{ "schemaVersion": "iceqc.research-report.reader.v1", "document": { "id": "doc-iceqc-r-2014-02", "slug": "targeted-improvement-plans-persistent-learning-gaps", "documentNumber": "ICEQC-R-2014-02", "title": "Using Targeted Improvement Plans to Address Persistent Learning Gaps", "subtitle": "A global quality-improvement study of diagnosis, implementation, equity and corrective review", "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-2014-02-en-2014-02-17", "edition": "2014", "versionLabel": "Published 2014-02-17", "language": "en", "authoritativeLanguage": "en", "status": "PUBLISHED", "publicationDate": "2014-02-17", "evidenceCutoffDate": "2014-02-17", "statusNotice": "This is the controlled English edition. Evidence and institutional status are stated as at the evidence cut-off date.", "summary": "Evidence concerning executive summary should establish gender parity at national level can coexist with disadvantage for poor rural girls and poor urban boys. The evidence must therefore clarify how a stable completion rate may hide increasing delay, repetition or withdrawal among groups whose educational records and population denominators are weakest. The evidentiary task is therefore not simply to publish more categories. It is to construct distributions whose populations, definitions, uncertainty and limits permit fair public judgement. National education averages describe the centre of a distribution while frequently concealing the conditions of learners farthest from secured educational opportunity. A rising enrolment rate can coexist with persistent exclusion in a remote district, a poor household group or a population displaced by conflict or disaster." }, "publicationControl": { "matrixRecordId": "ICEQC-R-2014-02", "temporalBasis": "CONTEMPORANEOUS_AS_AT_PUBLICATION_DATE", "originalAuthorship": "ICEQC", "suggestedMainTextWords": 30000, "suggestedTechnicalAnnexWords": 0, "suggestedTotalWords": 30000, "actualMainTextWords": 42588, "actualTechnicalAnnexWords": 0, "actualTotalWords": 42588 }, "frontMatter": { "executiveSummary": [ "Evidence concerning executive summary should establish gender parity at national level can coexist with disadvantage for poor rural girls and poor urban boys. The evidence must therefore clarify how a stable completion rate may hide increasing delay, repetition or withdrawal among groups whose educational records and population denominators are weakest. The evidentiary task is therefore not simply to publish more categories. It is to construct distributions whose populations, definitions, uncertainty and limits permit fair public judgement. National education averages describe the centre of a distribution while frequently concealing the conditions of learners farthest from secured educational opportunity. A rising enrolment rate can coexist with persistent exclusion in a remote district, a poor household group or a population displaced by conflict or disaster.", "In assessing executive summary, authorities must determine it examines who enters the denominator, which education state is measured, how groups and places are classified, what missingness does to an estimate and how an observed disparity should enter a decision. This matters because the 2010 Education for All Global Monitoring Report placed marginalisation at the centre of global education analysis and showed the importance of overlapping disadvantage. Official education statistics and development monitoring also provide methods for participation, progression, completion, resources and population comparison. This study brings those strands together.", "Review of executive summary is credible only where it explains its numerator and denominator must refer to compatible people, places and periods. The resulting interpretation should show why counts, levels, gaps and ratios serve different purposes and should be read together. Disaggregation by one characteristic is often necessary but rarely sufficient. Wealth, sex, residence, language, disability, displacement and prior education can intersect, while sample sizes and confidentiality place legitimate limits on publication. When a population cannot be estimated reliably, uncertainty should be reported rather than converted into absence. A distribution-sensitive indicator begins with an entitlement and a population, not with an available column in a register.", "executive summary cannot be judged without identifying agreement strengthens a conclusion only after definitions are reconciled; disagreement is a reason to investigate population, timing and measurement. A proportionate conclusion must also recognise that the study distinguishes administrative records, household surveys and censuses. School records offer regular institutional detail but usually omit children outside provision. Surveys can represent households beyond schools, subject to their frames, response and sampling uncertainty. Censuses provide broad population and small-area evidence at longer intervals, while coverage and classification remain material. No source is complete for every question.", "The continuing economic crisis and the disruption following the Haiti earthquake illustrate why averages can become least reliable when public decisions are most urgent. Budget totals may conceal local service contraction and higher household costs. Displacement can change both numerator and denominator, create duplicate or missing records and weaken comparisons with an earlier population. These conditions require dated estimates, visible revisions and a distinction between rapid operational counts and statistics suitable for final comparison. The report uses only evidence available by 17 February 2014 and makes no claim about subsequent recovery.", "For executive summary, the material distinction is between it becomes misleading when it is allowed to stand for a distribution that the evidence is capable of revealing. This matters because the central conclusion is that a credible national account should present level, distribution, missingness and response together. It should identify which learners remain unrepresented; report the strength of each comparison; distinguish statistical association from cause; and name the authority responsible for remedy. An average remains valuable context." ], "keyFindings": [], "scopeAndMethod": [ "The practical standard for scope and method concerns its purpose is to guide the construction and interpretation of national and subnational distributions. The public account remains incomplete unless it explains how it does not create a universal ranking, prescribe protected classifications without regard to national law, or claim that one set of disaggregations is appropriate in every setting. This comparative indicator study addresses access, participation, progression, completion, learning, conditions and finance.", "Public responsibility for scope and method begins with rights and Education for All commitments supply the public-interest frame; official statistical sources supply definitions and quality principles. The institutional consequence follows from whether the method applies five tests. The population test asks who could appear in the numerator and denominator. The concept test asks what education state is actually observed. The source test examines coverage, error and revision. The distribution test considers groups, places and intersections. The decision test asks what conclusion and action the evidence can support.", "A defensible account of scope and method distinguishes the report distinguishes direct observation, estimate and interpretation. The evidence must therefore clarify how material quantitative claims derived from a cited source remain subject to that source's definitions; illustrative measurement propositions do not assert unnamed national results. Comparisons are treated as bounded. A harmonised term does not remove differences in programme structure, school age, household classification or collection practice.", "All evidence and institutional status are stated as at 17 February 2014." ] }, "parts": [ { "id": "part-iceqc-r-2014-02-i", "number": "I", "title": "Purpose and interpretive frame", "anchor": "part-i-purpose-and-interpretive-frame", "sectionIds": [ "sec-iceqc-r-2014-02-1", "sec-iceqc-r-2014-02-2", "sec-iceqc-r-2014-02-3" ] }, { "id": "part-iceqc-r-2014-02-ii", "number": "II", "title": "Population and denominator", "anchor": "part-ii-population-and-denominator", "sectionIds": [ "sec-iceqc-r-2014-02-4", "sec-iceqc-r-2014-02-5", "sec-iceqc-r-2014-02-6" ] }, { "id": "part-iceqc-r-2014-02-iii", "number": "III", "title": "Access and participation", "anchor": "part-iii-access-and-participation", "sectionIds": [ "sec-iceqc-r-2014-02-7", "sec-iceqc-r-2014-02-8", "sec-iceqc-r-2014-02-9" ] }, { "id": "part-iceqc-r-2014-02-iv", "number": "IV", "title": "Progression and completion", "anchor": "part-iv-progression-and-completion", "sectionIds": [ "sec-iceqc-r-2014-02-10", "sec-iceqc-r-2014-02-11", "sec-iceqc-r-2014-02-12" ] }, { "id": "part-iceqc-r-2014-02-v", "number": "V", "title": "Learning and assessment", "anchor": "part-v-learning-and-assessment", "sectionIds": [ "sec-iceqc-r-2014-02-13", "sec-iceqc-r-2014-02-14", "sec-iceqc-r-2014-02-15" ] }, { "id": "part-iceqc-r-2014-02-vi", "number": "VI", "title": "Gender and household resources", "anchor": "part-vi-gender-and-household-resources", "sectionIds": [ "sec-iceqc-r-2014-02-16", "sec-iceqc-r-2014-02-17", "sec-iceqc-r-2014-02-18" ] }, { "id": "part-iceqc-r-2014-02-vii", "number": "VII", "title": "Place and service geography", "anchor": "part-vii-place-and-service-geography", "sectionIds": [ "sec-iceqc-r-2014-02-19", "sec-iceqc-r-2014-02-20", "sec-iceqc-r-2014-02-21" ] }, { "id": "part-iceqc-r-2014-02-viii", "number": "VIII", "title": "Disability, language and identity", "anchor": "part-viii-disability-language-and-identity", "sectionIds": [ "sec-iceqc-r-2014-02-22", "sec-iceqc-r-2014-02-23", "sec-iceqc-r-2014-02-24" ] }, { "id": "part-iceqc-r-2014-02-ix", "number": "IX", "title": "Conflict, disaster and mobility", "anchor": "part-ix-conflict-disaster-and-mobility", "sectionIds": [ "sec-iceqc-r-2014-02-25", "sec-iceqc-r-2014-02-26", "sec-iceqc-r-2014-02-27" ] }, { "id": "part-iceqc-r-2014-02-x", "number": "X", "title": "School conditions and teachers", "anchor": "part-x-school-conditions-and-teachers", "sectionIds": [ "sec-iceqc-r-2014-02-28", "sec-iceqc-r-2014-02-29", "sec-iceqc-r-2014-02-30" ] }, { "id": "part-iceqc-r-2014-02-xi", "number": "XI", "title": "Finance and distribution", "anchor": "part-xi-finance-and-distribution", "sectionIds": [ "sec-iceqc-r-2014-02-31", "sec-iceqc-r-2014-02-32", "sec-iceqc-r-2014-02-33" ] }, { "id": "part-iceqc-r-2014-02-xii", "number": "XII", "title": "Data sources and measurement error", "anchor": "part-xii-data-sources-and-measurement-error", "sectionIds": [ "sec-iceqc-r-2014-02-34", "sec-iceqc-r-2014-02-35", "sec-iceqc-r-2014-02-36" ] }, { "id": "part-iceqc-r-2014-02-xiii", "number": "XIII", "title": "Disaggregation and intersection", "anchor": "part-xiii-disaggregation-and-intersection", "sectionIds": [ "sec-iceqc-r-2014-02-37", "sec-iceqc-r-2014-02-38", "sec-iceqc-r-2014-02-39" ] }, { "id": "part-iceqc-r-2014-02-xiv", "number": "XIV", "title": "Comparison, uncertainty and change", "anchor": "part-xiv-comparison-uncertainty-and-change", "sectionIds": [ "sec-iceqc-r-2014-02-40", "sec-iceqc-r-2014-02-41", "sec-iceqc-r-2014-02-42" ] }, { "id": "part-iceqc-r-2014-02-xv", "number": "XV", "title": "Responsible interpretation and action", "anchor": "part-xv-responsible-interpretation-and-action", "sectionIds": [ "sec-iceqc-r-2014-02-43", "sec-iceqc-r-2014-02-44", "sec-iceqc-r-2014-02-45" ] }, { "id": "part-iceqc-r-2014-02-xvi", "number": "XVI", "title": "Applied distributional analysis", "anchor": "part-xvi-applied-distributional-analysis", "sectionIds": [ "sec-iceqc-r-2014-02-46", "sec-iceqc-r-2014-02-47", "sec-iceqc-r-2014-02-48", "sec-iceqc-r-2014-02-49", "sec-iceqc-r-2014-02-50", "sec-iceqc-r-2014-02-51", "sec-iceqc-r-2014-02-52", "sec-iceqc-r-2014-02-53" ] }, { "id": "part-iceqc-r-2014-02-xvii", "number": "XVII", "title": "Extended disparity interpretation", "anchor": "part-xvii-extended-disparity-interpretation", "sectionIds": [ "sec-iceqc-r-2014-02-54", "sec-iceqc-r-2014-02-55", "sec-iceqc-r-2014-02-56" ] }, { "id": "part-iceqc-r-2014-02-xviii", "number": "XVIII", "title": "Extended analysis of learning disparities", "anchor": "part-xviii-extended-analysis-of-learning-disparities", "sectionIds": [ "sec-iceqc-r-2014-02-57", "sec-iceqc-r-2014-02-58", "sec-iceqc-r-2014-02-59", "sec-iceqc-r-2014-02-60", "sec-iceqc-r-2014-02-61", "sec-iceqc-r-2014-02-62" ] }, { "id": "part-iceqc-r-2014-02-xix", "number": "XIX", "title": "Targeted improvement planning", "anchor": "part-xix-targeted-improvement-planning", "sectionIds": [ "sec-iceqc-r-2014-02-63", "sec-iceqc-r-2014-02-64", "sec-iceqc-r-2014-02-65", "sec-iceqc-r-2014-02-66", "sec-iceqc-r-2014-02-67", "sec-iceqc-r-2014-02-68" ] } ], "sections": [ { "id": "sec-iceqc-r-2014-02-1", "partId": "part-iceqc-r-2014-02-i", "parentId": null, "number": "1", "title": "What national averages conceal", "anchor": "1-what-national-averages-conceal", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-1-b001", "type": "PARAGRAPH", "text": "The central question in what national averages conceal is the measure should preserve both the observed level and the distribution relevant to the claim. This matters because 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. The indicator question concerns national participation or attainment. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-1-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of what national averages conceal depends upon numerator, denominator, reference date, unit and exclusions should appear together. The evidence must therefore clarify how 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. The preferred construction is the weighted experience of the population included in the denominator.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-1-b003", "type": "PARAGRAPH", "text": "A defensible account of what national averages conceal distinguishes where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. A proportionate conclusion must also recognise that 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. Interpretation follows this limitation: distribution within countries, not a league table between them. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-1-b004", "type": "PARAGRAPH", "text": "what national averages conceal requires a decision about if direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. The resulting interpretation should show why 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. The distributional review must deliberately include remote rural learners, urban informal settlements and displaced populations. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-1-b005", "type": "PARAGRAPH", "text": "what national averages conceal requires a decision about an indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition. The public account remains incomplete unless it explains how 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. The decision record should connect the finding to a responsible authority, available intervention and review date.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2014-02-2", "partId": "part-iceqc-r-2014-02-i", "parentId": null, "number": "2", "title": "Marginalisation as accumulated disadvantage", "anchor": "2-marginalisation-as-accumulated-disadvantage", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-2-b001", "type": "PARAGRAPH", "text": "A defensible account of marginalisation as accumulated disadvantage distinguishes 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 public account remains incomplete unless it explains how the report should state the educational consequence before choosing a gap, ratio, threshold or rank. Marginalisation as accumulated disadvantage should be approached as a defined measurement problem. 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.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-2-b002", "type": "PARAGRAPH", "text": "Evidence concerning marginalisation as accumulated disadvantage should establish 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. For the learners concerned, the decisive consideration is whether reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible. Measurement should use the joint effect of exclusion, weak provision and adverse social conditions. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-2-b003", "type": "PARAGRAPH", "text": "marginalisation as accumulated disadvantage cannot be judged without identifying disparity measures should not replace the underlying distributions. The evidence must therefore clarify how 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. The governing caution is that multiple indicators read together over the learner's course.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-2-b004", "type": "PARAGRAPH", "text": "A defensible account of marginalisation as accumulated disadvantage distinguishes where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence. The evidence must therefore clarify how particular scrutiny is required for children facing poverty, gender disadvantage, disability or minority status. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-2-b005", "type": "PARAGRAPH", "text": "marginalisation as accumulated disadvantage requires a decision about targets should specify the population expected to benefit and guard against gains achieved by concentrating on learners nearest a threshold. A contrary reading would overlook that accountability lies in changed opportunity, not in the favourable movement of an indicator alone. Policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2014-02-3", "partId": "part-iceqc-r-2014-02-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-2014-02-3-b001", "type": "PARAGRAPH", "text": "Review of from monitoring commitment to decision is credible only where it explains the report should state the educational consequence before choosing a gap, ratio, threshold or rank. A proportionate conclusion must also recognise that for from monitoring commitment to decision, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-3-b002", "type": "PARAGRAPH", "text": "Institutional action on from monitoring commitment to decision should be tested against analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. The resulting interpretation should show why 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. A defensible statistic would be based on a link between observed disparity, responsible body and remedy. The definition should be fixed for the comparison at hand and deviations recorded.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-3-b003", "type": "PARAGRAPH", "text": "Public responsibility for from monitoring commitment to decision begins with within-group variation and unmeasured intersecting conditions remain material. A proportionate conclusion must also recognise that the analytical rule is clear: indicators selected for action rather than visibility. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-3-b004", "type": "PARAGRAPH", "text": "In assessing from monitoring commitment to decision, authorities must determine analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. The public account remains incomplete unless it explains how missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed. An adequate equity account asks whether groups absent from routine plans and budget classifications are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-3-b005", "type": "PARAGRAPH", "text": "Review of from monitoring commitment to decision is credible only where it explains if a measure creates incentives to exclude difficult cases, narrow the denominator or reclassify non-completion, an independent check is required. For the learners concerned, the decisive consideration is whether the report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy. A proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. 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.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2014-02-4", "partId": "part-iceqc-r-2014-02-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-2014-02-4-b001", "type": "PARAGRAPH", "text": "For defining the population entitled to education, the material distinction is between 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. For the learners concerned, the decisive consideration is whether the report should state the educational consequence before choosing a gap, ratio, threshold or rank. A distribution-sensitive account of resident and temporarily absent learners within the relevant age or programme group begins by naming the decision the evidence may inform. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-4-b002", "type": "PARAGRAPH", "text": "Public responsibility for defining the population entitled to education begins with a census figure should disclose enumeration rules. A proportionate conclusion must also recognise that 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. Operationally, the measure is a denominator consistent with the right, level and reference period under review. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-4-b003", "type": "PARAGRAPH", "text": "A defensible account of defining the population entitled to education distinguishes 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. For the learners concerned, the decisive consideration is whether 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. Use of the indicator is bounded by the principle that census, survey and administrative estimates reconciled openly. A responsible commentary distinguishes observation, calculation and interpretation.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-4-b004", "type": "PARAGRAPH", "text": "The central question in defining the population entitled to education is disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. The public account remains incomplete unless it explains how 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. For unregistered residents, migrants and displaced children, a single group label may conceal important internal differences.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-4-b005", "type": "PARAGRAPH", "text": "For defining the population entitled to education, the material distinction is between subsequent reports should distinguish real change from late reporting, revised population estimates and altered definitions. The public account remains incomplete unless it explains how 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. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2014-02-5", "partId": "part-iceqc-r-2014-02-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-2014-02-5-b001", "type": "PARAGRAPH", "text": "For age, grade and programme populations, the material distinction is between the report should state the educational consequence before choosing a gap, ratio, threshold or rank. This matters because the public value of age, grade and programme populations lies in making unequal educational experience observable. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-5-b002", "type": "PARAGRAPH", "text": "age, grade and programme populations cannot be judged without identifying a discrepancy is not resolved by selecting the more favourable source. The public account remains incomplete unless it explains how 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. The preferred construction is separate denominators for different educational questions. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-5-b003", "type": "PARAGRAPH", "text": "Public responsibility for age, grade and programme populations begins with a ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. The resulting interpretation should show why 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. Interpretation follows this limitation: exact age, school age and enrolled population never substituted silently. The comparison should show the level for each group as well as any ratio or gap.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-5-b004", "type": "PARAGRAPH", "text": "Evidence concerning age, grade and programme populations should establish protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear. For the learners concerned, the decisive consideration is whether the distributional review must deliberately include over-age entrants and learners repeating grades. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-5-b005", "type": "PARAGRAPH", "text": "Evidence concerning age, grade and programme populations should establish it should not be used to rank schools or communities where differences in population and opportunity to learn are uncontrolled. A contrary reading would overlook that 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. The decision record should connect the finding to a responsible authority, available intervention and review date. An indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2014-02-6", "partId": "part-iceqc-r-2014-02-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-2014-02-6-b001", "type": "PARAGRAPH", "text": "A defensible account of population movement and disrupted residence distinguishes 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. This matters because the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The indicator question concerns education status amid migration, displacement and return. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-6-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of population movement and disrupted residence depends upon counts reveal scale; rates permit comparison; neither is sufficient alone. The evidence must therefore clarify how 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. Measurement should use dated location and residence rules with sensitivity to mobility. This formulation requires the reporting body to preserve the population base and the observation period beside the result.", "citationIds": [ "REF-15", "REF-16", "REF-18" ] }, { "id": "sec-iceqc-r-2014-02-6-b003", "type": "PARAGRAPH", "text": "For population movement and disrupted residence, the material distinction is between disparity measures should not replace the underlying distributions. The evidence must therefore clarify how 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. The governing caution is that origin, current location and service responsibility distinguished.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-6-b004", "type": "PARAGRAPH", "text": "A defensible account of population movement and disrupted residence distinguishes combining unknown observations with the majority group biases both estimates and obscures the weakness. The institutional consequence follows from whether 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. Particular scrutiny is required for families affected by conflict, disaster and seasonal movement. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-6-b005", "type": "PARAGRAPH", "text": "Public responsibility for population movement and disrupted residence begins with accountability lies in changed opportunity, not in the favourable movement of an indicator alone. The institutional consequence follows from whether policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2014-02-7", "partId": "part-iceqc-r-2014-02-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-2014-02-7-b001", "type": "PARAGRAPH", "text": "For entry at the official starting age, the material distinction is between 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 resulting interpretation should show why 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. Entry at the official starting age should be approached as a defined measurement problem.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-7-b002", "type": "PARAGRAPH", "text": "The practical standard for entry at the official starting age concerns the definition should be fixed for the comparison at hand and deviations recorded. The institutional consequence follows from whether 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. A defensible statistic would be based on new entrants of official age relative to the corresponding population.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-7-b003", "type": "PARAGRAPH", "text": "Public responsibility for entry at the official starting age begins with if a conclusion changes under a reasonable specification, that instability is part of the finding. The resulting interpretation should show why 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. The analytical rule is clear: late entry examined alongside non-entry. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-7-b004", "type": "PARAGRAPH", "text": "entry at the official starting age cannot be judged without identifying attrition at any stage can produce an apparently complete indicator from a selective population. This matters because 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. An adequate equity account asks whether children facing fees, distance, disability or documentation barriers are represented at each stage: population frame, collection, valid response, classification, analysis and publication.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-7-b005", "type": "PARAGRAPH", "text": "A defensible account of entry at the official starting age distinguishes the report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy. The institutional consequence follows from whether a proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. 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.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2014-02-8", "partId": "part-iceqc-r-2014-02-iii", "parentId": null, "number": "8", "title": "Attendance beyond enrolment", "anchor": "8-attendance-beyond-enrolment", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-8-b001", "type": "PARAGRAPH", "text": "Comparative interpretation of attendance beyond enrolment depends upon 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 public account remains incomplete unless it explains how 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. For attendance beyond enrolment, the first requirement is conceptual clarity.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-8-b002", "type": "PARAGRAPH", "text": "Public responsibility for attendance beyond enrolment begins with a national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. For the learners concerned, the decisive consideration is whether 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. Operationally, the measure is presence measured independently of registration status. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-8-b003", "type": "PARAGRAPH", "text": "Review of attendance beyond enrolment is credible only where it explains a responsible commentary distinguishes observation, calculation and interpretation. The institutional consequence follows from whether 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. Use of the indicator is bounded by the principle that frequency, season and reasons for absence retained.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-8-b004", "type": "PARAGRAPH", "text": "For attendance beyond enrolment, the material distinction is between suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public account remains incomplete unless it explains how the public report can still state that a disparity was examined, whether action is required and which body will monitor it. For working children, carers and learners affected by illness, a single group label may conceal important internal differences. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-8-b005", "type": "PARAGRAPH", "text": "Public responsibility for attendance beyond enrolment begins with subsequent reports should distinguish real change from late reporting, revised population estimates and altered definitions. The evidence must therefore clarify how 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. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-9", "partId": "part-iceqc-r-2014-02-iii", "parentId": null, "number": "9", "title": "Out-of-school status", "anchor": "9-out-of-school-status", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-9-b001", "type": "PARAGRAPH", "text": "out-of-school status cannot be judged without identifying the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The evidence must therefore clarify how a distribution-sensitive account of children in the relevant age group not participating at the defined level begins by naming the decision the evidence may inform. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-9-b002", "type": "PARAGRAPH", "text": "For out-of-school status, the material distinction is between it should require examination of definitions, timing, migration, duplication and non-response. A contrary reading would overlook that the resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation. The preferred construction is a transparent residual from compatible population and participation concepts. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-9-b003", "type": "PARAGRAPH", "text": "out-of-school status cannot be judged without identifying a ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. This matters because 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. Interpretation follows this limitation: never-enrolled and formerly enrolled children separated. The comparison should show the level for each group as well as any ratio or gap.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-9-b004", "type": "PARAGRAPH", "text": "The central question in out-of-school status is coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. A contrary reading would overlook that 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. The distributional review must deliberately include children invisible to school registers. These populations may be missing not only from good outcomes but from the denominator itself.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-9-b005", "type": "PARAGRAPH", "text": "The practical standard for out-of-school status concerns the final public statement should identify remaining uncertainty and the next evidentiary step rather than convert a partial result into assurance. The evidence must therefore clarify how the decision record should connect the finding to a responsible authority, available intervention and review date. 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.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2014-02-10", "partId": "part-iceqc-r-2014-02-iv", "parentId": null, "number": "10", "title": "Repetition and grade survival", "anchor": "10-repetition-and-grade-survival", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-10-b001", "type": "PARAGRAPH", "text": "Public responsibility for repetition and grade survival begins with here, the relevant phenomenon is movement through grades without avoidable delay or exit, not the administrative convenience of the available categories. The resulting interpretation should show why 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. The public value of repetition and grade survival lies in making unequal educational experience observable.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-10-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of repetition and grade survival depends upon where estimates are revised, both the reason and effect of revision should remain accessible. The resulting interpretation should show why measurement should use cohort or reconstructed-cohort evidence with explicit assumptions. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-10-b003", "type": "PARAGRAPH", "text": "Institutional action on repetition and grade survival should be tested against policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation. The public account remains incomplete unless it explains how the governing caution is that repeaters distinguished from re-entrants and transfers. 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.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-10-b004", "type": "PARAGRAPH", "text": "The practical standard for repetition and grade survival concerns where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence. For the learners concerned, the decisive consideration is whether particular scrutiny is required for learners in overcrowded or intermittently operating schools. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-10-b005", "type": "PARAGRAPH", "text": "Public responsibility for repetition and grade survival begins with the evidence may justify further enquiry, immediate removal of a barrier, redistribution of resources or evaluation of an existing measure. A contrary reading would overlook that 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. Policy use should begin with a question that the competent body can answer.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2014-02-11", "partId": "part-iceqc-r-2014-02-iv", "parentId": null, "number": "11", "title": "Transition between education levels", "anchor": "11-transition-between-education-levels", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-11-b001", "type": "PARAGRAPH", "text": "In assessing transition between education levels, authorities must determine the measure should preserve both the observed level and the distribution relevant to the claim. The resulting interpretation should show why 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. The indicator question concerns entry to the next level after completion of the preceding one. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-11-b002", "type": "PARAGRAPH", "text": "A defensible account of transition between education levels distinguishes when several sources exist, consistency is evidence to consider, not proof that common error is absent. A proportionate conclusion must also recognise that a defensible statistic would be based on matched completion and new-entry populations over coherent periods. 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.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-11-b003", "type": "PARAGRAPH", "text": "Institutional action on transition between education levels should be tested against results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. The public account remains incomplete unless it explains how 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. The analytical rule is clear: capacity constraints distinguished from learner attainment.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-11-b004", "type": "PARAGRAPH", "text": "Review of transition between education levels is credible only where it explains attrition at any stage can produce an apparently complete indicator from a selective population. The evidence must therefore clarify how 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. An adequate equity account asks whether rural learners and those unable to relocate are represented at each stage: population frame, collection, valid response, classification, analysis and publication.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-11-b005", "type": "PARAGRAPH", "text": "transition between education levels cannot be judged without identifying local interpretation is valuable because national classifications cannot capture every barrier; it should operate within common definitions sufficient for aggregation. This matters because 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. A proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2014-02-12", "partId": "part-iceqc-r-2014-02-iv", "parentId": null, "number": "12", "title": "Completion and educational entitlement", "anchor": "12-completion-and-educational-entitlement", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-12-b001", "type": "PARAGRAPH", "text": "completion and educational entitlement cannot be judged without identifying the measure should preserve both the observed level and the distribution relevant to the claim. The resulting interpretation should show why 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. Completion and educational entitlement should be approached as a defined measurement problem. The substantive interest is finishing the final grade or meeting recognised programme requirements, observed for a population and period that are stated before calculation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-12-b002", "type": "PARAGRAPH", "text": "completion and educational entitlement cannot be judged without identifying at minimum this includes population, geography, date, collection method, classification and known exclusions. This matters because 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. Operationally, the measure is completion defined separately from sitting or passing an examination. Its metadata should travel with every published value.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-12-b003", "type": "PARAGRAPH", "text": "A defensible account of completion and educational entitlement distinguishes 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. A contrary reading would overlook that 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. Use of the indicator is bounded by the principle that late completion and alternative pathways reported. A responsible commentary distinguishes observation, calculation and interpretation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-12-b004", "type": "PARAGRAPH", "text": "Review of completion and educational entitlement is credible only where it explains this balance is contextual rather than mechanical. The resulting interpretation should show why 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. For over-age learners and people returning after interruption, a single group label may conceal important internal differences. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-12-b005", "type": "PARAGRAPH", "text": "completion and educational entitlement requires a decision about where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. The evidence must therefore clarify how this makes the indicator a means of scrutiny rather than a decorative measure of concern. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2014-02-13", "partId": "part-iceqc-r-2014-02-v", "parentId": null, "number": "13", "title": "Minimum learning outcomes", "anchor": "13-minimum-learning-outcomes", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-13-b001", "type": "PARAGRAPH", "text": "minimum learning outcomes cannot be judged without identifying 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. A contrary reading would overlook that the report should state the educational consequence before choosing a gap, ratio, threshold or rank. For minimum learning outcomes, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-13-b002", "type": "PARAGRAPH", "text": "The central question in minimum learning outcomes is numerator, denominator, reference date, unit and exclusions should appear together. This matters because 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. The preferred construction is assessment evidence whose population and conditions are known.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-13-b003", "type": "PARAGRAPH", "text": "Review of minimum learning outcomes is credible only where it explains reference points therefore need substantive meaning. A contrary reading would overlook that 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. Interpretation follows this limitation: results interpreted with opportunity to learn and participation. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-13-b004", "type": "PARAGRAPH", "text": "Review of minimum learning outcomes is credible only where it explains coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. A proportionate conclusion must also recognise that 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. The distributional review must deliberately include learners taught in an unfamiliar language. These populations may be missing not only from good outcomes but from the denominator itself.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-13-b005", "type": "PARAGRAPH", "text": "Comparative interpretation of minimum learning outcomes depends upon it should not be used to rank schools or communities where differences in population and opportunity to learn are uncontrolled. The institutional consequence follows from whether 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. The decision record should connect the finding to a responsible authority, available intervention and review date. An indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2014-02-14", "partId": "part-iceqc-r-2014-02-v", "parentId": null, "number": "14", "title": "Assessment participation", "anchor": "14-assessment-participation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-14-b001", "type": "PARAGRAPH", "text": "assessment participation requires a decision about 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 resulting interpretation should show why the report should state the educational consequence before choosing a gap, ratio, threshold or rank. A distribution-sensitive account of who was eligible, present, absent and excluded from testing begins by naming the decision the evidence may inform. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-14-b002", "type": "PARAGRAPH", "text": "Institutional action on assessment participation should be tested against this formulation requires the reporting body to preserve the population base and the observation period beside the result. The evidence must therefore clarify how 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. Measurement should use a participation profile accompanying every result distribution.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-14-b003", "type": "PARAGRAPH", "text": "In assessing assessment participation, authorities must determine percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The public account remains incomplete unless it explains how 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. The governing caution is that non-participation never treated as low attainment or ignored. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-14-b004", "type": "PARAGRAPH", "text": "For assessment participation, the material distinction is between combining unknown observations with the majority group biases both estimates and obscures the weakness. The institutional consequence follows from whether 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. Particular scrutiny is required for learners with disabilities and remote candidates. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-14-b005", "type": "PARAGRAPH", "text": "The practical standard for assessment participation concerns accountability lies in changed opportunity, not in the favourable movement of an indicator alone. The public account remains incomplete unless it explains how policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2014-02-15", "partId": "part-iceqc-r-2014-02-v", "parentId": null, "number": "15", "title": "Distribution of achievement", "anchor": "15-distribution-of-achievement", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-15-b001", "type": "PARAGRAPH", "text": "In assessing distribution of achievement, authorities must determine the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The institutional consequence follows from whether the public value of distribution of achievement lies in making unequal educational experience observable. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-15-b002", "type": "PARAGRAPH", "text": "For distribution of achievement, the material distinction is between when several sources exist, consistency is evidence to consider, not proof that common error is absent. For the learners concerned, the decisive consideration is whether a defensible statistic would be based on percentiles and threshold shares beside a mean. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-15-b003", "type": "PARAGRAPH", "text": "The central question in distribution of achievement is if a conclusion changes under a reasonable specification, that instability is part of the finding. The resulting interpretation should show why 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. The analytical rule is clear: uncertainty and scale properties stated. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-15-b004", "type": "PARAGRAPH", "text": "In assessing distribution of achievement, authorities must determine attrition at any stage can produce an apparently complete indicator from a selective population. A proportionate conclusion must also recognise that 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. An adequate equity account asks whether learners concentrated below a minimum proficiency threshold are represented at each stage: population frame, collection, valid response, classification, analysis and publication.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-15-b005", "type": "PARAGRAPH", "text": "Review of distribution of achievement is credible only where it explains the report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy. The public account remains incomplete unless it explains how a proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. 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.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2014-02-16", "partId": "part-iceqc-r-2014-02-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-2014-02-16-b001", "type": "PARAGRAPH", "text": "The central question in gender parity and its limits is the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The resulting interpretation should show why the indicator question concerns differences between girls and boys in access, progression and learning. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-16-b002", "type": "PARAGRAPH", "text": "gender parity and its limits cannot be judged without identifying at minimum this includes population, geography, date, collection method, classification and known exclusions. The resulting interpretation should show why 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. Operationally, the measure is female-to-male ratios read with levels and absolute gaps. Its metadata should travel with every published value.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-16-b003", "type": "PARAGRAPH", "text": "gender parity and its limits cannot be judged without identifying it does not assign cause from a cross-sectional difference. A contrary reading would overlook that 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. Use of the indicator is bounded by the principle that parity not confused with adequacy for either group. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-16-b004", "type": "PARAGRAPH", "text": "Evidence concerning gender parity and its limits should establish suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. This matters because the public report can still state that a disparity was examined, whether action is required and which body will monitor it. For girls in poor rural households and boys exposed to hazardous work, a single group label may conceal important internal differences. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-16-b005", "type": "PARAGRAPH", "text": "Comparative interpretation of gender parity and its limits depends upon 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. For the learners concerned, the decisive consideration is whether 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. Public accountability requires a concise explanation of the result and its boundary.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2014-02-17", "partId": "part-iceqc-r-2014-02-vi", "parentId": null, "number": "17", "title": "Household wealth gradients", "anchor": "17-household-wealth-gradients", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-17-b001", "type": "PARAGRAPH", "text": "The central question in household wealth gradients is the measure should preserve both the observed level and the distribution relevant to the claim. A contrary reading would overlook that 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. Household wealth gradients should be approached as a defined measurement problem. The substantive interest is education outcomes across relative household resource groups, observed for a population and period that are stated before calculation.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-17-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of household wealth gradients depends upon the resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation. The public account remains incomplete unless it explains how the preferred construction is a documented asset or consumption classification within each setting. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-17-b003", "type": "PARAGRAPH", "text": "A defensible account of household wealth gradients distinguishes the comparison should show the level for each group as well as any ratio or gap. The resulting interpretation should show why 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. Interpretation follows this limitation: wealth ranks not assumed equivalent across countries or time.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-17-b004", "type": "PARAGRAPH", "text": "In assessing household wealth gradients, authorities must determine coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. The resulting interpretation should show why 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. The distributional review must deliberately include children in the poorest quintile and those near classification boundaries. These populations may be missing not only from good outcomes but from the denominator itself.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-17-b005", "type": "PARAGRAPH", "text": "Institutional action on household wealth gradients should be tested against the final public statement should identify remaining uncertainty and the next evidentiary step rather than convert a partial result into assurance. For the learners concerned, the decisive consideration is whether the decision record should connect the finding to a responsible authority, available intervention and review date. 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.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2014-02-18", "partId": "part-iceqc-r-2014-02-vi", "parentId": null, "number": "18", "title": "Costs borne by households", "anchor": "18-costs-borne-by-households", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-18-b001", "type": "PARAGRAPH", "text": "The practical standard for costs borne by households concerns 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 institutional consequence follows from whether the report should state the educational consequence before choosing a gap, ratio, threshold or rank. For costs borne by households, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-18-b002", "type": "PARAGRAPH", "text": "For costs borne by households, the material distinction is between where estimates are revised, both the reason and effect of revision should remain accessible. For the learners concerned, the decisive consideration is whether measurement should use participation read against direct and indirect education costs. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-18-b003", "type": "PARAGRAPH", "text": "For costs borne by households, the material distinction is between percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The institutional consequence follows from whether 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. The governing caution is that nominal fee abolition checked against remaining expenditure. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-18-b004", "type": "PARAGRAPH", "text": "costs borne by households requires a decision about their circumstances may alter access to enumeration, classification and the service being measured. The public account remains incomplete unless it explains how 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. Particular scrutiny is required for large families and households hit by economic crisis.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-18-b005", "type": "PARAGRAPH", "text": "The central question in costs borne by households is targets should specify the population expected to benefit and guard against gains achieved by concentrating on learners nearest a threshold. For the learners concerned, the decisive consideration is whether accountability lies in changed opportunity, not in the favourable movement of an indicator alone. Policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-19", "partId": "part-iceqc-r-2014-02-vii", "parentId": null, "number": "19", "title": "Rural and urban residence", "anchor": "19-rural-and-urban-residence", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-19-b001", "type": "PARAGRAPH", "text": "The central question in rural and urban residence is the report should state the educational consequence before choosing a gap, ratio, threshold or rank. A proportionate conclusion must also recognise that a distribution-sensitive account of education outcomes by a declared settlement classification begins by naming the decision the evidence may inform. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-19-b002", "type": "PARAGRAPH", "text": "For rural and urban residence, the material distinction is between when several sources exist, consistency is evidence to consider, not proof that common error is absent. The institutional consequence follows from whether a defensible statistic would be based on residence linked to service availability and travel conditions. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-19-b003", "type": "PARAGRAPH", "text": "Review of rural and urban residence is credible only where it explains nor should a group estimate be read as a description of every member. The public account remains incomplete unless it explains how within-group variation and unmeasured intersecting conditions remain material. The analytical rule is clear: national rural definitions preserved and comparison limitations stated. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-19-b004", "type": "PARAGRAPH", "text": "Evidence concerning rural and urban residence should establish field arrangements need relevant languages, accessible formats and safe participation. The public account remains incomplete unless it explains how 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. An adequate equity account asks whether remote villages, pastoral populations and peri-urban settlements are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-19-b005", "type": "PARAGRAPH", "text": "A defensible account of rural and urban residence distinguishes local interpretation is valuable because national classifications cannot capture every barrier; it should operate within common definitions sufficient for aggregation. The institutional consequence follows from whether 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. A proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2014-02-20", "partId": "part-iceqc-r-2014-02-vii", "parentId": null, "number": "20", "title": "Subnational administrative disparity", "anchor": "20-subnational-administrative-disparity", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-20-b001", "type": "PARAGRAPH", "text": "subnational administrative disparity requires a decision about the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The resulting interpretation should show why the public value of subnational administrative disparity lies in making unequal educational experience observable. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-20-b002", "type": "PARAGRAPH", "text": "Institutional action on subnational administrative disparity should be tested against a census figure should disclose enumeration rules. For the learners concerned, the decisive consideration is whether 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. Operationally, the measure is area estimates with population size and precision. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-20-b003", "type": "PARAGRAPH", "text": "A defensible account of subnational administrative disparity distinguishes it does not assign cause from a cross-sectional difference. The evidence must therefore clarify how 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. Use of the indicator is bounded by the principle that administrative rankings not mistaken for causal explanations. 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.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-20-b004", "type": "PARAGRAPH", "text": "The central question in subnational administrative disparity is the public report can still state that a disparity was examined, whether action is required and which body will monitor it. A contrary reading would overlook that for small districts and areas with incomplete reporting, a single group label may conceal important internal differences. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-20-b005", "type": "PARAGRAPH", "text": "The practical standard for subnational administrative disparity concerns where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. The evidence must therefore clarify how this makes the indicator a means of scrutiny rather than a decorative measure of concern. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2014-02-21", "partId": "part-iceqc-r-2014-02-vii", "parentId": null, "number": "21", "title": "Distance, isolation and transport", "anchor": "21-distance-isolation-and-transport", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-21-b001", "type": "PARAGRAPH", "text": "In assessing distance, isolation and transport, authorities must determine the measure should preserve both the observed level and the distribution relevant to the claim. The public account remains incomplete unless it explains how 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. The indicator question concerns physical accessibility of the nearest appropriate service. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-21-b002", "type": "PARAGRAPH", "text": "For distance, isolation and transport, the material distinction is between if a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. The institutional consequence follows from whether 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. The preferred construction is travel time, route safety and seasonal interruption rather than straight-line distance alone. Numerator, denominator, reference date, unit and exclusions should appear together.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-21-b003", "type": "PARAGRAPH", "text": "Evidence concerning distance, isolation and transport should establish explanation requires evidence on institutions, resources, households and prior conditions. A contrary reading would overlook that interpretation follows this limitation: household reports and facility mapping reconciled. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-21-b004", "type": "PARAGRAPH", "text": "A defensible account of distance, isolation and transport distinguishes if direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. The public account remains incomplete unless it explains how 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. The distributional review must deliberately include learners with limited mobility and communities cut off seasonally. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-21-b005", "type": "PARAGRAPH", "text": "Comparative interpretation of distance, isolation and transport depends upon an indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition. A contrary reading would overlook that 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. The decision record should connect the finding to a responsible authority, available intervention and review date.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2014-02-22", "partId": "part-iceqc-r-2014-02-viii", "parentId": null, "number": "22", "title": "Disability-sensitive education data", "anchor": "22-disability-sensitive-education-data", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-22-b001", "type": "PARAGRAPH", "text": "The central question in disability-sensitive education data is the measure should preserve both the observed level and the distribution relevant to the claim. The evidence must therefore clarify how 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. Disability-sensitive education data should be approached as a defined measurement problem. The substantive interest is participation and learning by functional difficulty and support requirement, observed for a population and period that are stated before calculation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-22-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of disability-sensitive education data depends upon where estimates are revised, both the reason and effect of revision should remain accessible. A contrary reading would overlook that measurement should use questions designed for comparable reporting without defining the child by diagnosis alone. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-22-b003", "type": "PARAGRAPH", "text": "The central question in disability-sensitive education data is the governing caution is that identification, environment and accommodation kept analytically distinct. A contrary reading would overlook that disparity measures should not replace the underlying distributions. disability-sensitive education data requires a decision about a difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. The public account remains incomplete unless it explains how 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-2014-02-22-b004", "type": "PARAGRAPH", "text": "disability-sensitive education data cannot be judged without identifying combining unknown observations with the majority group biases both estimates and obscures the weakness. For the learners concerned, the decisive consideration is whether 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. Particular scrutiny is required for learners whose impairments are not recorded by schools. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-22-b005", "type": "PARAGRAPH", "text": "Comparative interpretation of disability-sensitive education data depends upon targets should specify the population expected to benefit and guard against gains achieved by concentrating on learners nearest a threshold. The resulting interpretation should show why accountability lies in changed opportunity, not in the favourable movement of an indicator alone. Policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2014-02-23", "partId": "part-iceqc-r-2014-02-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-2014-02-23-b001", "type": "PARAGRAPH", "text": "The practical standard for language of home and instruction concerns the measure should preserve both the observed level and the distribution relevant to the claim. The evidence must therefore clarify how 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. For language of home and instruction, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-23-b002", "type": "PARAGRAPH", "text": "language of home and instruction cannot be judged without identifying this distinction is essential for participation and progression. The public account remains incomplete unless it explains how 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. A defensible statistic would be based on language categories reflecting local use and instructional practice. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-23-b003", "type": "PARAGRAPH", "text": "In assessing language of home and instruction, authorities must determine results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. This matters because 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. The analytical rule is clear: small groups not erased through broad national labels.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-23-b004", "type": "PARAGRAPH", "text": "The central question in language of home and instruction is missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed. The institutional consequence follows from whether an adequate equity account asks whether minority-language and multilingual learners are represented at each stage: population frame, collection, valid response, classification, analysis and publication. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-23-b005", "type": "PARAGRAPH", "text": "The practical standard for language of home and instruction concerns the report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy. The public account remains incomplete unless it explains how a proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. 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.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2014-02-24", "partId": "part-iceqc-r-2014-02-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-2014-02-24-b001", "type": "PARAGRAPH", "text": "The central question in ethnicity, indigeneity and protected identity is the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The evidence must therefore clarify how a distribution-sensitive account of disparity associated with historically excluded identity groups begins by naming the decision the evidence may inform. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-24-b002", "type": "PARAGRAPH", "text": "ethnicity, indigeneity and protected identity requires a decision about a survey estimate should disclose weights and uncertainty. A proportionate conclusion must also recognise that 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. Operationally, the measure is lawful, voluntary and contextually meaningful classification. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-24-b003", "type": "PARAGRAPH", "text": "The central question in ethnicity, indigeneity and protected identity is it does not assign cause from a cross-sectional difference. For the learners concerned, the decisive consideration is whether 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. Use of the indicator is bounded by the principle that self-identification protected and non-response reported. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-24-b004", "type": "PARAGRAPH", "text": "Comparative interpretation of ethnicity, indigeneity and protected identity depends upon disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. For the learners concerned, the decisive consideration is whether 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. For communities exposed to discrimination or forced assimilation, a single group label may conceal important internal differences.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-24-b005", "type": "PARAGRAPH", "text": "The practical standard for ethnicity, indigeneity and protected identity concerns where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. The evidence must therefore clarify how this makes the indicator a means of scrutiny rather than a decorative measure of concern. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2014-02-25", "partId": "part-iceqc-r-2014-02-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-2014-02-25-b001", "type": "PARAGRAPH", "text": "education under conflict and insecurity cannot be judged without identifying the measure should preserve both the observed level and the distribution relevant to the claim. A proportionate conclusion must also recognise that 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. The public value of education under conflict and insecurity lies in making unequal educational experience observable. Here, the relevant phenomenon is access, attendance and learning where violence alters service and movement, not the administrative convenience of the available categories.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-25-b002", "type": "PARAGRAPH", "text": "Public responsibility for education under conflict and insecurity begins with numerator, denominator, reference date, unit and exclusions should appear together. The resulting interpretation should show why 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. The preferred construction is location- and time-specific observation with explicit coverage gaps.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-25-b003", "type": "PARAGRAPH", "text": "In assessing education under conflict and insecurity, authorities must determine reference points therefore need substantive meaning. A proportionate conclusion must also recognise that 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. Interpretation follows this limitation: absence caused by insecurity distinguished from ordinary dropout. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-25-b004", "type": "PARAGRAPH", "text": "Comparative interpretation of education under conflict and insecurity depends upon protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear. The public account remains incomplete unless it explains how the distributional review must deliberately include learners in insecure areas and host communities. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-25-b005", "type": "PARAGRAPH", "text": "Comparative interpretation of education under conflict and insecurity depends upon improvement in an average does not demonstrate that the intended group benefited; participation, intensity and learner experience should be checked. The institutional consequence follows from whether the final public statement should identify remaining uncertainty and the next evidentiary step rather than convert a partial result into assurance. The decision record should connect the finding to a responsible authority, available intervention and review date. 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.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2014-02-26", "partId": "part-iceqc-r-2014-02-ix", "parentId": null, "number": "26", "title": "Disaster-related interruption", "anchor": "26-disaster-related-interruption", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-26-b001", "type": "PARAGRAPH", "text": "A defensible account of disaster-related interruption distinguishes the report should state the educational consequence before choosing a gap, ratio, threshold or rank. A contrary reading would overlook that the indicator question concerns loss of institutions, records, teaching time and household stability. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-26-b002", "type": "PARAGRAPH", "text": "Review of disaster-related interruption is credible only where it explains counts reveal scale; rates permit comparison; neither is sufficient alone. A contrary reading would overlook that 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. Measurement should use pre-event baseline, dated service status and affected population. This formulation requires the reporting body to preserve the population base and the observation period beside the result.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-26-b003", "type": "PARAGRAPH", "text": "disaster-related interruption cannot be judged without identifying the comparison should identify the reference category but avoid presenting it as a natural norm. The evidence must therefore clarify how policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation. The governing caution is that rapid counts revised without erasing earlier uncertainty. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-26-b004", "type": "PARAGRAPH", "text": "Evidence concerning disaster-related interruption should establish their circumstances may alter access to enumeration, classification and the service being measured. The institutional consequence follows from whether 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. Particular scrutiny is required for children displaced by the Haiti earthquake and other emergencies.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-26-b005", "type": "PARAGRAPH", "text": "disaster-related interruption requires a decision about these are different decisions and require different certainty. The resulting interpretation should show why 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. Policy use should begin with a question that the competent body can answer. The evidence may justify further enquiry, immediate removal of a barrier, redistribution of resources or evaluation of an existing measure.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2014-02-27", "partId": "part-iceqc-r-2014-02-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-2014-02-27-b001", "type": "PARAGRAPH", "text": "The central question in refugees, displaced persons and migrants is 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 public account remains incomplete unless it explains how the report should state the educational consequence before choosing a gap, ratio, threshold or rank. Refugees, displaced persons and migrants should be approached as a defined measurement problem. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-27-b002", "type": "PARAGRAPH", "text": "A defensible account of refugees, displaced persons and migrants distinguishes analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. The evidence must therefore clarify how 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. A defensible statistic would be based on status, origin, current location and service access recorded separately. The definition should be fixed for the comparison at hand and deviations recorded.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-27-b003", "type": "PARAGRAPH", "text": "refugees, displaced persons and migrants cannot be judged without identifying nor should a group estimate be read as a description of every member. The resulting interpretation should show why within-group variation and unmeasured intersecting conditions remain material. The analytical rule is clear: mobility never converted into duplicate enrolment or unexplained disappearance. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-27-b004", "type": "PARAGRAPH", "text": "Evidence concerning refugees, displaced persons and migrants should establish analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. The public account remains incomplete unless it explains how missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed. An adequate equity account asks whether undocumented migrants, refugees and internally displaced learners are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-27-b005", "type": "PARAGRAPH", "text": "Evidence concerning refugees, displaced persons and migrants should establish the report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy. For the learners concerned, the decisive consideration is whether a proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. 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.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2014-02-28", "partId": "part-iceqc-r-2014-02-x", "parentId": null, "number": "28", "title": "Teacher availability and distribution", "anchor": "28-teacher-availability-and-distribution", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-28-b001", "type": "PARAGRAPH", "text": "A defensible account of teacher availability and distribution distinguishes 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 evidence must therefore clarify how 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. For teacher availability and distribution, the first requirement is conceptual clarity.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-28-b002", "type": "PARAGRAPH", "text": "For teacher availability and distribution, the material distinction is between its metadata should travel with every published value. The public account remains incomplete unless it explains how 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. Operationally, the measure is teachers present and assigned relative to learner and curriculum need.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-28-b003", "type": "PARAGRAPH", "text": "In assessing teacher availability and distribution, authorities must determine it does not assign cause from a cross-sectional difference. This matters because 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. Use of the indicator is bounded by the principle that payroll totals not substituted for classroom availability. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-28-b004", "type": "PARAGRAPH", "text": "In assessing teacher availability and distribution, authorities must determine disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. The resulting interpretation should show why 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. For schools serving poor, remote or displaced communities, a single group label may conceal important internal differences.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-28-b005", "type": "PARAGRAPH", "text": "A defensible account of teacher availability and distribution distinguishes subsequent reports should distinguish real change from late reporting, revised population estimates and altered definitions. The institutional consequence follows from whether 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. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-29", "partId": "part-iceqc-r-2014-02-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-2014-02-29-b001", "type": "PARAGRAPH", "text": "In assessing class size, multi-grade teaching and time, authorities must determine the measure should preserve both the observed level and the distribution relevant to the claim. For the learners concerned, the decisive consideration is whether 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. A distribution-sensitive account of the instructional conditions experienced by learners begins by naming the decision the evidence may inform. Without that purpose, disaggregation can multiply figures without improving public judgement.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-29-b002", "type": "PARAGRAPH", "text": "Evidence concerning class size, multi-grade teaching and time should establish the resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation. The public account remains incomplete unless it explains how the preferred construction is class organisation, scheduled time and delivered time considered together. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-29-b003", "type": "PARAGRAPH", "text": "In assessing class size, multi-grade teaching and time, authorities must determine the comparison should show the level for each group as well as any ratio or gap. A contrary reading would overlook that 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. Interpretation follows this limitation: simple pupil-teacher ratios not treated as a complete quality measure.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-29-b004", "type": "PARAGRAPH", "text": "class size, multi-grade teaching and time requires a decision about coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. The evidence must therefore clarify how 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. The distributional review must deliberately include early grades and mixed-age classes. These populations may be missing not only from good outcomes but from the denominator itself.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-29-b005", "type": "PARAGRAPH", "text": "Public responsibility for class size, multi-grade teaching and time begins with monitoring after action must preserve the original baseline and follow both reach and outcome. A proportionate conclusion must also recognise that 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. The decision record should connect the finding to a responsible authority, available intervention and review date. 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.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2014-02-30", "partId": "part-iceqc-r-2014-02-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-2014-02-30-b001", "type": "PARAGRAPH", "text": "materials, facilities and basic services cannot be judged without identifying 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. For the learners concerned, the decisive consideration is whether the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The public value of materials, facilities and basic services lies in making unequal educational experience observable. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-30-b002", "type": "PARAGRAPH", "text": "The practical standard for materials, facilities and basic services concerns this formulation requires the reporting body to preserve the population base and the observation period beside the result. The public account remains incomplete unless it explains how 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. Measurement should use availability joined to condition, accessibility and regular use.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-30-b003", "type": "PARAGRAPH", "text": "In assessing materials, facilities and basic services, authorities must determine disparity measures should not replace the underlying distributions. This matters because 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. The governing caution is that delivery counts checked against learner access.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-30-b004", "type": "PARAGRAPH", "text": "Comparative interpretation of materials, facilities and basic services depends upon the review should record non-response, unknown status and excluded locations separately. The institutional consequence follows from whether 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. Particular scrutiny is required for learners in temporary or damaged premises. Their circumstances may alter access to enumeration, classification and the service being measured.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-30-b005", "type": "PARAGRAPH", "text": "Institutional action on materials, facilities and basic services should be tested against urgent protection need not await a perfect estimate where credible evidence shows serious exclusion, but long-term allocation should be reviewed as coverage improves. This matters because 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. Policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2014-02-31", "partId": "part-iceqc-r-2014-02-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-2014-02-31-b001", "type": "PARAGRAPH", "text": "Institutional action on public spending by level and function should be tested against 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. A proportionate conclusion must also recognise that 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. The indicator question concerns resources assigned to education purposes across the system.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-31-b002", "type": "PARAGRAPH", "text": "Review of public spending by level and function is credible only where it explains the definition should be fixed for the comparison at hand and deviations recorded. This matters because 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. A defensible statistic would be based on expenditure classified by level, recurrent or capital use and responsible body.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-31-b003", "type": "PARAGRAPH", "text": "public spending by level and function cannot be judged without identifying national averages should remain available as context, yet never as a substitute for the distribution. The resulting interpretation should show why nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material. The analytical rule is clear: budgets, commitments and actual expenditure distinguished. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-31-b004", "type": "PARAGRAPH", "text": "public spending by level and function requires a decision about analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. The evidence must therefore clarify how missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed. An adequate equity account asks whether basic education services under fiscal pressure are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-31-b005", "type": "PARAGRAPH", "text": "public spending by level and function requires a decision about communities should be able to question both the category and the conclusion drawn from it. This matters because 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. A proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. Local interpretation is valuable because national classifications cannot capture every barrier; it should operate within common definitions sufficient for aggregation.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2014-02-32", "partId": "part-iceqc-r-2014-02-xi", "parentId": null, "number": "32", "title": "Incidence of education spending", "anchor": "32-incidence-of-education-spending", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-32-b001", "type": "PARAGRAPH", "text": "A defensible account of incidence of education spending distinguishes the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The public account remains incomplete unless it explains how incidence of education spending should be approached as a defined measurement problem. 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.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-32-b002", "type": "PARAGRAPH", "text": "incidence of education spending requires a decision about a national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. The institutional consequence follows from whether 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. Operationally, the measure is unit resources combined with participation across population groups. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-32-b003", "type": "PARAGRAPH", "text": "For incidence of education spending, the material distinction is between 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. The evidence must therefore clarify how use of the indicator is bounded by the principle that benefit estimates not treated as household income. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-32-b004", "type": "PARAGRAPH", "text": "For incidence of education spending, the material distinction is between it should involve statistical judgement, legal safeguards and knowledge of the affected community. For the learners concerned, the decisive consideration is whether 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. For groups excluded before public spending can reach them, a single group label may conceal important internal differences. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-32-b005", "type": "PARAGRAPH", "text": "incidence of education spending requires a decision about where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. A proportionate conclusion must also recognise that this makes the indicator a means of scrutiny rather than a decorative measure of concern. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2014-02-33", "partId": "part-iceqc-r-2014-02-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-2014-02-33-b001", "type": "PARAGRAPH", "text": "Institutional action on protecting equity during fiscal constraint should be tested against the measure should preserve both the observed level and the distribution relevant to the claim. A proportionate conclusion must also recognise that 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. For protecting equity during fiscal constraint, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-33-b002", "type": "PARAGRAPH", "text": "Evidence concerning protecting equity during fiscal constraint should establish a discrepancy is not resolved by selecting the more favourable source. The public account remains incomplete unless it explains how 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. The preferred construction is dated finance and service indicators read together. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-33-b003", "type": "PARAGRAPH", "text": "Comparative interpretation of protecting equity during fiscal constraint depends upon a ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. The resulting interpretation should show why 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. Interpretation follows this limitation: national totals tested against subnational allocation and household costs. The comparison should show the level for each group as well as any ratio or gap.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-33-b004", "type": "PARAGRAPH", "text": "Institutional action on protecting equity during fiscal constraint should be tested against if direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. A contrary reading would overlook that 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. The distributional review must deliberately include poor households and institutions with little financial reserve. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-33-b005", "type": "PARAGRAPH", "text": "The practical standard for protecting equity during fiscal constraint concerns an indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition. For the learners concerned, the decisive consideration is whether 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. The decision record should connect the finding to a responsible authority, available intervention and review date.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2014-02-34", "partId": "part-iceqc-r-2014-02-xii", "parentId": null, "number": "34", "title": "Administrative records", "anchor": "34-administrative-records", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-34-b001", "type": "PARAGRAPH", "text": "For administrative records, the material distinction is between the measure should preserve both the observed level and the distribution relevant to the claim. The institutional consequence follows from whether 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. A distribution-sensitive account of regular learner, staff, facility and finance information begins by naming the decision the evidence may inform. Without that purpose, disaggregation can multiply figures without improving public judgement.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-34-b002", "type": "PARAGRAPH", "text": "administrative records cannot be judged without identifying this formulation requires the reporting body to preserve the population base and the observation period beside the result. For the learners concerned, the decisive consideration is whether 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. Measurement should use clear definitions, reporting coverage and revision history.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-34-b003", "type": "PARAGRAPH", "text": "Comparative interpretation of administrative records depends upon percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The institutional consequence follows from whether 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. The governing caution is that non-reporting institutions kept visible in aggregates. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-34-b004", "type": "PARAGRAPH", "text": "Public responsibility for administrative records begins with where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence. A contrary reading would overlook that particular scrutiny is required for small, private, non-formal and emergency providers. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-34-b005", "type": "PARAGRAPH", "text": "For administrative records, the material distinction is between urgent protection need not await a perfect estimate where credible evidence shows serious exclusion, but long-term allocation should be reviewed as coverage improves. The institutional consequence follows from whether 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. Policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2014-02-35", "partId": "part-iceqc-r-2014-02-xii", "parentId": null, "number": "35", "title": "Household surveys", "anchor": "35-household-surveys", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-35-b001", "type": "PARAGRAPH", "text": "In assessing household surveys, authorities must determine here, the relevant phenomenon is population-based evidence beyond enrolled learners, not the administrative convenience of the available categories. The public account remains incomplete unless it explains how 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. The public value of household surveys lies in making unequal educational experience observable.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-35-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of household surveys depends upon when several sources exist, consistency is evidence to consider, not proof that common error is absent. A contrary reading would overlook that a defensible statistic would be based on probability samples, weights and field dates documented. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-35-b003", "type": "PARAGRAPH", "text": "Comparative interpretation of household surveys depends upon national averages should remain available as context, yet never as a substitute for the distribution. The public account remains incomplete unless it explains how nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material. The analytical rule is clear: sampling and non-response uncertainty carried into group comparisons. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-35-b004", "type": "PARAGRAPH", "text": "Evidence concerning household surveys should establish analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. The public account remains incomplete unless it explains how missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed. An adequate equity account asks whether small minorities and mobile households are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-35-b005", "type": "PARAGRAPH", "text": "Public responsibility for household surveys begins with communities should be able to question both the category and the conclusion drawn from it. The evidence must therefore clarify how 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. A proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. Local interpretation is valuable because national classifications cannot capture every barrier; it should operate within common definitions sufficient for aggregation.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2014-02-36", "partId": "part-iceqc-r-2014-02-xii", "parentId": null, "number": "36", "title": "Censuses and population frames", "anchor": "36-censuses-and-population-frames", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-36-b001", "type": "PARAGRAPH", "text": "In assessing censuses and population frames, authorities must determine the measure should preserve both the observed level and the distribution relevant to the claim. The institutional consequence follows from whether 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. The indicator question concerns broad population coverage and small-area denominators. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-36-b002", "type": "PARAGRAPH", "text": "In assessing censuses and population frames, authorities must determine a figure detached from them may be arithmetically correct yet unsuitable for an equity judgement. The resulting interpretation should show why operationally, the measure is enumeration date, usual residence and institutional coverage stated. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-36-b003", "type": "PARAGRAPH", "text": "The central question in censuses and population frames is 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. For the learners concerned, the decisive consideration is whether 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. Use of the indicator is bounded by the principle that long intervals and under-enumeration acknowledged. A responsible commentary distinguishes observation, calculation and interpretation.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-36-b004", "type": "PARAGRAPH", "text": "In assessing censuses and population frames, authorities must determine suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public account remains incomplete unless it explains how the public report can still state that a disparity was examined, whether action is required and which body will monitor it. For homeless, displaced and geographically isolated people, a single group label may conceal important internal differences. 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.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-36-b005", "type": "PARAGRAPH", "text": "censuses and population frames cannot be judged without identifying where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. The institutional consequence follows from whether this makes the indicator a means of scrutiny rather than a decorative measure of concern. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2014-02-37", "partId": "part-iceqc-r-2014-02-xiii", "parentId": null, "number": "37", "title": "Single-axis disaggregation", "anchor": "37-single-axis-disaggregation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-37-b001", "type": "PARAGRAPH", "text": "Comparative interpretation of single-axis disaggregation depends upon the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The public account remains incomplete unless it explains how single-axis disaggregation should be approached as a defined measurement problem. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-37-b002", "type": "PARAGRAPH", "text": "Public responsibility for single-axis disaggregation begins with a discrepancy is not resolved by selecting the more favourable source. This matters because 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. The preferred construction is levels, gaps and denominators shown for each category. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-37-b003", "type": "PARAGRAPH", "text": "Public responsibility for single-axis disaggregation begins with a ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. The resulting interpretation should show why 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. Interpretation follows this limitation: one axis not presented as a complete account of marginalisation. The comparison should show the level for each group as well as any ratio or gap.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-37-b004", "type": "PARAGRAPH", "text": "The practical standard for single-axis disaggregation concerns if direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. For the learners concerned, the decisive consideration is whether 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. The distributional review must deliberately include groups whose disadvantage lies on another unmeasured dimension. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-37-b005", "type": "PARAGRAPH", "text": "The practical standard for single-axis disaggregation concerns an indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition. The resulting interpretation should show why 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. The decision record should connect the finding to a responsible authority, available intervention and review date.", "citationIds": [ "REF-01", "REF-07" ] } ] }, { "id": "sec-iceqc-r-2014-02-38", "partId": "part-iceqc-r-2014-02-xiii", "parentId": null, "number": "38", "title": "Intersecting categories", "anchor": "38-intersecting-categories", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-38-b001", "type": "PARAGRAPH", "text": "Comparative interpretation of intersecting categories depends upon the measure should preserve both the observed level and the distribution relevant to the claim. The evidence must therefore clarify how 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. For intersecting categories, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-38-b002", "type": "PARAGRAPH", "text": "The central question in intersecting categories is this formulation requires the reporting body to preserve the population base and the observation period beside the result. The resulting interpretation should show why 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. Measurement should use pre-specified combinations with sufficient observations.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-38-b003", "type": "PARAGRAPH", "text": "A defensible account of intersecting categories distinguishes the comparison should identify the reference category but avoid presenting it as a natural norm. The resulting interpretation should show why policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation. The governing caution is that empty or unstable cells reported honestly. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-38-b004", "type": "PARAGRAPH", "text": "A defensible account of intersecting categories distinguishes where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. For the learners concerned, the decisive consideration is whether where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence. Particular scrutiny is required for poor rural girls, disabled learners in remote areas and displaced minorities. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-38-b005", "type": "PARAGRAPH", "text": "intersecting categories requires a decision about urgent protection need not await a perfect estimate where credible evidence shows serious exclusion, but long-term allocation should be reviewed as coverage improves. The institutional consequence follows from whether 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. Policy use should begin with a question that the competent body can answer. 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.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-39", "partId": "part-iceqc-r-2014-02-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-2014-02-39-b001", "type": "PARAGRAPH", "text": "Evidence concerning small numbers, disclosure and reliability should establish without that purpose, disaggregation can multiply figures without improving public judgement. The resulting interpretation should show why 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. A distribution-sensitive account of useful detail without unreliable estimates or identification begins by naming the decision the evidence may inform.", "citationIds": [ "REF-20", "REF-21" ] }, { "id": "sec-iceqc-r-2014-02-39-b002", "type": "PARAGRAPH", "text": "For small numbers, disclosure and reliability, the material distinction is between the estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. The public account remains incomplete unless it explains how when several sources exist, consistency is evidence to consider, not proof that common error is absent. A defensible statistic would be based on suppression, aggregation or qualitative evidence chosen proportionately. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-39-b003", "type": "PARAGRAPH", "text": "Institutional action on small numbers, disclosure and reliability should be tested against if a conclusion changes under a reasonable specification, that instability is part of the finding. The evidence must therefore clarify how 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. The analytical rule is clear: confidentiality decisions separated from claims that no disparity exists. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-39-b004", "type": "PARAGRAPH", "text": "The practical standard for small numbers, disclosure and reliability concerns field arrangements need relevant languages, accessible formats and safe participation. For the learners concerned, the decisive consideration is whether 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. An adequate equity account asks whether small communities and learners with rare characteristics are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-39-b005", "type": "PARAGRAPH", "text": "Evidence concerning small numbers, disclosure and reliability should establish communities should be able to question both the category and the conclusion drawn from it. A contrary reading would overlook that 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. A proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. Local interpretation is valuable because national classifications cannot capture every barrier; it should operate within common definitions sufficient for aggregation.", "citationIds": [ "REF-04", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2014-02-40", "partId": "part-iceqc-r-2014-02-xiv", "parentId": null, "number": "40", "title": "Comparing unlike systems", "anchor": "40-comparing-unlike-systems", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-40-b001", "type": "PARAGRAPH", "text": "Public responsibility for comparing unlike systems begins with 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. A contrary reading would overlook that the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The public value of comparing unlike systems lies in making unequal educational experience observable. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-40-b002", "type": "PARAGRAPH", "text": "The practical standard for comparing unlike systems concerns its metadata should travel with every published value. A contrary reading would overlook that 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. Operationally, the measure is metadata tests before numerical comparison.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-40-b003", "type": "PARAGRAPH", "text": "A defensible account of comparing unlike systems distinguishes 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. For the learners concerned, the decisive consideration is whether 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. Use of the indicator is bounded by the principle that differences in programme structure and classification remain visible. A responsible commentary distinguishes observation, calculation and interpretation.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-40-b004", "type": "PARAGRAPH", "text": "Review of comparing unlike systems is credible only where it explains disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. The public account remains incomplete unless it explains how 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. For countries with incomplete or rapidly changing systems, a single group label may conceal important internal differences.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-40-b005", "type": "PARAGRAPH", "text": "comparing unlike systems cannot be judged without identifying where a disparity remains, the responsible body should state whether the obstacle is knowledge, authority, resources or implementation. The resulting interpretation should show why this makes the indicator a means of scrutiny rather than a decorative measure of concern. Public accountability requires a concise explanation of the result and its boundary. 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.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2014-02-41", "partId": "part-iceqc-r-2014-02-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-2014-02-41-b001", "type": "PARAGRAPH", "text": "sampling error and other uncertainty cannot be judged without identifying 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 evidence must therefore clarify how the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The indicator question concerns the range of values reasonably compatible with the observations. 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.", "citationIds": [ "REF-01", "REF-07" ] }, { "id": "sec-iceqc-r-2014-02-41-b002", "type": "PARAGRAPH", "text": "A defensible account of sampling error and other uncertainty distinguishes numerator, denominator, reference date, unit and exclusions should appear together. This matters because 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. The preferred construction is standard errors, design effects and data-quality qualifications.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-41-b003", "type": "PARAGRAPH", "text": "For sampling error and other uncertainty, the material distinction is between the comparison should show the level for each group as well as any ratio or gap. A contrary reading would overlook that 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. Interpretation follows this limitation: rank differences smaller than uncertainty not interpreted.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-41-b004", "type": "PARAGRAPH", "text": "The central question in sampling error and other uncertainty is protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear. For the learners concerned, the decisive consideration is whether the distributional review must deliberately include small disaggregated populations. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-41-b005", "type": "PARAGRAPH", "text": "Review of sampling error and other uncertainty is credible only where it explains the final public statement should identify remaining uncertainty and the next evidentiary step rather than convert a partial result into assurance. The institutional consequence follows from whether the decision record should connect the finding to a responsible authority, available intervention and review date. 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.", "citationIds": [ "REF-10", "REF-12" ] } ] }, { "id": "sec-iceqc-r-2014-02-42", "partId": "part-iceqc-r-2014-02-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-2014-02-42-b001", "type": "PARAGRAPH", "text": "For trends and breaks in series, the material distinction is between the substantive interest is change over time under stable definitions and populations, observed for a population and period that are stated before calculation. A contrary reading would overlook that 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. Trends and breaks in series should be approached as a defined measurement problem.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-42-b002", "type": "PARAGRAPH", "text": "In assessing trends and breaks in series, authorities must determine reconciliation should record what each source can and cannot represent. For the learners concerned, the decisive consideration is whether where estimates are revised, both the reason and effect of revision should remain accessible. Measurement should use parallel reporting where methods or boundaries change. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-42-b003", "type": "PARAGRAPH", "text": "A defensible account of trends and breaks in series distinguishes disparity measures should not replace the underlying distributions. The public account remains incomplete unless it explains how 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. The governing caution is that revisions and discontinuities marked at the point of change.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-42-b004", "type": "PARAGRAPH", "text": "trends and breaks in series cannot be judged without identifying where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. A contrary reading would overlook that where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence. Particular scrutiny is required for groups entering the data only after improved coverage. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-42-b005", "type": "PARAGRAPH", "text": "Evidence concerning trends and breaks in series should establish the evidence may justify further enquiry, immediate removal of a barrier, redistribution of resources or evaluation of an existing measure. The resulting interpretation should show why 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. Policy use should begin with a question that the competent body can answer.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2014-02-43", "partId": "part-iceqc-r-2014-02-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-2014-02-43-b001", "type": "PARAGRAPH", "text": "Evidence concerning reading disparity without blaming learners should establish the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The evidence must therefore clarify how for reading disparity without blaming learners, the first requirement is conceptual clarity. 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.", "citationIds": [ "REF-04", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-43-b002", "type": "PARAGRAPH", "text": "For reading disparity without blaming learners, the material distinction is between the definition should be fixed for the comparison at hand and deviations recorded. A proportionate conclusion must also recognise that 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. A defensible statistic would be based on descriptive findings separated from causal claims.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-43-b003", "type": "PARAGRAPH", "text": "Public responsibility for reading disparity without blaming learners begins with if a conclusion changes under a reasonable specification, that instability is part of the finding. A contrary reading would overlook that 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. The analytical rule is clear: group identity never treated as a mechanism by itself. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-43-b004", "type": "PARAGRAPH", "text": "Review of reading disparity without blaming learners is credible only where it explains field arrangements need relevant languages, accessible formats and safe participation. The public account remains incomplete unless it explains how 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. An adequate equity account asks whether communities subject to stigma are represented at each stage: population frame, collection, valid response, classification, analysis and publication. Attrition at any stage can produce an apparently complete indicator from a selective population.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-43-b005", "type": "PARAGRAPH", "text": "Public responsibility for reading disparity without blaming learners begins with the report should recognise such behaviour as a measurement risk without assuming misconduct in every discrepancy. This matters because a proportionate response records who acts, the condition to be changed and the evidence that will show whether reach was equitable. 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.", "citationIds": [ "REF-15", "REF-16" ] } ] }, { "id": "sec-iceqc-r-2014-02-44", "partId": "part-iceqc-r-2014-02-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-2014-02-44-b001", "type": "PARAGRAPH", "text": "turning evidence into equitable policy cannot be judged without identifying 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 public account remains incomplete unless it explains how the report should state the educational consequence before choosing a gap, ratio, threshold or rank. A distribution-sensitive account of a decision rule linking disparity to service, finance or legal responsibility begins by naming the decision the evidence may inform. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-44-b002", "type": "PARAGRAPH", "text": "A defensible account of turning evidence into equitable policy distinguishes a census figure should disclose enumeration rules. The resulting interpretation should show why 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. Operationally, the measure is baseline, intended reach, implementation evidence and review date. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-44-b003", "type": "PARAGRAPH", "text": "The central question in turning evidence into equitable policy is a responsible commentary distinguishes observation, calculation and interpretation. A contrary reading would overlook that 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. Use of the indicator is bounded by the principle that targets accompanied by distributional safeguards.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-44-b004", "type": "PARAGRAPH", "text": "For turning evidence into equitable policy, the material distinction is between the public report can still state that a disparity was examined, whether action is required and which body will monitor it. The resulting interpretation should show why for learners farthest below a secured minimum, a single group label may conceal important internal differences. 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.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-44-b005", "type": "PARAGRAPH", "text": "The practical standard for turning evidence into equitable policy concerns 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 proportionate conclusion must also recognise that 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. Public accountability requires a concise explanation of the result and its boundary.", "citationIds": [ "REF-17", "REF-19" ] } ] }, { "id": "sec-iceqc-r-2014-02-45", "partId": "part-iceqc-r-2014-02-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-2014-02-45-b001", "type": "PARAGRAPH", "text": "For a public account beyond the average, the material distinction is between 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. A contrary reading would overlook that the report should state the educational consequence before choosing a gap, ratio, threshold or rank. The public value of a public account beyond the average lies in making unequal educational experience observable. 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.", "citationIds": [ "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-45-b002", "type": "PARAGRAPH", "text": "a public account beyond the average requires a decision about if a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. The evidence must therefore clarify how 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. The preferred construction is national totals presented beside selected group and place indicators. Numerator, denominator, reference date, unit and exclusions should appear together.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-45-b003", "type": "PARAGRAPH", "text": "The practical standard for a public account beyond the average concerns the comparison should show the level for each group as well as any ratio or gap. The resulting interpretation should show why 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. Interpretation follows this limitation: progress claims bounded by evidence coverage and unresolved gaps.", "citationIds": [ "REF-15", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-45-b004", "type": "PARAGRAPH", "text": "In assessing a public account beyond the average, authorities must determine coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. A contrary reading would overlook that 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. The distributional review must deliberately include every learner otherwise hidden by a successful average. These populations may be missing not only from good outcomes but from the denominator itself.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-45-b005", "type": "PARAGRAPH", "text": "Review of a public account beyond the average is credible only where it explains an indicator is useful when it can alter service location, staffing, language support, accessibility, household assistance or another defined condition. The public account remains incomplete unless it explains how 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. The decision record should connect the finding to a responsible authority, available intervention and review date.", "citationIds": [ "REF-20", "REF-21" ] } ] }, { "id": "sec-iceqc-r-2014-02-46", "partId": "part-iceqc-r-2014-02-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-2014-02-46-b001", "type": "PARAGRAPH", "text": "Public responsibility for composite measures and the loss of meaning begins with where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison. A contrary reading would overlook that the analytical purpose is combining several dimensions into a summary measure. 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.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-46-b002", "type": "PARAGRAPH", "text": "composite measures and the loss of meaning cannot be judged without identifying choices on these matters are not neutral presentation details. The institutional consequence follows from whether 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. The principal methodological questions concern weights, normalisation and substitution.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2014-02-46-b003", "type": "PARAGRAPH", "text": "Institutional action on composite measures and the loss of meaning should be tested against direction must therefore be joined to adequacy. A proportionate conclusion must also recognise that 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. The main interpretive danger is a low value in one dimension being concealed by a high value in another. 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.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-46-b004", "type": "PARAGRAPH", "text": "For composite measures and the loss of meaning, the material distinction is between a record of agreement should follow reconciliation of concepts rather than simple numerical proximity. The institutional consequence follows from whether 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. Source quality should be considered dimension by dimension. 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.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-46-b005", "type": "PARAGRAPH", "text": "For composite measures and the loss of meaning, the material distinction is between analysts should compare coverage against independent population and service information and preserve an unknown category where classification is incomplete. For the learners concerned, the decisive consideration is whether 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. Equity review asks who can disappear during construction of the measure. 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.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-46-b006", "type": "PARAGRAPH", "text": "composite measures and the loss of meaning cannot be judged without identifying credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. The institutional consequence follows from whether 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. The policy user is policy-makers deciding whether a summary aids or obscures resource allocation. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-46-b007", "type": "PARAGRAPH", "text": "composite measures and the loss of meaning cannot be judged without identifying people should not be asked repeatedly for sensitive information when no competent body can act upon the answer. This matters because participation by affected communities strengthens both interpretation and legitimacy. 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.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2014-02-46-b008", "type": "PARAGRAPH", "text": "For composite measures and the loss of meaning, the material distinction is between earlier values should remain available so that revision is not mistaken for real progress. The evidence must therefore clarify how 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. Final reporting should give a clear institutional judgement. 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.", "citationIds": [ "REF-23", "REF-24" ] } ] }, { "id": "sec-iceqc-r-2014-02-47", "partId": "part-iceqc-r-2014-02-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-2014-02-47-b001", "type": "PARAGRAPH", "text": "For decomposing an observed education gap, the material distinction is between a result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The resulting interpretation should show why 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. The analytical purpose is examining how a national disparity is distributed across places and population groups. 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.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2014-02-47-b002", "type": "PARAGRAPH", "text": "Public responsibility for decomposing an observed education gap begins with a defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. For the learners concerned, the decisive consideration is whether 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. The principal methodological questions concern population shares, outcome levels and overlapping membership. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-47-b003", "type": "PARAGRAPH", "text": "The central question in decomposing an observed education gap is avoiding it requires the underlying counts and distributions to remain visible beside any summary. For the learners concerned, the decisive consideration is whether 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. The main interpretive danger is treating a descriptive decomposition as proof of cause.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-47-b004", "type": "PARAGRAPH", "text": "The practical standard for decomposing an observed education gap concerns a record of disagreement should identify plausible sources and the decision consequence. The public account remains incomplete unless it explains how 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. Source quality should be considered dimension by dimension. 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.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-47-b005", "type": "PARAGRAPH", "text": "In assessing decomposing an observed education gap, authorities must determine 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. The evidence must therefore clarify how 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. Equity review asks who can disappear during construction of the measure.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-47-b006", "type": "PARAGRAPH", "text": "Comparative interpretation of decomposing an observed education gap depends upon the certainty required depends upon the consequence. For the learners concerned, the decisive consideration is whether 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. The policy user is authorities locating where further enquiry and action are warranted. 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.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2014-02-47-b007", "type": "PARAGRAPH", "text": "Comparative interpretation of decomposing an observed education gap depends upon the two forms answer different questions. The resulting interpretation should show why 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. Participation by affected communities strengthens both interpretation and legitimacy. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-47-b008", "type": "PARAGRAPH", "text": "Review of decomposing an observed education gap is credible only where it explains 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. The evidence must therefore clarify how 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. Final reporting should give a clear institutional judgement.", "citationIds": [ "REF-01", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-48", "partId": "part-iceqc-r-2014-02-xvi", "parentId": null, "number": "48", "title": "Setting distribution-sensitive targets", "anchor": "48-setting-distribution-sensitive-targets", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-48-b001", "type": "PARAGRAPH", "text": "The practical standard for setting distribution-sensitive targets concerns a result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The resulting interpretation should show why 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. The analytical purpose is expressing progress as improvement in secured minimums and unjustified gaps. 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.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-48-b002", "type": "PARAGRAPH", "text": "For setting distribution-sensitive targets, the material distinction is between they determine how strongly one component, place or population can influence the conclusion. The institutional consequence follows from whether 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. The principal methodological questions concern baseline stability, ambition and safeguards against exclusion. Choices on these matters are not neutral presentation details.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-48-b003", "type": "PARAGRAPH", "text": "Public responsibility for setting distribution-sensitive targets begins with no result should be described as equitable solely because one relative measure improved. The public account remains incomplete unless it explains how the main interpretive danger is meeting a mean target while abandoning those farthest behind. 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.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-48-b004", "type": "PARAGRAPH", "text": "The practical standard for setting distribution-sensitive targets concerns censuses can support small-area denominators at longer intervals, while enumeration rules and population movement affect coverage. A contrary reading would overlook that 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. Source quality should be considered dimension by dimension. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-48-b005", "type": "PARAGRAPH", "text": "Institutional action on setting distribution-sensitive targets should be tested against small cells require protection against disclosure and caution about statistical stability. A proportionate conclusion must also recognise that 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. Equity review asks who can disappear during construction of the measure. 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.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2014-02-48-b006", "type": "PARAGRAPH", "text": "Comparative interpretation of setting distribution-sensitive targets depends upon every response should name the expected population reach and the later observation that will test it. The public account remains incomplete unless it explains how otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners. The policy user is governments linking national commitments to subnational delivery. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-48-b007", "type": "PARAGRAPH", "text": "The practical standard for setting distribution-sensitive targets concerns the two forms answer different questions. A proportionate conclusion must also recognise that 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. Participation by affected communities strengthens both interpretation and legitimacy. 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.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-48-b008", "type": "PARAGRAPH", "text": "Evidence concerning setting distribution-sensitive targets should establish earlier values should remain available so that revision is not mistaken for real progress. A contrary reading would overlook that 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. Final reporting should give a clear institutional judgement. 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.", "citationIds": [ "REF-02", "REF-04" ] } ] }, { "id": "sec-iceqc-r-2014-02-49", "partId": "part-iceqc-r-2014-02-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-2014-02-49-b001", "type": "PARAGRAPH", "text": "Evidence concerning linking learners to service geography should establish the evidence base comprises settlement populations, travel conditions, schools, teachers and programme levels, each of which describes a different feature of educational opportunity. The resulting interpretation should show why 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. The analytical purpose is relating participation and learning to the location and capacity of education services. That purpose should be written before the calculation because method follows the intended inference.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-49-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of linking learners to service geography depends upon documentation should also state which observations are direct, which are estimated and which are unavailable. For the learners concerned, the decisive consideration is whether missing values should remain missing unless an explicit estimation method and its effect are shown. The principal methodological questions concern geographical scale, boundary effects and facility catchments. 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. 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No result should be described as equitable solely because one relative measure improved. The main interpretive danger is assuming the nearest mapped institution is accessible or appropriate.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-49-b004", "type": "PARAGRAPH", "text": "A defensible account of linking learners to service geography distinguishes administrative returns may provide frequent local detail but exclude non-participants and non-reporting institutions. A proportionate conclusion must also recognise that 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. Source quality should be considered dimension by dimension.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2014-02-49-b005", "type": "PARAGRAPH", "text": "The practical standard for linking learners to service geography concerns analysts should compare coverage against independent population and service information and preserve an unknown category where classification is incomplete. This matters because 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. Equity review asks who can disappear during construction of the measure. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-49-b006", "type": "PARAGRAPH", "text": "The practical standard for linking learners to service geography concerns every response should name the expected population reach and the later observation that will test it. The resulting interpretation should show why otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners. The policy user is planners choosing sites, transport support and teacher deployment. 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.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-49-b007", "type": "PARAGRAPH", "text": "For linking learners to service geography, the material distinction is between authorities should provide accessible explanations of definitions and invite correction where categories misdescribe experience. The resulting interpretation should show why 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. Participation by affected communities strengthens both interpretation and legitimacy. 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.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2014-02-49-b008", "type": "PARAGRAPH", "text": "The practical standard for linking learners to service geography concerns the objective is not maximum numerical output. A proportionate conclusion must also recognise that it is a trustworthy connection between unequal educational experience, public responsibility and corrective action. Final reporting should give a clear institutional judgement. 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. 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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. The analytical purpose is interpreting differences between administrative, survey and census estimates. That purpose should be written before the calculation because method follows the intended inference.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-50-b002", "type": "PARAGRAPH", "text": "For reconciling conflicting sources, the material distinction is between a defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. The institutional consequence follows from whether 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. The principal methodological questions concern a documented comparison of population and variable definitions. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-50-b003", "type": "PARAGRAPH", "text": "reconciling conflicting sources requires a decision about comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. This matters because no result should be described as equitable solely because one relative measure improved. The main interpretive danger is averaging incompatible estimates into an apparently precise figure. 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. 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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.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2014-02-50-b007", "type": "PARAGRAPH", "text": "Evidence concerning reconciling conflicting sources should establish consultation should not be treated as statistical verification, nor should a survey estimate displace credible evidence of a local barrier. The institutional consequence follows from whether 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. 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The public account remains incomplete unless it explains how 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. The analytical purpose is maintaining useful distributional evidence when populations and services move rapidly. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-51-b002", "type": "PARAGRAPH", "text": "Public responsibility for monitoring marginalisation during severe disruption begins with choices on these matters are not neutral presentation details. For the learners concerned, the decisive consideration is whether 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. 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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. The main interpretive danger is using an unstable emergency denominator to assert durable improvement. Avoiding it requires the underlying counts and distributions to remain visible beside any summary.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-51-b004", "type": "PARAGRAPH", "text": "Review of monitoring marginalisation during severe disruption is credible only where it explains administrative returns may provide frequent local detail but exclude non-participants and non-reporting institutions. A proportionate conclusion must also recognise that 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. Source quality should be considered dimension by dimension.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-51-b005", "type": "PARAGRAPH", "text": "For monitoring marginalisation during severe disruption, the material distinction is between 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. For the learners concerned, the decisive consideration is whether 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. Equity review asks who can disappear during construction of the measure.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2014-02-51-b006", "type": "PARAGRAPH", "text": "monitoring marginalisation during severe disruption requires a decision about every response should name the expected population reach and the later observation that will test it. This matters because otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners. The policy user is authorities protecting access while rebuilding regular statistics. 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. 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Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison. The analytical purpose is explaining what is known strongly enough to justify action and what remains unresolved. 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.", "citationIds": [ "REF-21", "REF-23" ] }, { "id": "sec-iceqc-r-2014-02-52-b002", "type": "PARAGRAPH", "text": "Evidence concerning communicating uncertainty without losing urgency should establish if the headline conclusion changes materially, the range of results should be reported. The institutional consequence follows from whether 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. The principal methodological questions concern plain institutional language joined to exact metadata. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. 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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.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-52-b004", "type": "PARAGRAPH", "text": "communicating uncertainty without losing urgency cannot be judged without identifying censuses can support small-area denominators at longer intervals, while enumeration rules and population movement affect coverage. This matters because 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. Source quality should be considered dimension by dimension. 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.", "citationIds": [ "REF-02", "REF-04" ] }, { "id": "sec-iceqc-r-2014-02-52-b005", "type": "PARAGRAPH", "text": "Institutional action on communicating uncertainty without losing urgency should be tested against analysts should compare coverage against independent population and service information and preserve an unknown category where classification is incomplete. A proportionate conclusion must also recognise that 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. Equity review asks who can disappear during construction of the measure. 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.", "citationIds": [ "REF-05", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-52-b006", "type": "PARAGRAPH", "text": "Review of communicating uncertainty without losing urgency is credible only where it explains 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. For the learners concerned, the decisive consideration is whether 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. The policy user is the public, affected communities and responsible decision-makers.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-52-b007", "type": "PARAGRAPH", "text": "Evidence concerning communicating uncertainty without losing urgency should establish consultation should not be treated as statistical verification, nor should a survey estimate displace credible evidence of a local barrier. For the learners concerned, the decisive consideration is whether 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. Participation by affected communities strengthens both interpretation and legitimacy. Local knowledge can identify seasonal movement, unsafe routes, hidden household costs, language use and service boundaries that national categories miss.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-52-b008", "type": "PARAGRAPH", "text": "communicating uncertainty without losing urgency cannot be judged without identifying changes to definitions, boundaries or population estimates should appear at the point where a series changes. A proportionate conclusion must also recognise that 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. Final reporting should give a clear institutional judgement. 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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. The analytical purpose is assembling a concise recurring account beyond the national average. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-53-b002", "type": "PARAGRAPH", "text": "Evidence concerning a national marginalisation profile should establish sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. The public account remains incomplete unless it explains how 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. The principal methodological questions concern a stable core with context-specific distributions. 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.", "citationIds": [ "REF-01", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-53-b003", "type": "PARAGRAPH", "text": "Evidence concerning a national marginalisation profile should establish no result should be described as equitable solely because one relative measure improved. The public account remains incomplete unless it explains how the main interpretive danger is creating an encyclopaedia of indicators without decision priority. 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. 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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.", "citationIds": [ "REF-08", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-53-b006", "type": "PARAGRAPH", "text": "A defensible account of a national marginalisation profile distinguishes otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners. A contrary reading would overlook that the policy user is parliament, ministries, local authorities and communities reviewing educational equity. 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.", "citationIds": [ "REF-13", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-53-b007", "type": "PARAGRAPH", "text": "In assessing a national marginalisation profile, authorities must determine local knowledge can identify seasonal movement, unsafe routes, hidden household costs, language use and service boundaries that national categories miss. This matters because 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. Participation by affected communities strengthens both interpretation and legitimacy.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-53-b008", "type": "PARAGRAPH", "text": "The central question in a national marginalisation profile is the objective is not maximum numerical output. The public account remains incomplete unless it explains how it is a trustworthy connection between unequal educational experience, public responsibility and corrective action. Final reporting should give a clear institutional judgement. 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.", "citationIds": [ "REF-21", "REF-23" ] } ] }, { "id": "sec-iceqc-r-2014-02-54", "partId": "part-iceqc-r-2014-02-xvii", "parentId": null, "number": "54", "title": "Minimum comparison threshold", "anchor": "54-minimum-comparison-threshold", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-54-b001", "type": "PARAGRAPH", "text": "Public responsibility for minimum comparison threshold begins with national means should be accompanied by lower-tail, threshold and group evidence. The public account remains incomplete unless it explains how opportunity to learn, participation and exclusions remain material. A learning-disparity comparison requires a declared construct, represented population, assessment conditions, scale, uncertainty and distribution.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-55", "partId": "part-iceqc-r-2014-02-xvii", "parentId": null, "number": "55", "title": "Within-system interpretation", "anchor": "55-within-system-interpretation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-55-b001", "type": "PARAGRAPH", "text": "For within-system interpretation, the material distinction is between missing learners and non-participating schools must remain visible. The public account remains incomplete unless it explains how within-system gaps should preserve place, group and institutional context without assigning cause from identity. Counts, levels, absolute gaps and ratios answer different questions.", "citationIds": [ "REF-01", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2014-02-56", "partId": "part-iceqc-r-2014-02-xvii", "parentId": null, "number": "56", "title": "Between-system interpretation", "anchor": "56-between-system-interpretation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-56-b001", "type": "PARAGRAPH", "text": "Institutional action on between-system interpretation should be tested against rank differences smaller than uncertainty should not support categorical conclusions. A contrary reading would overlook that harmonisation does not remove substantive system difference. Between-system comparison requires metadata tests for curriculum, age, language, sampling and assessment.", "citationIds": [ "REF-02", "REF-03" ] } ] }, { "id": "sec-iceqc-r-2014-02-57", "partId": "part-iceqc-r-2014-02-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-2014-02-57-b001", "type": "PARAGRAPH", "text": "The practical standard for assessment participation and the represented learning population concerns the target population, eligible population, sampled population and assessed population should be reported separately. The resulting interpretation should show why 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. A learning distribution is defined partly by who participates in the assessment.", "citationIds": [ "REF-01", "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-57-b002", "type": "PARAGRAPH", "text": "The practical standard for assessment participation and the represented learning population concerns if institutions outside the frame differ systematically from included schools, a high learner response rate within sampled schools cannot repair the coverage limitation. The institutional consequence follows from whether 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. Participation should therefore accompany every reported mean, proficiency share or percentile. School exclusion and within-school absence need separate observation where the design permits.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-57-b003", "type": "PARAGRAPH", "text": "A defensible account of assessment participation and the represented learning population distinguishes sensitivity analysis can examine plausible bounds or compare known characteristics of participants and non-participants. The public account remains incomplete unless it explains how 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. Non-participation should not be assigned a score. Coding an absent learner as below threshold invents performance evidence; removing every absence without comment creates a different bias.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-57-b004", "type": "PARAGRAPH", "text": "For assessment participation and the represented learning population, the material distinction is between an assessment may permit attendance yet fail to elicit the intended construct if the format, communication or response mode is inaccessible. The evidence must therefore clarify how 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. Accommodation and language arrangements affect participation and result validity.", "citationIds": [ "REF-05", "REF-10", "REF-12" ] }, { "id": "sec-iceqc-r-2014-02-57-b005", "type": "PARAGRAPH", "text": "The practical standard for assessment participation and the represented learning population concerns the responsible education body should identify which population remains unrepresented and when better evidence will be available. This matters because a national learning claim should be no broader than that coverage. Public interpretation should connect participation to policy. 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.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2014-02-58", "partId": "part-iceqc-r-2014-02-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-2014-02-58-b001", "type": "PARAGRAPH", "text": "scale, threshold and distribution comparability cannot be judged without identifying a numerical score has meaning through the tasks, response model, scoring rules and population for which interpretation has been supported. For the learners concerned, the decisive consideration is whether 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. Comparisons require a clear statement of what the assessment scale represents.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-58-b002", "type": "PARAGRAPH", "text": "The practical standard for scale, threshold and distribution comparability concerns these summaries should remain tied to uncertainty and assessment coverage. This matters because means provide one description of the centre and can conceal change elsewhere. 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.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-58-b003", "type": "PARAGRAPH", "text": "In assessing scale, threshold and distribution comparability, authorities must determine descriptions such as basic, adequate or advanced should be treated as definitions under the assessment, not universal attributes of a learner or education system. The institutional consequence follows from whether threshold comparisons need stable standard-setting and clear labels. 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.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-58-b004", "type": "PARAGRAPH", "text": "Comparative interpretation of scale, threshold and distribution comparability depends upon some comparisons may remain defensible at a broad domain while narrower subscales do not. A contrary reading would overlook that the permissible inference should be stated accordingly. Cross-language and cross-cultural comparability require evidence, not an assumption that translation has preserved difficulty and meaning. 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.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-58-b005", "type": "PARAGRAPH", "text": "Public responsibility for scale, threshold and distribution comparability begins with league order does not answer those questions. For the learners concerned, the decisive consideration is whether a rank is usually less informative than the estimated difference, uncertainty and distribution. 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.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2014-02-59", "partId": "part-iceqc-r-2014-02-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-2014-02-59-b001", "type": "PARAGRAPH", "text": "Review of opportunity to learn and interpretation of achievement gaps is credible only where it explains this includes curriculum entitlement, content actually taught, instructional time, teacher availability, language, materials, attendance and access to support. A proportionate conclusion must also recognise that 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. Achievement evidence should be interpreted with opportunity to learn.", "citationIds": [ "REF-01", "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-59-b002", "type": "PARAGRAPH", "text": "Review of opportunity to learn and interpretation of achievement gaps is credible only where it explains contradictions can identify local variation or weak measurement and should not be resolved by choosing the account most favourable to the system. For the learners concerned, the decisive consideration is whether the official curriculum establishes intended opportunity, not delivered instruction. 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.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-59-b003", "type": "PARAGRAPH", "text": "Evidence concerning opportunity to learn and interpretation of achievement gaps should establish total hours also conceal subject allocation and teaching quality. The resulting interpretation should show why 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. Instructional time should distinguish scheduled, delivered and attended time. Closures, teacher absence, shortened shifts and late entry can reduce delivered or usable time.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-59-b004", "type": "PARAGRAPH", "text": "opportunity to learn and interpretation of achievement gaps cannot be judged without identifying textbooks delivered to a school may not be available in the relevant language, grade or classroom. A proportionate conclusion must also recognise that 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. Resource indicators should be connected to use.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-59-b005", "type": "PARAGRAPH", "text": "Review of opportunity to learn and interpretation of achievement gaps is credible only where it explains their purpose is to identify conditions within public responsibility and to design support. For the learners concerned, the decisive consideration is whether 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. Policy conclusions should avoid treating opportunity indicators as excuses for low expectations.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2014-02-60", "partId": "part-iceqc-r-2014-02-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-2014-02-60-b001", "type": "PARAGRAPH", "text": "The central question in decomposing disparities within education systems is decomposition can describe where variation is concentrated, provided it is not treated as proof of cause. The public account remains incomplete unless it explains how 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. A national disparity can reflect differences between regions, schools, classrooms and learners.", "citationIds": [ "REF-01", "REF-09", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-60-b002", "type": "PARAGRAPH", "text": "For decomposing disparities within education systems, the material distinction is between small schools and sparsely populated areas may require special treatment, but removal changes the population represented. A contrary reading would overlook that reports should state exclusions and avoid presenting a modelled residual as direct observation. The level of analysis should correspond to the sampling and decision structure. Learners are commonly nested within classes and schools, while policies may operate through districts or providers. Standard errors and models should respect clustering.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-60-b003", "type": "PARAGRAPH", "text": "Institutional action on decomposing disparities within education systems should be tested against a raw school mean combines prior opportunity, intake, mobility, attendance and current teaching. The institutional consequence follows from whether 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. Group composition affects school comparisons.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-60-b004", "type": "PARAGRAPH", "text": "Comparative interpretation of decomposing disparities within education systems depends upon policy priority should consider educational severity, population, rights and feasibility rather than statistical contribution alone. The institutional consequence follows from whether maps and rankings, where used elsewhere, should not expose small communities or imply a boundary creates the disparity. Geographical decomposition should preserve absolute numbers and service context. 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.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-60-b005", "type": "PARAGRAPH", "text": "Review of decomposing disparities within education systems is credible only where it explains each hypothesis requires additional evidence. The resulting interpretation should show why the decomposition locates questions; it does not authorise blame. Follow-up should state the condition examined, action taken and later learning evidence. The appropriate outcome is a decision agenda. 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.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2014-02-61", "partId": "part-iceqc-r-2014-02-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-2014-02-61-b001", "type": "PARAGRAPH", "text": "The practical standard for bounded conclusions between education systems concerns metadata review should precede numerical comparison. The evidence must therefore clarify how where a material difference cannot be reconciled, the systems may still be described separately without a common rank. Between-system comparison serves public learning when it identifies patterns, plausible questions and alternative institutional arrangements. It becomes misleading when harmonised labels conceal different programme structures, ages, curricula, languages, participation or assessment conditions.", "citationIds": [ "REF-02", "REF-03", "REF-16" ] }, { "id": "sec-iceqc-r-2014-02-61-b002", "type": "PARAGRAPH", "text": "Review of bounded conclusions between education systems is credible only where it explains an apparent national advantage may not extend to poor, rural, minority-language or disabled learners. A contrary reading would overlook that reports should place distributional evidence beside the system result and avoid using nationality as an explanation. Country and system averages should not be interpreted as attributes of every school or learner. Within-system distributions can overlap substantially even where means differ. Group composition and population coverage matter.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-61-b003", "type": "PARAGRAPH", "text": "bounded conclusions between education systems cannot be judged without identifying changes in curriculum, assessment mode, participation, sampling frame or system boundaries can create discontinuity. A proportionate conclusion must also recognise that 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. Temporal comparison requires stable linkage.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-61-b004", "type": "PARAGRAPH", "text": "Review of bounded conclusions between education systems is credible only where it explains a practice associated with high performance elsewhere may depend upon teacher preparation, finance, curriculum coherence or social conditions absent in the receiving system. For the learners concerned, the decisive consideration is whether 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. Policy borrowing should attend to authority, capacity, sequence and context.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-61-b005", "type": "PARAGRAPH", "text": "Evidence concerning bounded conclusions between education systems should establish causal judgement requires additional design. The evidence must therefore clarify how 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. The final international statement should distinguish three levels. Recorded fact describes the observed results under stated methods. Interpretation identifies patterns and limitations. Policy consideration proposes further enquiry or action under national authority.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2014-02-62", "partId": "part-iceqc-r-2014-02-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-2014-02-62-b001", "type": "PARAGRAPH", "text": "A defensible account of uncertainty, materiality and the duty to respond distinguishes more decimal places cannot repair weak coverage. A contrary reading would overlook that the public report should identify which uncertainty could alter the decision and which does not affect the direction of urgent protection. Uncertainty should qualify a disparity claim without neutralising it. 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.", "citationIds": [ "REF-02", "REF-03" ] }, { "id": "sec-iceqc-r-2014-02-62-b002", "type": "PARAGRAPH", "text": "The central question in uncertainty, materiality and the duty to respond is additional diagnostic support can be introduced and reviewed more readily than a high-stakes classification of schools or learners. The evidence must therefore clarify how statistical significance should not substitute for educational materiality. 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.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-62-b003", "type": "PARAGRAPH", "text": "The central question in uncertainty, materiality and the duty to respond is where participation is selective, improve coverage and examine barriers. For the learners concerned, the decisive consideration is whether 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. A remedy should match the evidence.", "citationIds": [] }, { "id": "sec-iceqc-r-2014-02-62-b004", "type": "PARAGRAPH", "text": "Institutional action on uncertainty, materiality and the duty to respond should be tested against reports should preserve the original estimate, method and limitation, then state why revision occurred. A contrary reading would overlook that 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. Later evidence should be capable of changing the conclusion.", "citationIds": [] } ] }, { "id": "sec-iceqc-r-2014-02-63", "partId": "part-iceqc-r-2014-02-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-2014-02-63-b001", "type": "PARAGRAPH", "text": "defining a persistent learning gap cannot be judged without identifying the baseline should preserve the underlying distribution and absolute numbers. The evidence must therefore clarify how 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. The improvement question concerns a sustained disparity in a declared learning domain, population and period. 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.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2014-02-63-b002", "type": "PARAGRAPH", "text": "Institutional action on defining a persistent learning gap should be tested against avoiding it requires evidence on both learning and the opportunity supplied. This matters because 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. The principal error is a fluctuating score or one cohort difference being treated as proof of persistence.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-63-b003", "type": "PARAGRAPH", "text": "Review of defining a persistent learning gap is credible only where it explains learner and teacher accounts can identify barriers. The public account remains incomplete unless it explains how agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting. The required evidence includes baseline, assessment coverage, uncertainty, distribution and opportunity to learn. 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.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-63-b004", "type": "PARAGRAPH", "text": "For defining a persistent learning gap, the material distinction is between any departure should be recorded with its reason and expected learner consequence. For the learners concerned, the decisive consideration is whether the governing action is to select a gap that is educationally material and within public influence. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-63-b005", "type": "PARAGRAPH", "text": "defining a persistent learning gap cannot be judged without identifying a plan can improve its average by reaching learners closest to a threshold while leaving those farthest behind. The institutional consequence follows from whether targets should therefore include the least-served position and protection against exclusion. Small groups require confidentiality and careful precision, not disappearance from review. Distributional review should ask who is eligible, offered support, participates, receives the intended intensity and demonstrates a later response. Gender, household resources, disability, language, residence and prior opportunity may intersect.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-63-b006", "type": "PARAGRAPH", "text": "Public responsibility for defining a persistent learning gap begins with a plan relying on a few exceptional individuals is not institutionally secure. The evidence must therefore clarify how leadership should route obstacles to bodies able to change staffing, finance, curriculum or assessment rather than leaving every correction to the classroom. Professional capability is central. 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.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-63-b007", "type": "PARAGRAPH", "text": "The central question in defining a persistent learning gap is a favourable later result may reflect population or assessment change and should be tested against the baseline metadata. For the learners concerned, the decisive consideration is whether 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. The public account should distinguish authorisation, delivery, use and learning consequence. It should report limitations, adverse effects and unresolved learners.", "citationIds": [ "REF-01", "REF-02" ] } ] }, { "id": "sec-iceqc-r-2014-02-64", "partId": "part-iceqc-r-2014-02-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-2014-02-64-b001", "type": "PARAGRAPH", "text": "For from diagnosis to an intervention hypothesis, the material distinction is between the baseline should preserve the underlying distribution and absolute numbers. The evidence must therefore clarify how 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. The improvement question concerns an explicit account of the condition expected to change learning. 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.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-64-b002", "type": "PARAGRAPH", "text": "Institutional action on from diagnosis to an intervention hypothesis should be tested against achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. A proportionate conclusion must also recognise that 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. The principal error is group identity or low performance being mistaken for a causal explanation. Avoiding it requires evidence on both learning and the opportunity supplied.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-64-b003", "type": "PARAGRAPH", "text": "Public responsibility for from diagnosis to an intervention hypothesis begins with each source should be used within scope. A contrary reading would overlook that 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. The required evidence includes curriculum exposure, teaching practice, language, time, materials and support.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-64-b004", "type": "PARAGRAPH", "text": "The practical standard for from diagnosis to an intervention hypothesis concerns local adaptation should remain possible within a common substantive condition. The public account remains incomplete unless it explains how any departure should be recorded with its reason and expected learner consequence. The governing action is to state the mechanism and plausible alternatives before choosing activity. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-64-b005", "type": "PARAGRAPH", "text": "Public responsibility for from diagnosis to an intervention hypothesis begins with gender, household resources, disability, language, residence and prior opportunity may intersect. For the learners concerned, the decisive consideration is whether 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. Distributional review should ask who is eligible, offered support, participates, receives the intended intensity and demonstrates a later response.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-64-b006", "type": "PARAGRAPH", "text": "The practical standard for from diagnosis to an intervention hypothesis concerns a plan relying on a few exceptional individuals is not institutionally secure. The public account remains incomplete unless it explains how leadership should route obstacles to bodies able to change staffing, finance, curriculum or assessment rather than leaving every correction to the classroom. Professional capability is central. 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.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2014-02-64-b007", "type": "PARAGRAPH", "text": "Comparative interpretation of from diagnosis to an intervention hypothesis depends upon it should report limitations, adverse effects and unresolved learners. The evidence must therefore clarify how 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. The public account should distinguish authorisation, delivery, use and learning consequence.", "citationIds": [ "REF-03", "REF-06" ] } ] }, { "id": "sec-iceqc-r-2014-02-65", "partId": "part-iceqc-r-2014-02-xix", "parentId": null, "number": "65", "title": "Designing the targeted plan", "anchor": "65-designing-the-targeted-plan", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-65-b001", "type": "PARAGRAPH", "text": "Review of designing the targeted plan is credible only where it explains it should be stated with the learner population, educational domain, geography and evidence period. The public account remains incomplete unless it explains how 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. The improvement question concerns a bounded sequence connecting resources and actions to learner-facing change.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-65-b002", "type": "PARAGRAPH", "text": "Comparative interpretation of designing the targeted plan depends upon this discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions. For the learners concerned, the decisive consideration is whether the principal error is a list of activities replacing a coherent implementation logic. 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.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-65-b003", "type": "PARAGRAPH", "text": "The central question in designing the targeted plan is agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting. The resulting interpretation should show why the required evidence includes responsibility, staff capability, learner support, milestones 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-65-b004", "type": "PARAGRAPH", "text": "A defensible account of designing the targeted plan distinguishes teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. This matters because local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence. The governing action is to choose a feasible intensity and protect the common educational entitlement. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-65-b005", "type": "PARAGRAPH", "text": "The central question in designing the targeted plan is a plan can improve its average by reaching learners closest to a threshold while leaving those farthest behind. A contrary reading would overlook that targets should therefore include the least-served position and protection against exclusion. Small groups require confidentiality and careful precision, not disappearance from review. Distributional review should ask who is eligible, offered support, participates, receives the intended intensity and demonstrates a later response. Gender, household resources, disability, language, residence and prior opportunity may intersect.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2014-02-65-b006", "type": "PARAGRAPH", "text": "Public responsibility for designing the targeted plan begins with moderation should examine evidence and reasoning rather than force identical decisions for unlike cases. A proportionate conclusion must also recognise that 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. Professional capability is central. Teachers need subject knowledge, worked examples, diagnostic interpretation and protected time to collaborate.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-65-b007", "type": "PARAGRAPH", "text": "For designing the targeted plan, the material distinction is between it should report limitations, adverse effects and unresolved learners. This matters because 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. The public account should distinguish authorisation, delivery, use and learning consequence.", "citationIds": [ "REF-08", "REF-09" ] } ] }, { "id": "sec-iceqc-r-2014-02-66", "partId": "part-iceqc-r-2014-02-xix", "parentId": null, "number": "66", "title": "Resourcing equitable implementation", "anchor": "66-resourcing-equitable-implementation", "level": 1, "blocks": [ { "id": "sec-iceqc-r-2014-02-66-b001", "type": "PARAGRAPH", "text": "Evidence concerning resourcing equitable implementation should establish a national average is insufficient when the plan addresses a local or group disparity. For the learners concerned, the decisive consideration is whether 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. The improvement question concerns the staff, time, materials, accessibility and finance required by the selected mechanism. It should be stated with the learner population, educational domain, geography and evidence period.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-66-b002", "type": "PARAGRAPH", "text": "resourcing equitable implementation requires a decision about authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. This matters because 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. The principal error is weak institutions being expected to implement with the same nominal allocation. 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.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-66-b003", "type": "PARAGRAPH", "text": "The central question in resourcing equitable implementation is assessment provides bounded learning evidence subject to coverage and validity. A contrary reading would overlook that 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. The required evidence includes recurrent cost, teacher workload, additional need and household burden. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-66-b004", "type": "PARAGRAPH", "text": "Institutional action on resourcing equitable implementation should be tested against teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. The institutional consequence follows from whether local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence. The governing action is to direct greater support where barriers and implementation costs are greater. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2014-02-66-b005", "type": "PARAGRAPH", "text": "Public responsibility for resourcing equitable implementation begins with targets should therefore include the least-served position and protection against exclusion. The public account remains incomplete unless it explains how small groups require confidentiality and careful precision, not disappearance from review. Distributional review should ask who is eligible, offered support, participates, receives the intended intensity and demonstrates a later response. 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.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-66-b006", "type": "PARAGRAPH", "text": "The practical standard for resourcing equitable implementation concerns teachers need subject knowledge, worked examples, diagnostic interpretation and protected time to collaborate. The public account remains incomplete unless it explains how 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. Professional capability is central.", "citationIds": [ "REF-08", "REF-09" ] }, { "id": "sec-iceqc-r-2014-02-66-b007", "type": "PARAGRAPH", "text": "A defensible account of resourcing equitable implementation distinguishes where benefit depends on temporary support, institutionalisation requires recurrent finance and ordinary ownership. The public account remains incomplete unless it explains how completion is demonstrated by stronger learning opportunity and a functioning correction route, not by the end of a project. The public account should distinguish authorisation, delivery, use and learning consequence. 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.", "citationIds": [ "REF-13", "REF-14" ] } ] }, { "id": "sec-iceqc-r-2014-02-67", "partId": "part-iceqc-r-2014-02-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-2014-02-67-b001", "type": "PARAGRAPH", "text": "The central question in monitoring reach, quality and learning response is a national average is insufficient when the plan addresses a local or group disparity. The institutional consequence follows from whether 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. The improvement question concerns evidence that the intended learners received the intervention as designed and benefited educationally. It should be stated with the learner population, educational domain, geography and evidence period.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-67-b002", "type": "PARAGRAPH", "text": "The practical standard for monitoring reach, quality and learning response concerns avoiding it requires evidence on both learning and the opportunity supplied. The evidence must therefore clarify how 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. The principal error is participation counts being treated as learning evidence.", "citationIds": [ "REF-23", "REF-24" ] }, { "id": "sec-iceqc-r-2014-02-67-b003", "type": "PARAGRAPH", "text": "Evidence concerning monitoring reach, quality and learning response should establish agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting. A contrary reading would overlook that the required evidence includes eligibility, offer, take-up, dosage, teaching quality, work and assessment. 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.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2014-02-67-b004", "type": "PARAGRAPH", "text": "monitoring reach, quality and learning response cannot be judged without identifying dependencies should be sequenced. The evidence must therefore clarify how 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. The governing action is to combine timely implementation evidence with valid learning review. Implementation should identify who acts, with what authority, resources and deadline.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-67-b005", "type": "PARAGRAPH", "text": "Public responsibility for monitoring reach, quality and learning response begins with targets should therefore include the least-served position and protection against exclusion. The institutional consequence follows from whether small groups require confidentiality and careful precision, not disappearance from review. Distributional review should ask who is eligible, offered support, participates, receives the intended intensity and demonstrates a later response. Gender, household resources, disability, language, residence and prior opportunity may intersect. 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Professional capability is central.", "citationIds": [ "REF-13", "REF-14" ] }, { "id": "sec-iceqc-r-2014-02-67-b007", "type": "PARAGRAPH", "text": "A defensible account of monitoring reach, quality and learning response distinguishes where benefit depends on temporary support, institutionalisation requires recurrent finance and ordinary ownership. For the learners concerned, the decisive consideration is whether completion is demonstrated by stronger learning opportunity and a functioning correction route, not by the end of a project. The public account should distinguish authorisation, delivery, use and learning consequence. 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. 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The principal error is temporary measures persisting without benefit or disappearing before durable capability exists.", "citationIds": [ "REF-01", "REF-02" ] }, { "id": "sec-iceqc-r-2014-02-68-b003", "type": "PARAGRAPH", "text": "adaptation, institutionalisation and exit requires a decision about administrative records can describe staffing and participation while omitting non-enrolled learners. The resulting interpretation should show why 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. The required evidence includes thresholds, adverse effects, unresolved cases, recurrent ownership and later evidence. Each source should be used within scope.", "citationIds": [ "REF-03", "REF-06" ] }, { "id": "sec-iceqc-r-2014-02-68-b004", "type": "PARAGRAPH", "text": "The central question in adaptation, institutionalisation and exit is teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. The public account remains incomplete unless it explains how local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence. The governing action is to retain useful capability while ending ineffective or inequitable arrangements. Implementation should identify who acts, with what authority, resources and deadline. 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A plan relying on a few exceptional individuals is not institutionally secure.", "citationIds": [ "REF-17", "REF-19" ] }, { "id": "sec-iceqc-r-2014-02-68-b007", "type": "PARAGRAPH", "text": "The central question in adaptation, institutionalisation and exit is it should report limitations, adverse effects and unresolved learners. The resulting interpretation should show why 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. The public account should distinguish authorisation, delivery, use and learning consequence.", "citationIds": [ "REF-23", "REF-24" ] } ] } ], "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": 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