2024-03-17", "partId": "part-iceqc-r-2024-03-vi", "parentId": null, "number": "17", "title": "Household wealth gradients", "anchor": "17-household-wealth-gradients", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-17-b001", "type": "PARAGRAPH", "text": "Comparability concerning education outcomes across relative in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Household wealth gradients supports a bounded finding and corrective responsibility. Household wealth gradients to connect evidence with delivery, unequal effect and correction. The substantive interest is education outcomes across relative household resource groups, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-17-b002", "type": "PARAGRAPH", "text": "continuity and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 17. Household wealth gradients to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-17-b003", "type": "PARAGRAPH", "text": "equity and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 17. Household wealth gradients to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-17-b004", "type": "PARAGRAPH", "text": "authority and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 17. Household wealth gradients to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-18", "partId": "part-iceqc-r-2024-03-vi", "parentId": null, "number": "18", "title": "Costs borne by households", "anchor": "18-costs-borne-by-households", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-18-b001", "type": "PARAGRAPH", "text": "Timing concerning borne by households to in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Costs borne by households supports a bounded finding and corrective responsibility. Costs borne by households to connect evidence with delivery, unequal effect and correction. The study seeks evidence on fees, materials, transport, clothing and foregone labour; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-18-b002", "type": "PARAGRAPH", "text": "coverage and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 18. Costs borne by households to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-18-b003", "type": "PARAGRAPH", "text": "feasibility and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 18. Costs borne by households to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-18-b004", "type": "PARAGRAPH", "text": "uncertainty and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 18. Costs borne by households to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2024-03-19", "partId": "part-iceqc-r-2024-03-vii", "parentId": null, "number": "19", "title": "Rural and urban residence", "anchor": "19-rural-and-urban-residence", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-19-b001", "type": "PARAGRAPH", "text": "Comparability concerning system outcomes to individuals in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Rural and urban residence supports a bounded finding and corrective responsibility. Rural and urban residence to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-19-b002", "type": "PARAGRAPH", "text": "continuity and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 19. Rural and urban residence to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-19-b003", "type": "PARAGRAPH", "text": "equity and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 19. Rural and urban residence to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-19-b004", "type": "PARAGRAPH", "text": "authority and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 19. Rural and urban residence to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-20", "partId": "part-iceqc-r-2024-03-vii", "parentId": null, "number": "20", "title": "Subnational administrative disparity", "anchor": "20-subnational-administrative-disparity", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-20-b001", "type": "PARAGRAPH", "text": "Timing concerning and the distribution relevant in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Subnational administrative disparity supports a bounded finding and corrective responsibility. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is variation between provinces, districts or comparable areas, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-20-b002", "type": "PARAGRAPH", "text": "coverage and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 20. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-20-b003", "type": "PARAGRAPH", "text": "feasibility and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 20. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-20-b004", "type": "PARAGRAPH", "text": "uncertainty and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 20. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-21", "partId": "part-iceqc-r-2024-03-vii", "parentId": null, "number": "21", "title": "Distance, isolation and transport", "anchor": "21-distance-isolation-and-transport", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-21-b001", "type": "PARAGRAPH", "text": "Capacity concerning the educational consequence before in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Distance, isolation and transport supports a bounded finding and corrective responsibility. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-21-b002", "type": "PARAGRAPH", "text": "comparability and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 21. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-21-b003", "type": "PARAGRAPH", "text": "continuity and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 21. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-21-b004", "type": "PARAGRAPH", "text": "equity and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 21. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2024-03-22", "partId": "part-iceqc-r-2024-03-viii", "parentId": null, "number": "22", "title": "Disability-sensitive education data", "anchor": "22-disability-sensitive-education-data", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-22-b001", "type": "PARAGRAPH", "text": "Timing concerning it cannot answer which in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Disability-sensitive education data supports a bounded finding and corrective responsibility. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. The substantive interest is participation and learning by functional difficulty and support requirement, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-22-b002", "type": "PARAGRAPH", "text": "coverage and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 22. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-22-b003", "type": "PARAGRAPH", "text": "feasibility and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 22. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-22-b004", "type": "PARAGRAPH", "text": "uncertainty and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 22. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2024-03-23", "partId": "part-iceqc-r-2024-03-viii", "parentId": null, "number": "23", "title": "Language of home and instruction", "anchor": "23-language-of-home-and-instruction", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-23-b001", "type": "PARAGRAPH", "text": "Capacity concerning yet it cannot answer in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Language of home and instruction supports a bounded finding and corrective responsibility. Language of home and instruction to connect evidence with delivery, unequal effect and correction. The study seeks evidence on alignment between learner language, teaching and assessment; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-23-b002", "type": "PARAGRAPH", "text": "comparability and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 23. Language of home and instruction to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-23-b003", "type": "PARAGRAPH", "text": "continuity and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 23. Language of home and instruction to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-23-b004", "type": "PARAGRAPH", "text": "equity and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 23. Language of home and instruction to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2024-03-24", "partId": "part-iceqc-r-2024-03-viii", "parentId": null, "number": "24", "title": "Ethnicity, indigeneity and protected identity", "anchor": "24-ethnicity-indigeneity-and-protected-identity", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-24-b001", "type": "PARAGRAPH", "text": "distribution and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-24-b002", "type": "PARAGRAPH", "text": "timing and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-24-b003", "type": "PARAGRAPH", "text": "coverage and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-24-b004", "type": "PARAGRAPH", "text": "feasibility and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2024-03-25", "partId": "part-iceqc-r-2024-03-ix", "parentId": null, "number": "25", "title": "Education under conflict and insecurity", "anchor": "25-education-under-conflict-and-insecurity", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-25-b001", "type": "PARAGRAPH", "text": "Capacity concerning yet it cannot answer in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Education under conflict and insecurity supports a bounded finding and corrective responsibility. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is access, attendance and learning where violence alters service and movement, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-25-b002", "type": "PARAGRAPH", "text": "comparability and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 25. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-25-b003", "type": "PARAGRAPH", "text": "continuity and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 25. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-25-b004", "type": "PARAGRAPH", "text": "equity and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 25. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-26", "partId": "part-iceqc-r-2024-03-ix", "parentId": null, "number": "26", "title": "Disaster-related interruption", "anchor": "26-disaster-related-interruption", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-26-b001", "type": "PARAGRAPH", "text": "distribution and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-26-b002", "type": "PARAGRAPH", "text": "timing and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-26-b003", "type": "PARAGRAPH", "text": "coverage and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-26-b004", "type": "PARAGRAPH", "text": "feasibility and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2024-03-27", "partId": "part-iceqc-r-2024-03-ix", "parentId": null, "number": "27", "title": "Refugees, displaced persons and migrants", "anchor": "27-refugees-displaced-persons-and-migrants", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-27-b001", "type": "PARAGRAPH", "text": "remedy and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. The substantive interest is educational participation across changing legal and residential situations, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-27-b002", "type": "PARAGRAPH", "text": "capacity and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-27-b003", "type": "PARAGRAPH", "text": "comparability and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-27-b004", "type": "PARAGRAPH", "text": "continuity and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-28", "partId": "part-iceqc-r-2024-03-x", "parentId": null, "number": "28", "title": "Teacher availability and distribution", "anchor": "28-teacher-availability-and-distribution", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-28-b001", "type": "PARAGRAPH", "text": "distribution and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. The study seeks evidence on access to competent teaching across schools and subjects; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-28-b002", "type": "PARAGRAPH", "text": "timing and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-28-b003", "type": "PARAGRAPH", "text": "coverage and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-28-b004", "type": "PARAGRAPH", "text": "feasibility and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2024-03-29", "partId": "part-iceqc-r-2024-03-x", "parentId": null, "number": "29", "title": "Class size, multi-grade teaching and time", "anchor": "29-class-size-multi-grade-teaching-and-time", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-29-b001", "type": "PARAGRAPH", "text": "remedy and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-29-b002", "type": "PARAGRAPH", "text": "capacity and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-29-b003", "type": "PARAGRAPH", "text": "comparability and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-29-b004", "type": "PARAGRAPH", "text": "continuity and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-30", "partId": "part-iceqc-r-2024-03-x", "parentId": null, "number": "30", "title": "Materials, facilities and basic services", "anchor": "30-materials-facilities-and-basic-services", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-30-b001", "type": "PARAGRAPH", "text": "authority and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is usable learning resources and safe, accessible school conditions, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-30-b002", "type": "PARAGRAPH", "text": "distribution and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-30-b003", "type": "PARAGRAPH", "text": "timing and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-30-b004", "type": "PARAGRAPH", "text": "coverage and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-31", "partId": "part-iceqc-r-2024-03-xi", "parentId": null, "number": "31", "title": "Public spending by level and function", "anchor": "31-public-spending-by-level-and-function", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-31-b001", "type": "PARAGRAPH", "text": "remedy and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-31-b002", "type": "PARAGRAPH", "text": "capacity and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-31-b003", "type": "PARAGRAPH", "text": "comparability and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-31-b004", "type": "PARAGRAPH", "text": "continuity and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2024-03-32", "partId": "part-iceqc-r-2024-03-xi", "parentId": null, "number": "32", "title": "Incidence of education spending", "anchor": "32-incidence-of-education-spending", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-32-b001", "type": "PARAGRAPH", "text": "authority and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. The substantive interest is who benefits from publicly financed places and services, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-32-b002", "type": "PARAGRAPH", "text": "distribution and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-32-b003", "type": "PARAGRAPH", "text": "timing and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-32-b004", "type": "PARAGRAPH", "text": "coverage and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2024-03-33", "partId": "part-iceqc-r-2024-03-xi", "parentId": null, "number": "33", "title": "Protecting equity during fiscal constraint", "anchor": "33-protecting-equity-during-fiscal-constraint", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-33-b001", "type": "PARAGRAPH", "text": "uncertainty and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. The study seeks evidence on whether reductions or delays fall disproportionately on weaker services; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-33-b002", "type": "PARAGRAPH", "text": "remedy and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-33-b003", "type": "PARAGRAPH", "text": "capacity and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-33-b004", "type": "PARAGRAPH", "text": "comparability and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2024-03-34", "partId": "part-iceqc-r-2024-03-xii", "parentId": null, "number": "34", "title": "Administrative records", "anchor": "34-administrative-records", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-34-b001", "type": "PARAGRAPH", "text": "authority and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-34-b002", "type": "PARAGRAPH", "text": "distribution and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-34-b003", "type": "PARAGRAPH", "text": "timing and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-34-b004", "type": "PARAGRAPH", "text": "coverage and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2024-03-35", "partId": "part-iceqc-r-2024-03-xii", "parentId": null, "number": "35", "title": "Household surveys", "anchor": "35-household-surveys", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-35-b001", "type": "PARAGRAPH", "text": "uncertainty and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is population-based evidence beyond enrolled learners, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-35-b002", "type": "PARAGRAPH", "text": "remedy and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-35-b003", "type": "PARAGRAPH", "text": "capacity and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-35-b004", "type": "PARAGRAPH", "text": "comparability and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-36", "partId": "part-iceqc-r-2024-03-xii", "parentId": null, "number": "36", "title": "Censuses and population frames", "anchor": "36-censuses-and-population-frames", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-36-b001", "type": "PARAGRAPH", "text": "Equity concerning answer which learners receive in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Censuses and population frames supports a bounded finding and corrective responsibility. Censuses and population frames to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-36-b002", "type": "PARAGRAPH", "text": "authority and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 36. Censuses and population frames to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-36-b003", "type": "PARAGRAPH", "text": "distribution and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 36. Censuses and population frames to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-36-b004", "type": "PARAGRAPH", "text": "timing and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 36. Censuses and population frames to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2024-03-37", "partId": "part-iceqc-r-2024-03-xiii", "parentId": null, "number": "37", "title": "Single-axis disaggregation", "anchor": "37-single-axis-disaggregation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-37-b001", "type": "PARAGRAPH", "text": "uncertainty and before, choosing, threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. The substantive interest is separate reporting by sex, wealth, residence or another characteristic, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-37-b002", "type": "PARAGRAPH", "text": "remedy and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-37-b003", "type": "PARAGRAPH", "text": "capacity and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-37-b004", "type": "PARAGRAPH", "text": "comparability and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-38", "partId": "part-iceqc-r-2024-03-xiii", "parentId": null, "number": "38", "title": "Intersecting categories", "anchor": "38-intersecting-categories", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-38-b001", "type": "PARAGRAPH", "text": "Equity concerning scale and direction yet in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Intersecting categories supports a bounded finding and corrective responsibility. Intersecting categories to connect evidence with delivery, unequal effect and correction. The study seeks evidence on joint distributions such as sex by wealth and residence; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-38-b002", "type": "PARAGRAPH", "text": "authority and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 38. Intersecting categories to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-38-b003", "type": "PARAGRAPH", "text": "distribution and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 38. Intersecting categories to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-38-b004", "type": "PARAGRAPH", "text": "timing and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 38. Intersecting categories to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2024-03-39", "partId": "part-iceqc-r-2024-03-xiii", "parentId": null, "number": "39", "title": "Small numbers, disclosure and reliability", "anchor": "39-small-numbers-disclosure-and-reliability", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-39-b001", "type": "PARAGRAPH", "text": "Feasibility concerning purpose disaggregation can multiply in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Small numbers, disclosure and reliability supports a bounded finding and corrective responsibility. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2024-03-39-b002", "type": "PARAGRAPH", "text": "uncertainty and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 39. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-39-b003", "type": "PARAGRAPH", "text": "remedy and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 39. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-39-b004", "type": "PARAGRAPH", "text": "capacity and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 39. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-40", "partId": "part-iceqc-r-2024-03-xiv", "parentId": null, "number": "40", "title": "Comparing unlike systems", "anchor": "40-comparing-unlike-systems", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-40-b001", "type": "PARAGRAPH", "text": "Equity concerning alone require 40 comparing in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Comparing unlike systems supports a bounded finding and corrective responsibility. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is cross-country patterns based on harmonised but bounded concepts, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-40-b002", "type": "PARAGRAPH", "text": "authority and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 40. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-40-b003", "type": "PARAGRAPH", "text": "distribution and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 40. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-40-b004", "type": "PARAGRAPH", "text": "timing and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 40. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-41", "partId": "part-iceqc-r-2024-03-xiv", "parentId": null, "number": "41", "title": "Sampling error and other uncertainty", "anchor": "41-sampling-error-and-other-uncertainty", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-41-b001", "type": "PARAGRAPH", "text": "Feasibility concerning connect evidence with delivery in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Sampling error and other uncertainty supports a bounded finding and corrective responsibility. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2024-03-41-b002", "type": "PARAGRAPH", "text": "uncertainty and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 41. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-41-b003", "type": "PARAGRAPH", "text": "remedy and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 41. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-41-b004", "type": "PARAGRAPH", "text": "capacity and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 41. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2024-03-42", "partId": "part-iceqc-r-2024-03-xiv", "parentId": null, "number": "42", "title": "Trends and breaks in series", "anchor": "42-trends-and-breaks-in-series", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-42-b001", "type": "PARAGRAPH", "text": "Continuity concerning correction the substantive interest in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Trends and breaks in series supports a bounded finding and corrective responsibility. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. The substantive interest is change over time under stable definitions and populations, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-42-b002", "type": "PARAGRAPH", "text": "equity and should, remain, accessible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 42. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-42-b003", "type": "PARAGRAPH", "text": "authority and solely, statistical, separation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 42. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-42-b004", "type": "PARAGRAPH", "text": "distribution and pretending, estimate, prevalence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 42. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2024-03-43", "partId": "part-iceqc-r-2024-03-xv", "parentId": null, "number": "43", "title": "Reading disparity without blaming learners", "anchor": "43-reading-disparity-without-blaming-learners", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-43-b001", "type": "PARAGRAPH", "text": "Feasibility concerning and before choosing threshold in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Reading disparity without blaming learners supports a bounded finding and corrective responsibility. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. The study seeks evidence on institutional and social conditions associated with unequal outcomes; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-43-b002", "type": "PARAGRAPH", "text": "uncertainty and consider, common, absent in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 43. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-43-b003", "type": "PARAGRAPH", "text": "remedy and conditions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 43. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-43-b004", "type": "PARAGRAPH", "text": "capacity and magnitude, should, guessed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 43. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2024-03-44", "partId": "part-iceqc-r-2024-03-xv", "parentId": null, "number": "44", "title": "Turning evidence into equitable policy", "anchor": "44-turning-evidence-into-equitable-policy", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-44-b001", "type": "PARAGRAPH", "text": "Continuity concerning equitable policy to connect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether Turning evidence into equitable policy supports a bounded finding and corrective responsibility. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-44-b002", "type": "PARAGRAPH", "text": "equity and unsuitable, equity, judgement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 44. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-44-b003", "type": "PARAGRAPH", "text": "authority and adequately, represented, elsewhere in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 44. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-44-b004", "type": "PARAGRAPH", "text": "distribution and action, required, monitor in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 44. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2024-03-45", "partId": "part-iceqc-r-2024-03-xv", "parentId": null, "number": "45", "title": "A public account beyond the average", "anchor": "45-a-public-account-beyond-the-average", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-45-b001", "type": "PARAGRAPH", "text": "Coverage concerning system outcomes to individuals in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone determines whether A public account beyond the average supports a bounded finding and corrective responsibility. A public account beyond the average to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is a concise national statement of level, distribution, missingness and remedy, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-45-b002", "type": "PARAGRAPH", "text": "feasibility and distinguishable, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 45. A public account beyond the average to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-45-b003", "type": "PARAGRAPH", "text": "uncertainty and resources, households, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 45. A public account beyond the average to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-45-b004", "type": "PARAGRAPH", "text": "remedy and population, analytically, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 45. A public account beyond the average to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-46", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "46", "title": "Composite measures and the loss of meaning", "anchor": "46-composite-measures-and-the-loss-of-meaning", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-46-b001", "type": "PARAGRAPH", "text": "continuity and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises participation, completion, learning and school conditions, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-46-b002", "type": "PARAGRAPH", "text": "equity and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2024-03-46-b003", "type": "PARAGRAPH", "text": "authority and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-46-b004", "type": "PARAGRAPH", "text": "distribution and rather, remote, methodological in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Administrative returns may provide frequent local detail but exclude non-participants and non-reporting institutions. Surveys can represent households beyond formal education, subject to sample size, field access and response. Censuses can support small-area denominators at longer intervals, while enumeration rules and population movement affect coverage. A record of agreement should follow reconciliation of concepts rather than simple numerical proximity. A record of disagreement should identify plausible sources and the decision consequence. If the available evidence does not support a proposed level of disaggregation, the limitation should appear in the finding rather than in a remote methodological note.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-46-b005", "type": "PARAGRAPH", "text": "timing and responsible, better, evidence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Learners outside school, people in temporary settlements, small language communities, persons with disabilities and households beyond a survey frame can all be absent before analysis begins. Analysts should compare coverage against independent population and service information and preserve an unknown category where classification is incomplete. Small cells require protection against disclosure and caution about statistical stability. These duties do not justify silence about a serious disparity. The public account may report a broader group, a range, a qualitative service failure or restricted findings, provided that it states what cannot safely be quantified and which body is responsible for better evidence.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-46-b006", "type": "PARAGRAPH", "text": "coverage and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-46-b007", "type": "PARAGRAPH", "text": "feasibility and information, competent, answer in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Local knowledge can identify seasonal movement, unsafe routes, hidden household costs, language use and service boundaries that national categories miss. Consultation should not be treated as statistical verification, nor should a survey estimate displace credible evidence of a local barrier. The two forms answer different questions. Authorities should provide accessible explanations of definitions and invite correction where categories misdescribe experience. Feedback needs a recorded route into classification, service design or further enquiry. People should not be asked repeatedly for sensitive information when no competent body can act upon the answer.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2024-03-46-b008", "type": "PARAGRAPH", "text": "uncertainty and responsibility, corrective, action in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. It should state what the evidence shows, the strength and limits of that conclusion, the people and places most affected, the action within public authority and the date for review. Changes to definitions, boundaries or population estimates should appear at the point where a series changes. Earlier values should remain available so that revision is not mistaken for real progress. A concise account can carry considerable density when every figure retains its population and consequence. The objective is not maximum numerical output. It is a trustworthy connection between unequal educational experience, public responsibility and corrective action.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-47", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "47", "title": "Decomposing an observed education gap", "anchor": "47-decomposing-an-observed-education-gap", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-47-b001", "type": "PARAGRAPH", "text": "capacity and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises within-group and between-group differences, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2024-03-47-b002", "type": "PARAGRAPH", "text": "comparability and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-47-b003", "type": "PARAGRAPH", "text": "continuity and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-47-b004", "type": "PARAGRAPH", "text": "equity and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-21", "REF-23" ] } ] }, { "id": "sec-iceqc-r-2024-03-48", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "48", "title": "Setting distribution-sensitive targets", "anchor": "48-setting-distribution-sensitive-targets", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-48-b001", "type": "PARAGRAPH", "text": "distribution and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises the national level, the least-served group and the lower tail of the distribution, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-48-b002", "type": "PARAGRAPH", "text": "timing and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-48-b003", "type": "PARAGRAPH", "text": "coverage and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-48-b004", "type": "PARAGRAPH", "text": "feasibility and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-49", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "49", "title": "Linking learners to service geography", "anchor": "49-linking-learners-to-service-geography", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-49-b001", "type": "PARAGRAPH", "text": "remedy and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises settlement populations, travel conditions, schools, teachers and programme levels, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-49-b002", "type": "PARAGRAPH", "text": "capacity and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-49-b003", "type": "PARAGRAPH", "text": "comparability and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-49-b004", "type": "PARAGRAPH", "text": "continuity and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-01", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-50", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "50", "title": "Reconciling conflicting sources", "anchor": "50-reconciling-conflicting-sources", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-50-b001", "type": "PARAGRAPH", "text": "authority and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises coverage, timing, concepts and reporting incentives, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-50-b002", "type": "PARAGRAPH", "text": "distribution and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-50-b003", "type": "PARAGRAPH", "text": "timing and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2024-03-50-b004", "type": "PARAGRAPH", "text": "coverage and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-02", "REF-04" ] } ] }, { "id": "sec-iceqc-r-2024-03-51", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "51", "title": "Monitoring marginalisation during severe disruption", "anchor": "51-monitoring-marginalisation-during-severe-disruption", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-51-b001", "type": "PARAGRAPH", "text": "uncertainty and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises rapid counts, restored administrative returns and household evidence, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-51-b002", "type": "PARAGRAPH", "text": "remedy and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2024-03-51-b003", "type": "PARAGRAPH", "text": "capacity and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-51-b004", "type": "PARAGRAPH", "text": "comparability and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-05", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-52", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "52", "title": "Communicating uncertainty without losing urgency", "anchor": "52-communicating-uncertainty-without-losing-urgency", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-52-b001", "type": "PARAGRAPH", "text": "equity and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises point estimates, ranges, quality statements and missing populations, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2024-03-52-b002", "type": "PARAGRAPH", "text": "authority and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-52-b003", "type": "PARAGRAPH", "text": "distribution and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-52-b004", "type": "PARAGRAPH", "text": "timing and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-08", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2024-03-53", "partId": "part-iceqc-r-2024-03-xvi", "parentId": null, "number": "53", "title": "A national marginalisation profile", "anchor": "53-a-national-marginalisation-profile", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-53-b001", "type": "PARAGRAPH", "text": "feasibility and sufficiently, stable, comparison in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises population, access, progression, learning, conditions, finance and unresolved evidence gaps, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-53-b002", "type": "PARAGRAPH", "text": "uncertainty and estimation, method, effect in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-53-b003", "type": "PARAGRAPH", "text": "remedy and relative, measure, improved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2024-03-53-b004", "type": "PARAGRAPH", "text": "capacity and changed, intended, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.", "citationIds": [ "REF-13", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2024-03-54", "partId": "part-iceqc-r-2024-03-xvii", "parentId": null, "number": "54", "title": "Minimum comparison threshold", "anchor": "54-minimum-comparison-threshold", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-54-b001", "type": "PARAGRAPH", "text": "equity and exclusions, remain, material in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 54. Minimum comparison threshold to connect evidence with delivery, unequal effect and correction. National means should be accompanied by lower-tail, threshold and group evidence. Opportunity to learn, participation and exclusions remain material.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-55", "partId": "part-iceqc-r-2024-03-xvii", "parentId": null, "number": "55", "title": "Within-system interpretation", "anchor": "55-within-system-interpretation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-55-b001", "type": "PARAGRAPH", "text": "distribution and schools, remain, visible in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 55. Within-system interpretation to connect evidence with delivery, unequal effect and correction. Counts, levels, absolute gaps and ratios answer different questions. Missing learners and non-participating schools must remain visible.", "citationIds": [ "REF-01", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-56", "partId": "part-iceqc-r-2024-03-xvii", "parentId": null, "number": "56", "title": "Between-system interpretation", "anchor": "56-between-system-interpretation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-56-b001", "type": "PARAGRAPH", "text": "coverage and substantive, system, difference in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 56. Between-system interpretation to connect evidence with delivery, unequal effect and correction. Rank differences smaller than uncertainty should not support categorical conclusions. Harmonisation does not remove substantive system difference.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2024-03-57", "partId": "part-iceqc-r-2024-03-xviii", "parentId": null, "number": "57", "title": "Assessment participation and the represented learning population", "anchor": "57-assessment-participation-and-the-represented-learning-population", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-57-b001", "type": "PARAGRAPH", "text": "remedy and system, learner, population in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. The target population, eligible population, sampled population and assessed population should be reported separately. Learners can be absent because of illness, displacement, school non-attendance, language barriers, disability, conflict, administrative exclusion or ordinary sampling loss. These routes have different meanings. A result calculated only for participating learners may describe their performance accurately while failing to describe the educational system's full learner population.", "citationIds": [ "REF-01", "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-57-b002", "type": "PARAGRAPH", "text": "capacity and effect, geography, institutional in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. School exclusion and within-school absence need separate observation where the design permits. If institutions outside the frame differ systematically from included schools, a high learner response rate within sampled schools cannot repair the coverage limitation. Similarly, replacement of inaccessible schools can preserve sample size while changing the population represented. Reports should describe replacement rules and show any material effect on geography or institutional type.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-57-b003", "type": "PARAGRAPH", "text": "comparability and interpreted, evidence, disparity in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. Coding an absent learner as below threshold invents performance evidence; removing every absence without comment creates a different bias. Sensitivity analysis can examine plausible bounds or compare known characteristics of participants and non-participants. Where a numerical adjustment is not defensible, the limitation remains a substantive finding. The absence of learning evidence for a population requiring education attention should not be interpreted as evidence of no disparity.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-57-b004", "type": "PARAGRAPH", "text": "continuity and incomparable, automatically, identical in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. An assessment may permit attendance yet fail to elicit the intended construct if the format, communication or response mode is inaccessible. Exemption practices should be reported by reason and learner group. Where an adapted form changes the construct materially, separate interpretation may be necessary. Where it removes an irrelevant barrier, results may belong in the common distribution. The report should explain that judgement rather than treat all adaptations as either incomparable or automatically identical.", "citationIds": [ "REF-05", "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-57-b005", "type": "PARAGRAPH", "text": "equity and should, broader, coverage in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. A low response among remote schools may require field and service improvement; absence among out-of-school children may require a population-based study and re-entry action; assessment exclusion may require accessible design. These are not corrections to be made solely through statistical weighting. The responsible education body should identify which population remains unrepresented and when better evidence will be available. A national learning claim should be no broader than that coverage.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-58", "partId": "part-iceqc-r-2024-03-xviii", "parentId": null, "number": "58", "title": "Scale, threshold and distribution comparability", "anchor": "58-scale-threshold-and-distribution-comparability", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-58-b001", "type": "PARAGRAPH", "text": "distribution and divides, sample, conveniently in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. A numerical score has meaning through the tasks, response model, scoring rules and population for which interpretation has been supported. Equal numerical differences should not be assumed to represent equal educational differences unless the scale warrants that inference. A threshold adds a substantive judgement about the knowledge or capability learners should demonstrate; it should not be selected merely because it divides the sample conveniently.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-58-b002", "type": "PARAGRAPH", "text": "timing and uncertainty, assessment, coverage in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. The same mean can accompany a compressed distribution, a wide lower tail or polarisation. Reports should therefore consider percentiles, threshold shares and dispersion where technically sound. The lower part of the distribution is especially important for minimum learning opportunity, while the upper part may reveal whether expansion has altered advanced performance. These summaries should remain tied to uncertainty and assessment coverage.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-58-b003", "type": "PARAGRAPH", "text": "coverage and learner, education, system in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. A change in the percentage above a threshold may reflect learning, scale revision, task composition or population change. If standards are reset, the break should be visible at the year of change and parallel results reported where possible. Descriptions such as basic, adequate or advanced should be treated as definitions under the assessment, not universal attributes of a learner or education system.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-58-b004", "type": "PARAGRAPH", "text": "feasibility and should, stated, accordingly in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. Task familiarity, curriculum exposure and response conventions can affect results. Review should examine translation, adaptation, differential item behaviour and opportunity to learn, while avoiding the claim that every detected difference invalidates the whole assessment. Some comparisons may remain defensible at a broad domain while narrower subscales do not. The permissible inference should be stated accordingly.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-58-b005", "type": "PARAGRAPH", "text": "uncertainty and league, answer, questions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. Small rank movement can follow changes in participating systems or sampling variation. Public reporting should avoid categorical language when intervals overlap or scale linkage is weak. The useful question is whether the evidence indicates a material disparity requiring enquiry, what population is affected and which educational condition might be changed. League order does not answer those questions.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-59", "partId": "part-iceqc-r-2024-03-xviii", "parentId": null, "number": "59", "title": "Opportunity to learn and interpretation of achievement gaps", "anchor": "59-opportunity-to-learn-and-interpretation-of-achievement-gaps", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-59-b001", "type": "PARAGRAPH", "text": "capacity and different, educational, conditions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. This includes curriculum entitlement, content actually taught, instructional time, teacher availability, language, materials, attendance and access to support. Opportunity does not determine performance completely, and its measurement is imperfect. It nevertheless prevents a learning gap from being attributed solely to learners or households when institutions supplied different educational conditions.", "citationIds": [ "REF-01", "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-59-b002", "type": "PARAGRAPH", "text": "comparability and account, favourable, system in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Teacher reports, schedules, classroom observation and learner work can add evidence, each with limitations. Teacher self-report may be influenced by recall or expectations; observation covers a short period; work samples are selective. Agreement across sources strengthens interpretation when dates and populations align. Contradictions can identify local variation or weak measurement and should not be resolved by choosing the account most favourable to the system.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-59-b003", "type": "PARAGRAPH", "text": "continuity and conversion, factor, predicted in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Closures, teacher absence, shortened shifts and late entry can reduce delivered or usable time. Total hours also conceal subject allocation and teaching quality. A learner receiving more hours of poorly organised instruction does not necessarily have greater opportunity in the intended domain. Time is therefore one component of the explanatory evidence, not a conversion factor for predicted score.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-59-b004", "type": "PARAGRAPH", "text": "equity and provision, learners, scores in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Textbooks delivered to a school may not be available in the relevant language, grade or classroom. Teacher qualifications recorded administratively may not match subject assignment. Facilities may exist but be inaccessible or unsafe. These conditions should be examined at the level where the learning evidence was collected. National resource averages can obscure concentration of weak provision among the same learners whose scores form the lower tail.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-59-b005", "type": "PARAGRAPH", "text": "authority and erased, cohort, average in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Their purpose is to identify conditions within public responsibility and to design support. Where learners received less curriculum exposure, a response may include additional teaching, staff deployment, accessible materials or revised pacing. Later assessment should test whether opportunity and learning changed. The original disparity and the remedial conditions should remain visible rather than being erased by a new cohort average.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-60", "partId": "part-iceqc-r-2024-03-xviii", "parentId": null, "number": "60", "title": "Decomposing disparities within education systems", "anchor": "60-decomposing-disparities-within-education-systems", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-60-b001", "type": "PARAGRAPH", "text": "timing and evidence, schools, irrelevant in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. Decomposition can describe where variation is concentrated, provided it is not treated as proof of cause. A large between-school component may indicate segregation, resource distribution or residential pattern; it does not identify which mechanism operates. A large within-school component can coexist with institutional inequality and should not be read as evidence that schools are irrelevant.", "citationIds": [ "REF-01", "REF-09", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-60-b002", "type": "PARAGRAPH", "text": "coverage and residual, direct, observation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. Learners are commonly nested within classes and schools, while policies may operate through districts or providers. Standard errors and models should respect clustering. Small schools and sparsely populated areas may require special treatment, but removal changes the population represented. Reports should state exclusions and avoid presenting a modelled residual as direct observation.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-60-b003", "type": "PARAGRAPH", "text": "feasibility and causal, assumptions, explanation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. A raw school mean combines prior opportunity, intake, mobility, attendance and current teaching. Adjusted measures can answer bounded questions but depend on variables and assumptions. They should not replace the unadjusted learner outcome or become a definitive quality rank. Adjustment for a condition influenced by the school can also remove part of the very effect under review. The purpose and causal assumptions need explanation.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-60-b004", "type": "PARAGRAPH", "text": "uncertainty and boundary, creates, disparity in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. A small district with a severe gap may need urgent support even though it contributes little to national variance. A populous area with a modest gap may represent many learners. Policy priority should consider educational severity, population, rights and feasibility rather than statistical contribution alone. Maps and rankings, where used elsewhere, should not expose small communities or imply a boundary creates the disparity.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-60-b005", "type": "PARAGRAPH", "text": "remedy and action, learning, evidence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. Between-region evidence may lead to allocation review; between-school evidence may lead to staffing, admissions or support enquiry; within-school evidence may lead to classroom, language or accessibility review. Each hypothesis requires additional evidence. The decomposition locates questions; it does not authorise blame. Follow-up should state the condition examined, action taken and later learning evidence.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-61", "partId": "part-iceqc-r-2024-03-xviii", "parentId": null, "number": "61", "title": "Bounded conclusions between education systems", "anchor": "61-bounded-conclusions-between-education-systems", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-61-b001", "type": "PARAGRAPH", "text": "comparability and separately, without, common in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. It becomes misleading when harmonised labels conceal different programme structures, ages, curricula, languages, participation or assessment conditions. Metadata review should precede numerical comparison. Where a material difference cannot be reconciled, the systems may still be described separately without a common rank.", "citationIds": [ "REF-02", "REF-03", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-61-b002", "type": "PARAGRAPH", "text": "continuity and result, nationality, explanation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. Within-system distributions can overlap substantially even where means differ. Group composition and population coverage matter. An apparent national advantage may not extend to poor, rural, minority-language or disabled learners. Reports should place distributional evidence beside the system result and avoid using nationality as an explanation.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-61-b003", "type": "PARAGRAPH", "text": "equity and population, changed, materially in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. Changes in curriculum, assessment mode, participation, sampling frame or system boundaries can create discontinuity. A linked scale can support trend if common items or other methods preserve meaning and security, but linkage error should accompany the estimate. A later higher score should not automatically be described as system improvement where the represented population changed materially.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-61-b004", "type": "PARAGRAPH", "text": "authority and substitutes, imitation, analysis in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. A practice associated with high performance elsewhere may depend upon teacher preparation, finance, curriculum coherence or social conditions absent in the receiving system. The comparison can identify an option, not guarantee its effect. Pilots should state the mechanism and review evidence. Adoption based solely on rank proximity or reputation substitutes imitation for analysis.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-61-b005", "type": "PARAGRAPH", "text": "distribution and complacency, unsupported, prescription in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. Recorded fact describes the observed results under stated methods. Interpretation identifies patterns and limitations. Policy consideration proposes further enquiry or action under national authority. Causal judgement requires additional design. This separation permits strong public concern about a learning disparity without false certainty about its source and protects education systems from both complacency and unsupported prescription.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-62", "partId": "part-iceqc-r-2024-03-xviii", "parentId": null, "number": "62", "title": "Uncertainty, materiality and the duty to respond", "anchor": "62-uncertainty-materiality-and-the-duty-to-respond", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-62-b001", "type": "PARAGRAPH", "text": "coverage and direction, urgent, protection in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. Sampling error, non-response, scale linkage, classification and model choice each affect the range of defensible conclusions. They should be described separately because they support different remedies. A larger sample may reduce sampling error; it does not correct systematic exclusion or an invalid construct. More decimal places cannot repair weak coverage. The public report should identify which uncertainty could alter the decision and which does not affect the direction of urgent protection.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2024-03-62-b002", "type": "PARAGRAPH", "text": "feasibility and classification, schools, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. A small estimated difference may be precise but have limited practical consequence, while an uncertain large gap affecting a protected minimum may require immediate enquiry. Materiality should consider the knowledge or capability involved, the number of learners, distribution, duration and consequences for later progression. The threshold for action also depends upon reversibility. Additional diagnostic support can be introduced and reviewed more readily than a high-stakes classification of schools or learners.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-62-b003", "type": "PARAGRAPH", "text": "uncertainty and population, resources, review in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. Where participation is selective, improve coverage and examine barriers. Where opportunity to learn differs, address time, teachers, curriculum, language, accessibility or materials. Where scale comparability is weak, improve the assessment before publishing ranks. Where a group disparity persists under several definitions, investigate institutional mechanisms without attributing cause to identity. Every response should name the competent body, intended population, resources and review date.", "citationIds": [] }, { "id": "sec-iceqc-r-2024-03-62-b004", "type": "PARAGRAPH", "text": "remedy and figure, becomes, favourable in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. Reports should preserve the original estimate, method and limitation, then state why revision occurred. Silent replacement makes apparent improvement impossible to distinguish from correction. A national evidence system demonstrates strength when it can acknowledge uncertainty, improve measurement and amend policy. The final test is whether learners receive better educational opportunity and whether remaining disparities continue to be visible rather than whether one annual figure becomes more favourable.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2024-03-63", "partId": "part-iceqc-r-2024-03-xix", "parentId": null, "number": "63", "title": "Defining a persistent learning gap", "anchor": "63-defining-a-persistent-learning-gap", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-63-b001", "type": "PARAGRAPH", "text": "continuity and estimated, remains, unknown in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2024-03-63-b002", "type": "PARAGRAPH", "text": "equity and instead, changing, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-63-b003", "type": "PARAGRAPH", "text": "authority and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-63-b004", "type": "PARAGRAPH", "text": "distribution and expected, learner, consequence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-63-b005", "type": "PARAGRAPH", "text": "timing and precision, disappearance, review in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Gender, household resources, disability, language, residence and prior opportunity may intersect. A plan can improve its average by reaching learners closest to a threshold while leaving those farthest behind. Targets should therefore include the least-served position and protection against exclusion. Small groups require confidentiality and careful precision, not disappearance from review.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-63-b006", "type": "PARAGRAPH", "text": "coverage and leaving, correction, classroom in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Teachers need subject knowledge, worked examples, diagnostic interpretation and protected time to collaborate. Moderation should examine evidence and reasoning rather than force identical decisions for unlike cases. Staff workload and turnover should be monitored. A plan relying on a few exceptional individuals is not institutionally secure. Leadership should route obstacles to bodies able to change staffing, finance, curriculum or assessment rather than leaving every correction to the classroom.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-63-b007", "type": "PARAGRAPH", "text": "feasibility and functioning, correction, project in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. It should report limitations, adverse effects and unresolved learners. A favourable later result may reflect population or assessment change and should be tested against the baseline metadata. Where the intervention is ineffective, adaptation or cessation is responsible improvement. Where benefit depends on temporary support, institutionalisation requires recurrent finance and ordinary ownership. Completion is demonstrated by stronger learning opportunity and a functioning correction route, not by the end of a project.", "citationIds": [ "REF-01", "REF-02" ] } ] }, { "id": "sec-iceqc-r-2024-03-64", "partId": "part-iceqc-r-2024-03-xix", "parentId": null, "number": "64", "title": "From diagnosis to an intervention hypothesis", "anchor": "64-from-diagnosis-to-an-intervention-hypothesis", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-64-b001", "type": "PARAGRAPH", "text": "remedy and estimated, remains, unknown in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-64-b002", "type": "PARAGRAPH", "text": "capacity and instead, changing, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-64-b003", "type": "PARAGRAPH", "text": "comparability and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-64-b004", "type": "PARAGRAPH", "text": "continuity and expected, learner, consequence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2024-03-65", "partId": "part-iceqc-r-2024-03-xix", "parentId": null, "number": "65", "title": "Designing the targeted plan", "anchor": "65-designing-the-targeted-plan", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-65-b001", "type": "PARAGRAPH", "text": "authority and estimated, remains, unknown in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-65-b002", "type": "PARAGRAPH", "text": "distribution and instead, changing, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-65-b003", "type": "PARAGRAPH", "text": "timing and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-65-b004", "type": "PARAGRAPH", "text": "coverage and expected, learner, consequence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-66", "partId": "part-iceqc-r-2024-03-xix", "parentId": null, "number": "66", "title": "Resourcing equitable implementation", "anchor": "66-resourcing-equitable-implementation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-66-b001", "type": "PARAGRAPH", "text": "uncertainty and estimated, remains, unknown in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-66-b002", "type": "PARAGRAPH", "text": "remedy and instead, changing, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-66-b003", "type": "PARAGRAPH", "text": "capacity and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-66-b004", "type": "PARAGRAPH", "text": "comparability and expected, learner, consequence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.", "citationIds": [ "REF-01", "REF-02" ] } ] }, { "id": "sec-iceqc-r-2024-03-67", "partId": "part-iceqc-r-2024-03-xix", "parentId": null, "number": "67", "title": "Monitoring reach, quality and learning response", "anchor": "67-monitoring-reach-quality-and-learning-response", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-67-b001", "type": "PARAGRAPH", "text": "equity and estimated, remains, unknown in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-67-b002", "type": "PARAGRAPH", "text": "authority and instead, changing, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-67-b003", "type": "PARAGRAPH", "text": "distribution and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2024-03-67-b004", "type": "PARAGRAPH", "text": "timing and expected, learner, consequence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.", "citationIds": [ "REF-03", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2024-03-68", "partId": "part-iceqc-r-2024-03-xix", "parentId": null, "number": "68", "title": "Adaptation, institutionalisation and exit", "anchor": "68-adaptation-institutionalisation-and-exit", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-68-b001", "type": "PARAGRAPH", "text": "feasibility and estimated, remains, unknown in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-68-b002", "type": "PARAGRAPH", "text": "uncertainty and instead, changing, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2024-03-68-b003", "type": "PARAGRAPH", "text": "remedy and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2024-03-68-b004", "type": "PARAGRAPH", "text": "capacity and expected, learner, consequence in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2024-03-69", "partId": "part-iceqc-r-2024-03-xx", "parentId": null, "number": "69", "title": "Fixing the contemporaneous institutional baseline", "anchor": "69-fixing-the-contemporaneous-institutional-baseline", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-69-b001", "type": "PARAGRAPH", "text": "Institutional planning should begin from the position established by 23 June 2024. The Incheon Declaration expressed the education community's commitment to inclusive and equitable quality education and lifelong learning; Addis established a wider financing framework; the General Assembly adopted the 2030 Agenda; and the Education 2030 Framework for Action supplied an implementation reference available by the cut-off. These texts provide direction without proving that national or institutional delivery has occurred.", "citationIds": [ "REF-25", "REF-26", "REF-27", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-69-b002", "type": "PARAGRAPH", "text": "authority and rather, filled, anticipation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. Adoption establishes an agreed direction and permits governments to begin alignment. It does not prove that national law, plans, budgets, information or delivery arrangements already satisfy the commitment. Each country should identify which obligations and targets can be acted upon under existing authority, which require legislative or administrative change, and which depend on clarification through later competent decisions. Unsettled detail should be recorded as such rather than filled by anticipation.", "citationIds": [ "REF-07", "REF-12", "REF-27" ] }, { "id": "sec-iceqc-r-2024-03-69-b003", "type": "PARAGRAPH", "text": "distribution and different, educational, substance in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. The new agenda does not erase the right to education, the unfinished Education for All undertaking, programme structures or established statistical series. National authorities should map the newly adopted targets against those instruments and against the education stages, populations and institutions already in law and plans. This avoids two risks: abandoning useful evidence because terminology changed, and claiming continuity where a new target has broader scope or different educational substance.", "citationIds": [ "REF-08", "REF-09", "REF-25" ] }, { "id": "sec-iceqc-r-2024-03-69-b004", "type": "PARAGRAPH", "text": "timing and openly, competent, bodies in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. For each relevant proposition, it should record the adopting body, date, legal or policy status, national authority, present implementing instrument and unresolved question. This is not an administrative inventory for its own sake. It prevents a proposed measure from being represented as an obligation, a declaration from being treated as proof of delivery, and a later decision from being projected backwards. The register should be revised openly as competent bodies act.", "citationIds": [ "REF-17", "REF-19", "REF-27" ] }, { "id": "sec-iceqc-r-2024-03-69-b005", "type": "PARAGRAPH", "text": "coverage and reliable, implementation, judged in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. Governments can state that the 2030 Agenda has been adopted and that national alignment is commencing. They should not state that every indicator, national milestone or implementation mechanism has already been internationally settled. A precise account strengthens credibility because it makes clear which choices belong to national democratic and administrative processes and which follow directly from adopted commitments. It also establishes a reliable point from which later implementation can be judged.", "citationIds": [ "REF-25", "REF-26", "REF-27" ] } ] }, { "id": "sec-iceqc-r-2024-03-70", "partId": "part-iceqc-r-2024-03-xx", "parentId": null, "number": "70", "title": "Selecting priorities without narrowing the commitment", "anchor": "70-selecting-priorities-without-narrowing-the-commitment", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-70-b001", "type": "PARAGRAPH", "text": "uncertainty and elements, ceased, matter in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. A national plan cannot improve every condition simultaneously, yet it should retain a complete map of early childhood, primary and secondary education, technical and vocational learning, tertiary participation, adult learning, relevant skills, equality, literacy, learning environments, scholarships and teachers as they appear in the adopted targets. A first improvement priority should be chosen because evidence shows a serious and remediable break, not because other elements have ceased to matter.", "citationIds": [ "REF-25", "REF-27" ] }, { "id": "sec-iceqc-r-2024-03-70-b002", "type": "PARAGRAPH", "text": "remedy and beside, evidence, limitations in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. The entitlement test asks which population and educational condition are at stake. The consequence test asks the scale and severity of the denial. The actionability test asks whether a competent authority has a plausible means of change. The equity test asks whether the measure will reach learners farthest from the secured opportunity. A priority that scores highly on visibility but weakly on consequence or equity should be reconsidered. The reasons for selection should be published beside the evidence and known limitations.", "citationIds": [ "REF-01", "REF-03", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-70-b003", "type": "PARAGRAPH", "text": "capacity and supports, proportionate, protection in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. A moderate national gap may conceal acute failure in one district or population; a large aggregate shortfall may require broad system expansion alongside targeted support. Analysis should retain the national level, absolute number affected, subnational and group distributions and the minimum educational floor. It should also distinguish poor data from satisfactory conditions. Where the least-served population is weakly observed, strengthening coverage can itself become an immediate priority while urgent service evidence supports proportionate protection.", "citationIds": [ "REF-02", "REF-06", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-70-b004", "type": "PARAGRAPH", "text": "comparability and learner, facing, condition in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. An assessment reform cannot improve learning without curriculum alignment, teacher capability and participation. Expansion of secondary places may depend on primary completion, trained staff and facilities. Adult learning may require flexible provision, recognition and learner support. The plan should make these dependencies visible and decide which must precede or accompany the selected measure. Otherwise a high-level commitment can be converted into an isolated activity unable to change the learner-facing condition.", "citationIds": [ "REF-03", "REF-16", "REF-18" ] }, { "id": "sec-iceqc-r-2024-03-70-b005", "type": "PARAGRAPH", "text": "continuity and outside, formal, schooling in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. New evidence may show that the diagnosed mechanism was wrong, that another population is more severely affected or that implementation capacity is insufficient. Revision is not a retreat from ambition when reasons and consequences are published. It is a condition of responsible improvement. The complete commitment map should remain in view so that repeated concentration on one readily measured target does not produce silent neglect of lifelong learning, equality, educational quality or populations outside formal schooling.", "citationIds": [ "REF-08", "REF-25", "REF-27" ] } ] }, { "id": "sec-iceqc-r-2024-03-71", "partId": "part-iceqc-r-2024-03-xx", "parentId": null, "number": "71", "title": "From global target to national improvement proposition", "anchor": "71-from-global-target-to-national-improvement-proposition", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-71-b001", "type": "PARAGRAPH", "text": "authority and should, mistaken, completion in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. It should name the population, present educational condition, institutional mechanism, responsible body, resources, time and evidence of success. For example, a commitment to equitable quality education is too broad to guide one implementation decision; a proposition to improve regular attendance for a defined remote population through transport, staffing and calendar changes can be examined and corrected. The narrower proposition remains connected to the universal commitment and should not be mistaken for its completion.", "citationIds": [ "REF-07", "REF-12", "REF-27" ] }, { "id": "sec-iceqc-r-2024-03-71-b002", "type": "PARAGRAPH", "text": "distribution and evidence, prevalence, claimed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. A low completion rate may reflect late entry, repetition, household cost, distance, school safety, language, disability exclusion, teacher shortage or unreliable records. These mechanisms require different responses. A government should compare administrative, household, assessment and local service evidence and state where inference remains uncertain. Consultation with teachers, learners and communities can identify mechanisms, but it should not replace representative population evidence when prevalence is claimed.", "citationIds": [ "REF-01", "REF-03", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-71-b003", "type": "PARAGRAPH", "text": "timing and tested, during, implementation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. Additional materials will not improve learning if teachers lack time or knowledge to use them; professional guidance will not improve attendance where transport is decisive; a new indicator will not correct exclusion without authority and resources. The plan should identify necessary dependencies and foreseeable adverse effects. It should specify which part of the hypothesis is established by evidence and which remains to be tested during implementation.", "citationIds": [ "REF-06", "REF-12", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-71-b004", "type": "PARAGRAPH", "text": "coverage and difference, existing, series in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. Targets may need national definitions for programme levels, age groups, language and institutional responsibility. Adaptation is legitimate where it makes the commitment operational and comparable over time. It is not legitimate where it narrows the entitled population, lowers expectations for disadvantaged groups or converts learning into attendance alone. The public record should show the relationship between the global target, national definition and selected measure, including any material difference from an existing series.", "citationIds": [ "REF-02", "REF-10", "REF-25" ] }, { "id": "sec-iceqc-r-2024-03-71-b005", "type": "PARAGRAPH", "text": "feasibility and measurement, weakness, insufficient in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. Authorities should state what evidence would justify continuation, expansion, adaptation or cessation and when that decision will occur. A pilot that continues because it attracts support rather than because it changes the intended condition is not an improvement method. Conversely, an intervention should not be abandoned merely because early outcomes are uncertain where delivery has not reached intended intensity. Review must distinguish theory failure, implementation failure, measurement weakness and insufficient time.", "citationIds": [ "REF-08", "REF-11", "REF-23" ] } ] }, { "id": "sec-iceqc-r-2024-03-72", "partId": "part-iceqc-r-2024-03-xx", "parentId": null, "number": "72", "title": "Aligning authority, finance and professional capability", "anchor": "72-aligning-authority-finance-and-professional-capability", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-72-b001", "type": "PARAGRAPH", "text": "remedy and facing, condition, changes in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. National policy may set the priority, but regional administrations, municipalities, schools, training institutions or other bodies may control staffing, facilities and learner support. The plan should allocate each function to the body able to perform it and identify escalation where local authority is insufficient. Coordination should not allow responsibility to become diffuse. One public owner should remain answerable for whether the learner-facing condition changes.", "citationIds": [ "REF-12", "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-72-b002", "type": "PARAGRAPH", "text": "capacity and continuity, temporary, support in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. Staff preparation, salaries, accessible materials, transport, maintenance, guidance, assessment, evidence and review may all be necessary. The Addis Ababa Action Agenda places national action within a broader financing context, but an international commitment does not supply a national cost estimate. Authorities should identify recurrent and capital requirements, the source and timing of funds, distribution rules and the conditions for continuity after temporary support.", "citationIds": [ "REF-15", "REF-26" ] }, { "id": "sec-iceqc-r-2024-03-72-b003", "type": "PARAGRAPH", "text": "comparability and should, represented, accessibility in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. Equal per-learner funding can reproduce inequality where remoteness, disability, language, insecurity or weak infrastructure makes adequate provision more expensive. Formulae should state which need factors are recognised and should be checked against actual receipt. Announced expenditure is not proof of delivery: review should trace authorization, transfer, institutional use and learner consequence. Where households continue to bear material cost, formal fee policy should not be represented as full accessibility.", "citationIds": [ "REF-06", "REF-10", "REF-13" ] }, { "id": "sec-iceqc-r-2024-03-72-b004", "type": "PARAGRAPH", "text": "continuity and between, strong, institutions in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. A new curriculum, assessment or inclusion expectation needs more than notification. Professional learning should provide subject substance, practical examples, time for collaboration and a route to support. Staffing and turnover should be examined in the locations expected to implement first. A plan dependent on exceptional individuals or uncompensated workload is not institutionally secure and can deepen disparity between strong and weak institutions.", "citationIds": [ "REF-01", "REF-18" ] }, { "id": "sec-iceqc-r-2024-03-72-b005", "type": "PARAGRAPH", "text": "equity and visibility, supporting, activity in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. External support may finance initial expansion, evidence, technical work or regional learning, but roles, conditions and exit should be clear. Parallel activities and reporting arrangements can fragment public authority. Assistance should align with a national improvement proposition, use compatible records and establish how essential functions will enter recurrent provision. Its success should be judged by national capability and equitable learner opportunity, not the duration or visibility of the supporting activity.", "citationIds": [ "REF-22", "REF-26", "REF-27" ] } ] }, { "id": "sec-iceqc-r-2024-03-73", "partId": "part-iceqc-r-2024-03-xx", "parentId": null, "number": "73", "title": "Monitoring delivery, reach and educational consequence", "anchor": "73-monitoring-delivery-reach-and-educational-consequence", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-73-b001", "type": "PARAGRAPH", "text": "distribution and improvement, learning, progression in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. Inputs show whether resources and staff were available; delivery evidence shows whether the measure operated; reach shows which eligible learners participated and with what intensity; educational evidence shows whether the intended condition changed. These stages should not be collapsed. A budget can be executed without materials arriving, a programme can operate without reaching disadvantaged learners, and participation can rise without improvement in learning or progression.", "citationIds": [ "REF-03", "REF-06", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-73-b002", "type": "PARAGRAPH", "text": "timing and concepts, differ, materially in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. Where a new target requires a new measure, authorities should preserve the preceding series and identify any break. Apparent improvement caused by revised population estimates, wider institutional reporting or changed assessment participation should be separated from educational change. Comparable trends are valuable, but continuity should not be asserted where concepts differ materially.", "citationIds": [ "REF-02", "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-73-b003", "type": "PARAGRAPH", "text": "coverage and responsibility, should, disappear in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. A plan can improve its average by reaching learners already closest to the desired condition. It should therefore report the least-served position and protect against exclusion or deterioration. Disaggregation must remain lawful, meaningful and safe. Small numbers may require controlled access or combined reporting, but the affected population and public responsibility should not disappear.", "citationIds": [ "REF-01", "REF-10", "REF-13" ] }, { "id": "sec-iceqc-r-2024-03-73-b004", "type": "PARAGRAPH", "text": "feasibility and rather, selective, reporting in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. Assessment results should identify the domain, eligible population, participation and exclusions. A favourable mean among tested learners cannot represent those outside school or absent from assessment. Classroom observation, work samples and learner accounts can illuminate mechanism without establishing national prevalence. Agreement across sources strengthens a conclusion only after definitions and dates align; disagreement should guide investigation rather than selective reporting.", "citationIds": [ "REF-03", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-73-b005", "type": "PARAGRAPH", "text": "uncertainty and populations, remain, underserved in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. A concise account should state what was implemented, who received it, what changed, what remains uncertain, which adverse effects occurred and whether the measure will continue, adapt, expand or cease. The next review date and responsible authority should be visible. This makes monitoring a means of correction rather than an obligation to produce favourable figures. The adopted agenda gains national credibility when evidence can alter action and expose populations who remain underserved.", "citationIds": [ "REF-08", "REF-25", "REF-27" ] } ] }, { "id": "sec-iceqc-r-2024-03-74", "partId": "part-iceqc-r-2024-03-xx", "parentId": null, "number": "74", "title": "First national decisions after adoption", "anchor": "74-first-national-decisions-after-adoption", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-74-b001", "type": "PARAGRAPH", "text": "capacity and adoption, national, action in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. Governments can designate a competent coordinating authority, preserve existing sector responsibilities, assemble a dated commitment register and commission a baseline review. The review should map every adopted education target against national law, plans, budgets and evidence. It should identify urgent gaps and unsettled definitions separately. This creates a disciplined bridge between global adoption and national action.", "citationIds": [ "REF-25", "REF-27" ] }, { "id": "sec-iceqc-r-2024-03-74-b002", "type": "PARAGRAPH", "text": "comparability and produce, favourable, results in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. It should name the population and condition, state why it takes precedence, and preserve the wider commitment map. Where credible evidence reveals severe exclusion or harm, protective action need not await a perfect estimate. Longer-term allocation, however, should be reviewed as coverage improves. The plan should guard against choosing only learners and institutions most likely to produce rapid favourable results.", "citationIds": [ "REF-01", "REF-06", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-74-b003", "type": "PARAGRAPH", "text": "continuity and substance, transfer, households in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. Temporary finance may permit testing, but teachers, learner support, accessible facilities, maintenance and evidence cannot be sustained by an announcement. The national authority should state the source, timing and distribution of finance and how external cooperation relates to ordinary provision. A financing gap should be described rather than hidden through reduced educational substance or transfer of cost to poor households.", "citationIds": [ "REF-15", "REF-26" ] }, { "id": "sec-iceqc-r-2024-03-74-b004", "type": "PARAGRAPH", "text": "equity and accountable, planning, reason in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. It can state that the principal education, financing and implementation texts named in this report were available by the cut-off. It should also state that later indicator settlements, technical revisions and results are outside the record. This protects the difference between an adopted commitment, a national policy choice, an institutional plan and later statistical clarification. Accurate status is a condition of accountable planning, not a reason for delay.", "citationIds": [ "REF-25", "REF-26", "REF-27", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-74-b005", "type": "PARAGRAPH", "text": "authority and period, evidence, result in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. It should examine authority, delivery, reach, professional capability, finance, learner experience and early educational consequence. It should record adverse findings and adapt the measure where the hypothesis or delivery proves weak. The transition from global commitment to national improvement is complete only when ordinary institutions can sustain the changed condition and correct foreseeable departures; the end of a project or reporting period is not evidence of that result.", "citationIds": [ "REF-08", "REF-12", "REF-23" ] } ] }, { "id": "sec-iceqc-r-2024-03-75", "partId": "part-iceqc-r-2024-03-xxi", "parentId": null, "number": "75", "title": "Institutional mandate and scope", "anchor": "75-institutional-mandate-and-scope", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-75-b001", "type": "PARAGRAPH", "text": "coverage and requiring, action, another in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. A school, training provider, university, local administration or other body does not implement the whole global agenda alone. It contributes within its mandate, while national authorities retain responsibilities for law, finance, curriculum, workforce and equitable system provision. The plan should therefore map each selected Education 2030 priority to the institutional function that can materially influence it and identify dependencies requiring action at another level.", "citationIds": [ "REF-12", "REF-25", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-75-b002", "type": "PARAGRAPH", "text": "feasibility and resources, evidence, assigned in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. An institution may seek more regular participation, stronger foundational learning, safer and more accessible facilities, better transition, improved teacher support or a more equitable adult-learning offer. The statement should name the eligible population, current condition, intended change and period. A global target supplies direction, but the institutional proposition must be narrow enough for authority, resources and evidence to be assigned.", "citationIds": [ "REF-07", "REF-27", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-75-b003", "type": "PARAGRAPH", "text": "uncertainty and protected, during, implementation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. A plan concerned with learning cannot ignore assessment participation or opportunity to learn; a plan concerned with enrolment cannot treat registration as regular attendance; a plan concerned with completion should examine the educational substance and recognised value of the programme. Selecting one priority does not authorize deterioration in another essential condition. Safeguards should state which minimums must be protected during implementation.", "citationIds": [ "REF-01", "REF-03", "REF-09" ] }, { "id": "sec-iceqc-r-2024-03-75-b004", "type": "PARAGRAPH", "text": "remedy and consequence, competent, approving in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. Rights, national requirements and adopted policy establish conditions that the institution must respect. The choice of timetable, professional-learning arrangement, local partnership or diagnostic method may permit adaptation. This distinction allows institutions to respond to context without treating national variation or resource constraint as authority to lower the substantive entitlement of disadvantaged learners. Any requested exception should identify the legal basis, expected consequence and competent approving body.", "citationIds": [ "REF-08", "REF-10", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-75-b005", "type": "PARAGRAPH", "text": "capacity and quietly, narrow, objective in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. Participation can reveal barriers and test whether proposed measures are workable; it should not transfer public responsibility to those affected by weak provision. The decision record should show how evidence and consultation altered the priority. Where the institution lacks authority over a material dependency, the plan should route the issue to the responsible authority and retain it as an unresolved risk rather than quietly narrow the objective.", "citationIds": [ "REF-17", "REF-19", "REF-25" ] } ] }, { "id": "sec-iceqc-r-2024-03-76", "partId": "part-iceqc-r-2024-03-xxi", "parentId": null, "number": "76", "title": "Diagnostic review and priority selection", "anchor": "76-diagnostic-review-and-priority-selection", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-76-b001", "type": "PARAGRAPH", "text": "continuity and bounded, aspects, learning in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. Entry, attendance, progression, completion, learning and transition should be mapped together with staffing, instructional time, facilities, accessibility and learner support. The purpose is to locate the first material break rather than compile every available statistic. Administrative records describe registered learners and delivery; household or community evidence may reveal people outside the institution; assessment and work samples describe bounded aspects of learning.", "citationIds": [ "REF-02", "REF-03", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-76-b002", "type": "PARAGRAPH", "text": "equity and represented, prevalence, estimate in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. A stable institutional mean can conceal deterioration among one programme or learner group. Sex, household constraint, disability, language, residence, displacement and prior opportunity may be relevant, subject to lawful collection and protection. Small groups require caution about precision and disclosure, but the service barrier should remain visible. Where population estimates are weak, qualitative and case evidence may justify immediate correction without being represented as a prevalence estimate.", "citationIds": [ "REF-06", "REF-10", "REF-13" ] }, { "id": "sec-iceqc-r-2024-03-76-b003", "type": "PARAGRAPH", "text": "authority and action, outside, authority in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. Low attendance may be associated with transport, cost, safety, calendar, health, discrimination or inaccessible instruction. Weak learning may reflect interrupted participation, limited curriculum exposure, teacher absence, language, assessment design or inadequate support. A descriptive difference cannot rank these explanations. The institution should gather the smallest additional evidence needed for a practical decision and should identify explanations requiring action outside its authority.", "citationIds": [ "REF-01", "REF-05", "REF-12" ] }, { "id": "sec-iceqc-r-2024-03-76-b004", "type": "PARAGRAPH", "text": "distribution and sufficient, selection, criterion in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. A condition affecting fewer learners may warrant immediate action if the consequence is severe or violates a minimum entitlement. Conversely, a large but weakly measured difference may first require stronger evidence. The plan should explain why the selected priority takes precedence, which learners are expected to benefit and how the rest of the institutional responsibility remains monitored. Ease of measurement alone is not a sufficient selection criterion.", "citationIds": [ "REF-07", "REF-16", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-76-b005", "type": "PARAGRAPH", "text": "timing and before, judging, change in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. Population, definitions, source completeness, date, uncertainty and any exclusions should travel with the starting value. Where the institution changes its record system or assessment during implementation, overlap evidence should be retained and breaks marked. A baseline reconstructed after results are known is vulnerable to selective interpretation. The plan should approve the baseline and revision rule before judging change.", "citationIds": [ "REF-03", "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2024-03-77", "partId": "part-iceqc-r-2024-03-xxi", "parentId": null, "number": "77", "title": "Improvement proposition and implementation design", "anchor": "77-improvement-proposition-and-implementation-design", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-77-b001", "type": "PARAGRAPH", "text": "feasibility and expected, learner, opportunity in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. It should connect an action to an institutional mechanism: additional instructional support to a documented curriculum gap; revised attendance arrangements to a known timing or transport barrier; accessible materials and assessment to exclusion of learners with disabilities; professional support to weak subject teaching. Activities should not be listed without the reason they are expected to alter learner opportunity.", "citationIds": [ "REF-10", "REF-12", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-77-b002", "type": "PARAGRAPH", "text": "uncertainty and should, precede, implementation in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. Teacher guidance may require curriculum clarification, planning time, examples and leadership support. New materials require procurement, accessible formats, distribution and maintenance. Learner support may require eligibility rules, communication and protection of personal information. A plan should identify the latest point at which a missing dependency can be corrected without compromising delivery. Where a dependency lies with another authority, agreement and escalation should precede large-scale implementation.", "citationIds": [ "REF-17", "REF-18", "REF-25" ] }, { "id": "sec-iceqc-r-2024-03-77-b003", "type": "PARAGRAPH", "text": "remedy and displace, teaching, service in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. An institution should know which learners or staff receive the measure, how frequently, for how long and with what expected standard. Without intensity, non-response cannot be distinguished from weak delivery. Attendance at one professional meeting, receipt of materials or registration in support does not prove sustained use. Monitoring should capture actual exposure and reasons for incomplete delivery while avoiding burdens so heavy that they displace teaching or service.", "citationIds": [ "REF-03", "REF-06", "REF-16" ] }, { "id": "sec-iceqc-r-2024-03-77-b004", "type": "PARAGRAPH", "text": "capacity and content, weaker, unrecognised in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. An apparently equal offer may be unusable because of cost, time, language, disability, safety or location. The plan should test which learners can take up the measure and provide the additional condition required for substantive access. Local adaptation is desirable where it removes a barrier while protecting the common educational objective. It becomes inequitable where learners facing disadvantage receive reduced content, weaker staff or an unrecognised route.", "citationIds": [ "REF-08", "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2024-03-77-b005", "type": "PARAGRAPH", "text": "comparability and essential, condition, deteriorates in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. Additional assessment can narrow curriculum or increase exclusion; targeted grouping can stigmatise learners; extended time can increase household costs; intensive support for one cohort can divert staff from another. The plan should identify indicators or qualitative evidence that would reveal these effects and the authority able to intervene. Improvement is not established by movement of the selected measure if another essential condition deteriorates.", "citationIds": [ "REF-01", "REF-11", "REF-23" ] } ] }, { "id": "sec-iceqc-r-2024-03-78", "partId": "part-iceqc-r-2024-03-xxi", "parentId": null, "number": "78", "title": "Resources and professional capability", "anchor": "78-resources-and-professional-capability", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-78-b001", "type": "PARAGRAPH", "text": "equity and remain, visible, statement in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Capital expenditure or a temporary grant may be necessary but cannot establish sustained capability by itself. The institution should identify which costs fall within its budget, which require higher-level allocation and which are presently unfunded. An unfunded dependency should remain visible in the risk statement.", "citationIds": [ "REF-15", "REF-26", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-78-b002", "type": "PARAGRAPH", "text": "authority and capability, affected, learners in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Programmes serving learners with greater need may require more staff time, specialist support, transport or accessible materials. Equal departmental or per-learner amounts can reproduce unequal opportunity. Allocation reasons should be documented and reviewed against actual receipt and use. Additional finance should be justified by the common educational condition it protects, not by a permanent assumption of lower capability among the affected learners.", "citationIds": [ "REF-06", "REF-10", "REF-13" ] }, { "id": "sec-iceqc-r-2024-03-78-b003", "type": "PARAGRAPH", "text": "distribution and turnover, access, assistance in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Teachers, trainers and institutional leaders need subject knowledge, diagnostic skill, practical examples and time to collaborate. Where the plan alters curriculum, assessment or inclusion arrangements, staff should have supported opportunities to understand the educational reasoning. One briefing does not establish readiness for sustained change. The plan should monitor participation, usable learning, workload, turnover and access to later assistance.", "citationIds": [ "REF-01", "REF-18", "REF-25" ] }, { "id": "sec-iceqc-r-2024-03-78-b004", "type": "PARAGRAPH", "text": "timing and within, responsible, respond in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Staff should not be held responsible for changing transport, staffing establishment, qualification rules or infrastructure beyond their authority. Conversely, higher-level constraints should not prevent local correction that is lawful and feasible. The plan should identify decision thresholds, escalation routes and the time within which the responsible body will respond.", "citationIds": [ "REF-12", "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2024-03-78-b005", "type": "PARAGRAPH", "text": "coverage and correction, exceptional, support in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Universities, civil society, employers or international bodies may contribute knowledge, facilities or finance, but programme status, data protection and continuity should be clear. Parallel arrangements can create fragmented standards or reporting burdens. Agreements should state the educational purpose, authority, resource duration, records, safeguards and handover. The measure of partnership is whether the institution can sustain equitable quality and correction after exceptional support ends.", "citationIds": [ "REF-22", "REF-26", "REF-28" ] } ] }, { "id": "sec-iceqc-r-2024-03-79", "partId": "part-iceqc-r-2024-03-xxi", "parentId": null, "number": "79", "title": "Evidence, adaptation and institutionalisation", "anchor": "79-evidence-adaptation-and-institutionalisation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2024-03-79-b001", "type": "PARAGRAPH", "text": "uncertainty and content, period, observed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Approval of the plan establishes authority; expenditure demonstrates a resource transaction; implementation records show activity; learner evidence shows participation or change. None automatically proves the next. The review schedule should collect evidence proportionate to each claim and identify the population represented. A favourable result should not be broadened beyond the learners, content and period observed.", "citationIds": [ "REF-03", "REF-16", "REF-24" ] }, { "id": "sec-iceqc-r-2024-03-79-b002", "type": "PARAGRAPH", "text": "remedy and alongside, aggregate, objective in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Non-participation can reveal communication, cost, timing, safety or accessibility barriers. The review should disaggregate where lawful and precise and should retain absolute numbers. An improved average does not establish that learners farthest from the baseline benefited. The plan should define a minimum floor or least-served test alongside its aggregate objective.", "citationIds": [ "REF-01", "REF-06", "REF-13" ] }, { "id": "sec-iceqc-r-2024-03-79-b003", "type": "PARAGRAPH", "text": "capacity and selection, favourable, source in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Assessment can show a bounded learning domain; attendance and completion records show participation; observation and work samples can explain teaching and learner activity; interviews can identify experience and mechanism. Agreement strengthens the conclusion only after dates and definitions align. Contradiction should initiate enquiry into coverage, implementation or measurement rather than selection of the most favourable source.", "citationIds": [ "REF-02", "REF-12", "REF-23" ] }, { "id": "sec-iceqc-r-2024-03-79-b004", "type": "PARAGRAPH", "text": "comparability and alternative, provision, addressed in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Weak outcomes may reflect an incorrect hypothesis, incomplete delivery, insufficient intensity, adverse conditions, measurement weakness or inadequate time. These explanations call for different action. The review should record which is supported, what changes and how the baseline or comparison remains interpretable. Ending an ineffective measure is responsible improvement when learner safeguards and alternative provision are addressed.", "citationIds": [ "REF-08", "REF-11", "REF-28" ] }, { "id": "sec-iceqc-r-2024-03-79-b005", "type": "PARAGRAPH", "text": "continuity and foreseeable, departure, period in Using Leadership Evidence without Attributing System Outcomes to Individuals Alone require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Continued activity after a pilot is not sufficient if it depends on exceptional staff or external funds. The final decision should state which function enters ordinary provision, which limitation remains, who owns it and when evidence will next be examined. Completion means that the institution can sustain the improved learner-facing condition and correct foreseeable departure, not that the plan period has ended.", "citationIds": [ "REF-17", "REF-25", "REF-26" ] } ] } ], "technicalAppendices": [], "notes": [], "references": [ { "id": "REF-01", "authoringBody": "Education for All Global Monitoring Report Team", "title": "Reaching the Marginalized — EFA Global Monitoring Report 2010", "year": 2010, "publicationDate": "2010-01-19", "sourceType": "GLOBAL_MONITORING_REPORT", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000186606", "evidenceRole": "Principal contemporaneous analysis of intersecting disadvantage and education marginalisation." }, { "id": "REF-02", "authoringBody": "UNESCO Institute for Statistics", "title": "Global Education Digest 2010: Comparing Education Statistics Across the World", "year": 2010, "publicationDate": "2010-09-20", "sourceType": "OFFICIAL_STATISTICAL_REPORT", "url": "https://uis.unesco.org/sites/default/files/documents/global-education-digest-2010-comparing-education-statistics-across-the-world-en.pdf", "evidenceRole": "Comparative education statistics, definitions and limitations." }, { "id": "REF-03", "authoringBody": "UNESCO Institute for Statistics", "title": "Education Indicators: Technical Guidelines", "year": 2009, "publicationDate": "2009-11-01", "sourceType": "OFFICIAL_STATISTICAL_GUIDANCE", "url": "https://uis.unesco.org/sites/default/files/documents/education-indicators-technical-guidelines-en_0.pdf", "evidenceRole": "Definitions and interpretation of participation, progression, completion and resource indicators." }, { "id": "REF-04", "authoringBody": "United Nations", "title": "The Millennium Development Goals Report 2010", "year": 2010, "publicationDate": "2010-06-23", "sourceType": "GLOBAL_MONITORING_REPORT", "url": "https://www.un.org/millenniumgoals/pdf/MDG%20Report%202010%20En%20r15%20-low%20res%2020100615%20-.pdf", "evidenceRole": "Global and regional monitoring of primary education, gender, poverty and related development conditions." }, { "id": "REF-05", "authoringBody": "United Nations Development Programme", "title": "Human Development Report 2010: The Real Wealth of Nations — Pathways to Human Development", "year": 2010, "publicationDate": "2010-11-04", "sourceType": "GLOBAL_DEVELOPMENT_REPORT", "url": "https://hdr.undp.org/content/human-development-report-2010", "evidenceRole": "Distribution-sensitive human development concepts and evidence available before the cut-off." }, { "id": "REF-06", "authoringBody": "UNICEF", "title": "Progress for Children: Achieving the MDGs with Equity, Number 9", "year": 2010, "publicationDate": "2010-09-07", "sourceType": "GLOBAL_CHILDREN_MONITORING_REPORT", "url": "https://www.unicef.org/reports/progress-children-no-9", "evidenceRole": "Equity-focused child indicators and comparison between population groups." }, { "id": "REF-07", "authoringBody": "World Education Forum", "title": "The Dakar Framework for Action: Education for All — Meeting Our Collective Commitments", "year": 2000, "publicationDate": "2000-04-28", "sourceType": "GLOBAL_ACTION_FRAMEWORK", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000121147", "evidenceRole": "Commitments to equitable access, quality, measurable outcomes and accountable national planning." }, { "id": "REF-08", "authoringBody": "United Nations General Assembly", "title": "Convention on the Rights of the Child", "year": 1989, "publicationDate": "1989-11-20", "sourceType": "INTERNATIONAL_CONVENTION", "url": "https://www.ohchr.org/en/instruments-mechanisms/instruments/convention-rights-child", "evidenceRole": "Rights concerning non-discrimination, identity, education and development." }, { "id": "REF-09", "authoringBody": "United Nations Committee on Economic, Social and Cultural Rights", "title": "General Comment No. 13: The Right to Education", "year": 1999, "publicationDate": "1999-12-08", "sourceType": "TREATY_BODY_GENERAL_COMMENT", "url": "https://www.refworld.org/legal/general/cescr/1999/en/37937", "evidenceRole": "Interpretation of availability, accessibility, acceptability and adaptability." }, { "id": "REF-10", "authoringBody": "United Nations General Assembly", "title": "Convention on the Rights of Persons with Disabilities", "year": 2006, "publicationDate": "2006-12-13", "sourceType": "INTERNATIONAL_CONVENTION", "url": "https://www.ohchr.org/en/instruments-mechanisms/instruments/convention-rights-persons-disabilities", "evidenceRole": "Non-discrimination, accessibility, inclusive education and disability data safeguards." }, { "id": "REF-11", "authoringBody": "United Nations", "title": "Guiding Principles on Internal Displacement", "year": 1998, "publicationDate": "1998-02-11", "sourceType": "UNITED_NATIONS_GUIDING_PRINCIPLES", "url": "https://www.ohchr.org/en/special-procedures/sr-internally-displaced-persons/international-standards", "evidenceRole": "Principles relevant to protection, documentation, education and non-discrimination of displaced persons." }, { "id": "REF-12", "authoringBody": "UNESCO and UNICEF", "title": "A Human Rights-Based Approach to Education for All", "year": 2007, "publicationDate": "2007-01-01", "sourceType": "INTERAGENCY_POLICY_FRAMEWORK", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000154861", "evidenceRole": "Rights-based planning, equality, participation, accountability and education quality." }, { "id": "REF-13", "authoringBody": "Education for All Global Monitoring Report Team", "title": "Overcoming Inequality: Why Governance Matters — EFA Global Monitoring Report 2009", "year": 2008, "publicationDate": "2008-11-25", "sourceType": "GLOBAL_MONITORING_REPORT", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000177683", "evidenceRole": "Governance, finance and unequal educational opportunity." }, { "id": "REF-14", "authoringBody": "World Bank", "title": "World Development Report 2006: Equity and Development", "year": 2005, "publicationDate": "2005-09-01", "sourceType": "GLOBAL_DEVELOPMENT_REPORT", "url": "https://documents.worldbank.org/curated/en/435331468127174418/pdf/322040World0Development0Report02006.pdf", "evidenceRole": "Concepts of unequal opportunity, institutions and equitable public action." }, { "id": "REF-15", "authoringBody": "World Bank", "title": "Safeguarding Education During Economic Crisis", "year": 2009, "publicationDate": "2009-04-01", "sourceType": "CRISIS_POLICY_NOTE", "url": "https://documents1.worldbank.org/curated/en/489131468340200911/pdf/485120WP0Avert10Box338912B01PUBLIC1.pdf", "evidenceRole": "Risks to budgets, households, participation and long-term human development during economic crisis." }, { "id": "REF-16", "authoringBody": "Organisation for Economic Co-operation and Development", "title": "Education at a Glance 2010: OECD Indicators", "year": 2010, "publicationDate": "2010-09-07", "sourceType": "COMPARATIVE_INDICATOR_REPORT", "url": "https://doi.org/10.1787/eag-2010-en", "evidenceRole": "Comparative participation, progression, expenditure and outcomes evidence with system-level metadata." }, { "id": "REF-17", "authoringBody": "European Commission", "title": "Europe 2020: A Strategy for Smart, Sustainable and Inclusive Growth", "year": 2010, "publicationDate": "2010-03-03", "sourceType": "COMMISSION_COMMUNICATION", "url": "https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52010DC2020", "evidenceRole": "Contemporaneous European policy context for education, inclusion, employment and headline indicators." }, { "id": "REF-18", "authoringBody": "European Commission", "title": "Youth on the Move: An Initiative to Unleash the Potential of Young People to Achieve Smart, Sustainable and Inclusive Growth in the European Union", "year": 2010, "publicationDate": "2010-09-15", "sourceType": "COMMISSION_COMMUNICATION", "url": "https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52010DC0477", "evidenceRole": "European education, mobility, attainment and youth inclusion policy context." }, { "id": "REF-19", "authoringBody": "European Commission", "title": "A Renewed Commitment to Social Europe: Reinforcing the Open Method of Coordination for Social Protection and Social Inclusion", "year": 2008, "publicationDate": "2008-07-02", "sourceType": "COMMISSION_COMMUNICATION", "url": "https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52008DC0418", "evidenceRole": "Social inclusion monitoring, common objectives and context-sensitive indicators." }, { "id": "REF-20", "authoringBody": "United Nations General Assembly", "title": "Resolution 64/250: Assistance to Haiti in the Aftermath of the Recent Earthquake", "year": 2010, "publicationDate": "2010-01-22", "sourceType": "UNITED_NATIONS_RESOLUTION", "url": "https://undocs.org/A/RES/64/250", "evidenceRole": "Contemporaneous recognition of humanitarian and reconstruction needs and national leadership." }, { "id": "REF-21", "authoringBody": "United Nations Office for the Coordination of Humanitarian Affairs", "title": "Haiti Revised Humanitarian Appeal", "year": 2010, "publicationDate": "2010-02-18", "sourceType": "HUMANITARIAN_APPEAL", "url": "https://reliefweb.int/report/haiti/haiti-revised-humanitarian-appeal-2010", "evidenceRole": "Displacement, service disruption and humanitarian education context." }, { "id": "REF-22", "authoringBody": "European Commission", "title": "European Union Response to the Earthquake in Haiti", "year": 2010, "publicationDate": "2010-02-10", "sourceType": "COMMISSION_COMMUNICATION", "url": "https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52010DC0056", "evidenceRole": "European humanitarian and recovery support, coordination and Haitian ownership." }, { "id": "REF-23", "authoringBody": "United Nations Economic and Social Council", "title": "Principles and Recommendations for Population and Housing Censuses, Revision 2", "year": 2008, "publicationDate": "2008-01-01", "sourceType": "OFFICIAL_STATISTICAL_STANDARD", "url": "https://unstats.un.org/unsd/demographic-social/Standards-and-Methods/files/Principles_and_Recommendations/Population-and-Housing-Censuses/Series_M67Rev2-E.pdf", "evidenceRole": "Official principles for population coverage, definitions, classifications and data quality." }, { "id": "REF-24", "authoringBody": "United Nations Statistics Division", "title": "Designing Household Survey Samples: Practical Guidelines", "year": 2005, "publicationDate": "2005-01-01", "sourceType": "OFFICIAL_STATISTICAL_GUIDANCE", "url": "https://unstats.un.org/unsd/demographic/sources/surveys/Handbook23June05.pdf", "evidenceRole": "Sample design, estimation, precision and non-response guidance." }, { "id": "REF-25", "authoringBody": "World Education Forum 2015", "title": "Incheon Declaration: Education 2030 — Towards Inclusive and Equitable Quality Education and Lifelong Learning for All", "year": 2015, "publicationDate": "2015-05-21", "sourceType": "GLOBAL_EDUCATION_DECLARATION", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000233137", "evidenceRole": "Education commitments adopted at Incheon and their contemporaneous institutional status." }, { "id": "REF-26", "authoringBody": "United Nations General Assembly", "title": "Addis Ababa Action Agenda of the Third International Conference on Financing for Development", "year": 2015, "publicationDate": "2015-07-27", "sourceType": "UNITED_NATIONS_RESOLUTION", "url": "https://undocs.org/A/RES/69/313", "evidenceRole": "Adopted global financing framework and relevant principles for domestic public finance and international cooperation." }, { "id": "REF-27", "authoringBody": "United Nations General Assembly", "title": "Transforming Our World: The 2030 Agenda for Sustainable Development", "year": 2015, "publicationDate": "2015-09-25", "sourceType": "UNITED_NATIONS_RESOLUTION", "url": "https://undocs.org/A/RES/70/1", "evidenceRole": "Agenda adopted on 25 September 2015, including Goal 4 and its education targets, as available at the evidence cut-off." }, { "id": "REF-28", "authoringBody": "UNESCO", "title": "Education 2030: Incheon Declaration and Framework for Action for the Implementation of Sustainable Development Goal 4", "year": 2015, "publicationDate": "2015-11-04", "sourceType": "GLOBAL_EDUCATION_FRAMEWORK_FOR_ACTION", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000245656", "evidenceRole": "Framework for Action available before the cut-off and relevant to institutional planning, coordination, equity and review." }, { "id": "REF-29", "authoringBody": "United Nations Secretary-General", "title": "One Humanity: Shared Responsibility — Report of the Secretary-General for the World Humanitarian Summit", "year": 2016, "publicationDate": "2016-02-02", "documentSymbol": "A/70/709", "sourceType": "UNITED_NATIONS_REPORT", "url": "https://docs.un.org/A/70/709", "evidenceRole": "Secretary-General’s pre-Summit Agenda for Humanity and proposals for humanitarian responsibility." }, { "id": "REF-30", "authoringBody": "Chair of the World Humanitarian Summit", "title": "Chair’s Summary: Standing Up for Humanity — Committing to Action", "year": 2016, "publicationDate": "2016-05-24", "sourceType": "SUMMIT_CHAIRS_SUMMARY", "url": "https://agendaforhumanity.org/sites/default/files/resources/2017/Jul/chairs_summary.pdf", "evidenceRole": "Official Chair’s account of the May 2016 Summit discussions and commitments, used with its status as a summary." }, { "id": "REF-31", "authoringBody": "United Nations", "title": "New Fund Launched at UN Humanitarian Summit to Address Education in Crisis Zones", "year": 2016, "publicationDate": "2016-05-23", "sourceType": "OFFICIAL_LAUNCH_ACCOUNT", "url": "https://www.un.org/sustainabledevelopment/blog/2016/05/new-fund-launched-at-un-humanitarian-summit-to-address-education-in-crisis-zones/", "evidenceRole": "Contemporaneous official account of the Education Cannot Wait launch and stated aims; not evidence of later finance or results." }, { "id": "REF-32", "authoringBody": "United Nations General Assembly", "title": "The Right to Education in Emergency Situations", "year": 2010, "publicationDate": "2010-07-09", "documentSymbol": "A/RES/64/290", "sourceType": "UNITED_NATIONS_RESOLUTION", "url": "https://docs.un.org/A/RES/64/290", "evidenceRole": "Recognition of education as an integral element of humanitarian response and calls for access, continuity, protection and support." }, { "id": "REF-33", "authoringBody": "United Nations General Assembly", "title": "New York Declaration for Refugees and Migrants, Resolution 71/1", "year": 2016, "publicationDate": "2016-09-19", "sourceType": "UNITED_NATIONS_GENERAL_ASSEMBLY_RESOLUTION", "url": "https://undocs.org/A/RES/71/1", "evidenceRole": "Contemporaneous commitment relevant to shared responsibility, refugee and migrant education, and the reporting boundary between commitment and result." }, { "id": "REF-34", "authoringBody": "Global Education Monitoring Report Team", "title": "Accountability in Education: Meeting Our Commitments — Global Education Monitoring Report 2017/8", "year": 2017, "publicationDate": "2017-10-24", "sourceType": "GLOBAL_EDUCATION_MONITORING_REPORT", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000259338", "evidenceRole": "Principal contemporaneous analysis of accountability relations, responsibility, transparency, participation and unintended effects in education." }, { "id": "REF-35", "authoringBody": "World Bank", "title": "World Development Report 2018: Learning to Realize Education's Promise", "year": 2018, "publicationDate": "2017-09-26", "sourceType": "WORLD_DEVELOPMENT_REPORT", "url": "https://www.worldbank.org/en/publication/wdr2018", "evidenceRole": "Principal contemporaneous analysis of learning, measurement, evidence-led action and alignment of education actors." }, { "id": "REF-36", "authoringBody": "United Nations General Assembly", "title": "Global Compact on Refugees, Report of the United Nations High Commissioner for Refugees, Part II, affirmed by Resolution 73/151", "year": 2018, "publicationDate": "2018-12-17", "sourceType": "UNITED_NATIONS_GLOBAL_COMPACT", "url": "https://www.unhcr.org/media/global-compact-refugees-booklet", "evidenceRole": "Controlling contemporaneous compact on predictable and equitable responsibility-sharing, national arrangements and refugee inclusion, including education." }, { "id": "REF-37", "authoringBody": "UNESCO", "title": "With One in Five Learners Kept out of School, UNESCO Mobilizes Education Ministers to Face the COVID-19 Crisis", "year": 2020, "publicationDate": "2020-03-10", "sourceType": "UNESCO_OFFICIAL_EDUCATION_RESPONSE", "url": "https://www.unesco.org/en/articles/one-five-learners-kept-out-school-unesco-mobilizes-education-ministers-face-covid-19-crisis", "evidenceRole": "Early contemporaneous record of rapidly expanding institutional closures and international education coordination." }, { "id": "REF-38", "authoringBody": "World Health Organization", "title": "WHO Director-General's Opening Remarks at the Media Briefing on COVID-19 — 11 March 2020", "year": 2020, "publicationDate": "2020-03-11", "sourceType": "WHO_OFFICIAL_STATEMENT", "url": "https://www.who.int/news-room/speeches/item/who-director-general-s-opening-remarks-at-the-media-briefing-on-covid-19---11-march-2020", "evidenceRole": "Contemporaneous characterization of COVID-19 as a pandemic and call for comprehensive national action." }, { "id": "REF-39", "authoringBody": "United Nations", "title": "Shared Responsibility, Global Solidarity: Responding to the Socio-Economic Impacts of COVID-19", "year": 2020, "publicationDate": "2020-03-31", "sourceType": "UNITED_NATIONS_POLICY_REPORT", "url": "https://unsdg.un.org/resources/shared-responsibility-global-solidarity-responding-socio-economic-impacts-covid-19", "evidenceRole": "Contemporaneous United Nations account of social and economic disruption and the need for rights-respecting coordinated action." }, { "id": "REF-40", "authoringBody": "Global Education Monitoring Report Team", "title": "Inclusion and Education: All Means All — Global Education Monitoring Report 2020", "year": 2020, "publicationDate": "2020-06-23", "sourceType": "GLOBAL_EDUCATION_MONITORING_REPORT", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000373718", "evidenceRole": "Principal contemporaneous inclusion analysis available before the cutoff, used to interpret unequal access and populations omitted by disruption measures." }, { "id": "REF-41", "authoringBody": "World Bank, UNESCO Global Education Monitoring Report Team and UNESCO Institute for Statistics", "title": "Education Finance Watch 2021", "year": 2021, "publicationDate": "2021-02-22", "sourceType": "JOINT_GLOBAL_EDUCATION_FINANCE_REPORT", "url": "https://www.worldbank.org/en/news/press-release/2021/02/22/two-thirds-of-poorer-countries-are-cutting-education-budgets-due-to-covid-19", "evidenceRole": "Contemporaneous evidence on education-budget pressure and the need to align recovery priorities with feasible public finance." }, { "id": "REF-42", "authoringBody": "UNESCO General Conference", "title": "Global Convention on the Recognition of Qualifications concerning Higher Education", "year": 2019, "publicationDate": "2019-11-25", "sourceType": "UNESCO_NORMATIVE_INSTRUMENT", "url": "https://www.unesco.org/en/legal-affairs/global-convention-recognition-qualifications-concerning-higher-education", "evidenceRole": "Adopted recognition instrument available by the cutoff; interpreted according to its pre-entry-into-force status." }, { "id": "REF-43", "authoringBody": "United Nations Secretary-General", "title": "Transforming Education: An Urgent Political Imperative for Our Collective Future — Vision Statement of the Secretary-General", "year": 2022, "publicationDate": "2022-09-19", "sourceType": "UNITED_NATIONS_VISION_STATEMENT", "url": "https://www.un.org/en/transforming-education-summit/sg-vision-statement", "evidenceRole": "Contemporaneous political vision issued at the Transforming Education Summit; used as a commitment frame, not evidence of later national reform." }, { "id": "REF-44", "authoringBody": "UNESCO", "title": "Global Convention on the Recognition of Qualifications concerning Higher Education — Entry into Force", "year": 2023, "publicationDate": "2023-03-05", "sourceType": "UNESCO_NORMATIVE_INSTRUMENT_STATUS", "url": "https://www.unesco.org/en/legal-affairs/global-convention-recognition-qualifications-concerning-higher-education", "evidenceRole": "Official status source for entry into force on 5 March 2023 and the institutional readiness questions arising by the cutoff." }, { "id": "REF-45", "authoringBody": "Global Education Monitoring Report Team", "title": "Technology in Education: A Tool on Whose Terms? — Global Education Monitoring Report 2023", "year": 2023, "publicationDate": "2023-07-26", "sourceType": "GLOBAL_EDUCATION_MONITORING_REPORT", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000385723", "evidenceRole": "Contemporaneous analysis of access, evidence, governance and conditions governing educational technology, used to interpret unequal learning opportunity." }, { "id": "REF-46", "authoringBody": "UNESCO", "title": "Guidance for Generative Artificial Intelligence in Education and Research", "year": 2023, "publicationDate": "2023-09-07", "sourceType": "UNESCO_GUIDANCE", "url": "https://unesdoc.unesco.org/ark:/48223/pf0000386693", "evidenceRole": "Principal contemporaneous guidance on human-centred governance, privacy protection, age-appropriate use and institutional validation." }, { "id": "REF-47", "authoringBody": "United Nations Secretary-General's High-Level Panel on the Teaching Profession", "title": "Recommendations on the Teaching Profession", "year": 2024, "publicationDate": "2024-02-26", "sourceType": "UNITED_NATIONS_HIGH_LEVEL_PANEL_RECOMMENDATIONS", "url": 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