ICEQC-R-2021-11 — Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery

coverage and rather, obscure, responsibility in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 1. Institutional status and continuity of responsibility to connect evidence with delivery, unequal effect and correction. Its political commitments should be reported accurately without being treated as new binding law. Existing responsibilities under human-rights, refugee and humanitarian law remain applicable according to their terms. National authorities retain the primary education role; international support should strengthen rather than obscure that responsibility.[REF-29] [REF-30]

feasibility and initiative, financed, agreement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 1. Institutional status and continuity of responsibility to connect evidence with delivery, unequal effect and correction. It can establish themes and announcements, but not universal consent to every statement made by participants. Individual commitments require their own issuing authority and evidence. Public reporting should distinguish a Summit-wide record, a government pledge, an agency initiative and a financed agreement.

remedy and status, definition, revision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 2. Population, movement and denominators to connect evidence with delivery, unequal effect and correction. Each observes a different population. Duplicate and missing records should be expected where families move. The estimate should state reference date, place, status definition and revision.

capacity and schools, absorb, enrolment in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 2. Population, movement and denominators to connect evidence with delivery, unequal effect and correction. A denominator restricted to applicants or camp residents cannot establish participation for an entire displaced population. Host-community population change also matters where schools absorb rapid enrolment.

continuity and classify, attendance, demand in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 3. Safe and usable access to connect evidence with delivery, unequal effect and correction. Distance, transport, documentation, language, household cost, disability, gender-related risk and work or care duties can prevent attendance. The response should identify the barrier rather than classify non-attendance as lack of demand.

equity and handled, suitable, safeguards in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 3. Safe and usable access to connect evidence with delivery, unequal effect and correction. Reports should distinguish verified incident, reported concern and general exposure. Protection information should be collected only for a clear purpose and handled under suitable safeguards.

coverage and rather, obscure, responsibility in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 1. Institutional status and continuity of responsibility to connect evidence with delivery, unequal effect and correction. Its political commitments should be reported accurately without being treated as new binding law. Existing responsibilities under human-rights, refugee and humanitarian law remain applicable according to their terms. National authorities retain the primary education role; international support should strengthen rather than obscure that responsibility.[REF-29] [REF-30]

feasibility and initiative, financed, agreement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 1. Institutional status and continuity of responsibility to connect evidence with delivery, unequal effect and correction. It can establish themes and announcements, but not universal consent to every statement made by participants. Individual commitments require their own issuing authority and evidence. Public reporting should distinguish a Summit-wide record, a government pledge, an agency initiative and a financed agreement.

remedy and status, definition, revision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 2. Population, movement and denominators to connect evidence with delivery, unequal effect and correction. Each observes a different population. Duplicate and missing records should be expected where families move. The estimate should state reference date, place, status definition and revision.

capacity and schools, absorb, enrolment in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 2. Population, movement and denominators to connect evidence with delivery, unequal effect and correction. A denominator restricted to applicants or camp residents cannot establish participation for an entire displaced population. Host-community population change also matters where schools absorb rapid enrolment.

continuity and classify, attendance, demand in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 3. Safe and usable access to connect evidence with delivery, unequal effect and correction. Distance, transport, documentation, language, household cost, disability, gender-related risk and work or care duties can prevent attendance. The response should identify the barrier rather than classify non-attendance as lack of demand.

equity and handled, suitable, safeguards in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 3. Safe and usable access to connect evidence with delivery, unequal effect and correction. Reports should distinguish verified incident, reported concern and general exposure. Protection information should be collected only for a clear purpose and handled under suitable safeguards.

distribution and movement, compatibility, planned in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 4. Teaching and learning continuity to connect evidence with delivery, unequal effect and correction. A receiving system may need bridging or language support while retaining a route to recognised national education. Parallel curricula and records can impede later movement if compatibility is not planned.

timing and general, teacher, performance in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 4. Teaching and learning continuity to connect evidence with delivery, unequal effect and correction. Observation should focus on a bounded practice and lead to support. One crisis-affected lesson cannot establish general teacher performance.

feasibility and observed, performance, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 5. Assessment, records and recognition to connect evidence with delivery, unequal effect and correction. Missing certificates should not create an absolute bar to entry. Provisional placement can draw on learner work, dialogue, prior history and observed performance, with a review date.

uncertainty and transferred, entirely, learner in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 5. Assessment, records and recognition to connect evidence with delivery, unequal effect and correction. Reconstructed entries require provenance. High-consequence certification needs stronger evidence than provisional entry, but institutional disruption should not be transferred entirely to the learner.

capacity and require, recurrent, horizon in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 6. Financing and the new fund to connect evidence with delivery, unequal effect and correction. School-year recruitment, teacher payment and procurement have deadlines. Late disbursement can be recorded as financial execution while failing the intended educational period. Multi-year crises require a recurrent horizon.

comparability and learning, continuity, evidence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 6. Financing and the new fund to connect evidence with delivery, unequal effect and correction. Future monitoring should identify contributors, commitments, cash received, allocation criteria, implementing authority, populations reached, service quality and learning or continuity evidence.[REF-31]

equity and responsibility, handed, authorised in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 7. Accountability and exit from temporary arrangements to connect evidence with delivery, unequal effect and correction. Temporary sites, condensed curricula, volunteer teaching or parallel records should not become a permanent lower standard for affected populations. Exit can mean integration, recognised transfer, return or closure with responsibility handed to an authorised body.

authority and sustained, recognised, forward in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 7. Accountability and exit from temporary arrangements to connect evidence with delivery, unequal effect and correction. A favourable attendance rate among reached learners does not erase those never offered a place. A project ending does not establish educational recovery. Completion is a sustained, recognised route forward.

Comparability concerning it does not infer determines whether Attendance beyond enrolment supports a bounded finding and corrective responsibility. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. The study seeks evidence on actual participation during a stated recent period; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-17] [REF-19]

Continuity concerning attributes because they determine determines whether Attendance beyond enrolment supports a bounded finding and corrective responsibility. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-20] [REF-21]

Equity concerning and correction a responsible determines whether Attendance beyond enrolment supports a bounded finding and corrective responsibility. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-23] [REF-24]

Authority concerning annual report 2021 public determines whether Attendance beyond enrolment supports a bounded finding and corrective responsibility. Attendance beyond enrolment to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-01] [REF-07]

Timing concerning and correction without that determines whether Out-of-school status supports a bounded finding and corrective responsibility. Out-of-school status to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-20] [REF-21]

coverage and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 9. Out-of-school status to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-23] [REF-24]

feasibility and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 9. Out-of-school status to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-01] [REF-07]

uncertainty and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 9. Out-of-school status to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-02] [REF-03]

Comparability concerning survival to connect evidence determines whether Repetition and grade survival supports a bounded finding and corrective responsibility. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is movement through grades without avoidable delay or exit, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-23] [REF-24]

continuity and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 10. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-01] [REF-07]

equity and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 10. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-02] [REF-03]

authority and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 10. Repetition and grade survival to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-04] [REF-06]

Timing concerning levels to connect evidence determines whether Transition between education levels supports a bounded finding and corrective responsibility. Transition between education levels to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-01] [REF-07]

coverage and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 11. Transition between education levels to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-02] [REF-03]

feasibility and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 11. Transition between education levels to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-04] [REF-06]

uncertainty and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 11. Transition between education levels to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-08] [REF-09]

Capacity concerning scale and direction yet determines whether Completion and educational entitlement supports a bounded finding and corrective responsibility. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. The substantive interest is finishing the final grade or meeting recognised programme requirements, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-02] [REF-03]

comparability and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 12. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-04] [REF-06]

continuity and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 12. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-08] [REF-09]

equity and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 12. Completion and educational entitlement to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-10] [REF-12]

Timing concerning state the educational consequence determines whether Minimum learning outcomes supports a bounded finding and corrective responsibility. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. The study seeks evidence on demonstrated knowledge or skill against a declared domain; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-04] [REF-06]

coverage and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 13. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-08] [REF-09]

feasibility and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 13. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-10] [REF-12]

uncertainty and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 13. Minimum learning outcomes to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-13] [REF-14]

Capacity concerning delivery unequal effect and determines whether Assessment participation supports a bounded finding and corrective responsibility. Assessment participation to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-08] [REF-09]

comparability and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 14. Assessment participation to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-10] [REF-12]

continuity and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 14. Assessment participation to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-13] [REF-14]

equity and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 14. Assessment participation to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-15] [REF-16]

Distribution concerning progress reflects changed coverage determines whether Distribution of achievement supports a bounded finding and corrective responsibility. Distribution of achievement to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is variation across the full score or proficiency distribution, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-10] [REF-12]

Timing concerning with delivery unequal effect determines whether Distribution of achievement supports a bounded finding and corrective responsibility. Distribution of achievement to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-13] [REF-14]

Coverage concerning finding national averages should determines whether Distribution of achievement supports a bounded finding and corrective responsibility. Distribution of achievement to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-15] [REF-16]

Feasibility concerning distribution of achievement to determines whether Distribution of achievement supports a bounded finding and corrective responsibility. Distribution of achievement to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-17] [REF-19]

Capacity concerning direction yet it cannot determines whether Gender parity and its limits supports a bounded finding and corrective responsibility. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-13] [REF-14]

comparability and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 16. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-15] [REF-16]

continuity and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 16. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-17] [REF-19]

equity and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 16. Gender parity and its limits to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-20] [REF-21]

Distribution concerning the measure should preserve determines whether Household wealth gradients supports a bounded finding and corrective responsibility. Household wealth gradients to connect evidence with delivery, unequal effect and correction. The substantive interest is education outcomes across relative household resource groups, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-15] [REF-16]

timing and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 17. Household wealth gradients to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-17] [REF-19]

coverage and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 17. Household wealth gradients to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-20] [REF-21]

feasibility and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 17. Household wealth gradients to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-23] [REF-24]

Remedy concerning a national or regional determines whether Costs borne by households supports a bounded finding and corrective responsibility. Costs borne by households to connect evidence with delivery, unequal effect and correction. The study seeks evidence on fees, materials, transport, clothing and foregone labour; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-17] [REF-19]

Capacity concerning are combined school returns determines whether Costs borne by households supports a bounded finding and corrective responsibility. Costs borne by households to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-20] [REF-21]

Comparability concerning education quality annual report determines whether Costs borne by households supports a bounded finding and corrective responsibility. Costs borne by households to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-23] [REF-24]

Continuity concerning non state provision and determines whether Costs borne by households supports a bounded finding and corrective responsibility. Costs borne by households to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-01] [REF-07]

Distribution concerning educational consequence before choosing determines whether Rural and urban residence supports a bounded finding and corrective responsibility. Rural and urban residence to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-20] [REF-21]

Timing concerning or a flow between determines whether Rural and urban residence supports a bounded finding and corrective responsibility. Rural and urban residence to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-23] [REF-24]

Coverage concerning annual report 2021 public determines whether Rural and urban residence supports a bounded finding and corrective responsibility. Rural and urban residence to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-01] [REF-07]

Feasibility concerning proxy response may be determines whether Rural and urban residence supports a bounded finding and corrective responsibility. Rural and urban residence to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-02] [REF-03]

Remedy concerning national figure remains necessary determines whether Subnational administrative disparity supports a bounded finding and corrective responsibility. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is variation between provinces, districts or comparable areas, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-23] [REF-24]

capacity and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 20. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-01] [REF-07]

comparability and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 20. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-02] [REF-03]

continuity and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 20. Subnational administrative disparity to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-04] [REF-06]

Authority concerning and correction its object determines whether Distance, isolation and transport supports a bounded finding and corrective responsibility. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-01] [REF-07]

Distribution concerning and numbers of affected determines whether Distance, isolation and transport supports a bounded finding and corrective responsibility. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-02] [REF-03]

Timing concerning the level for each determines whether Distance, isolation and transport supports a bounded finding and corrective responsibility. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-04] [REF-06]

Coverage concerning or service information rather determines whether Distance, isolation and transport supports a bounded finding and corrective responsibility. Distance, isolation and transport to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-08] [REF-09]

remedy and before, choosing, threshold in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 22. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. The substantive interest is participation and learning by functional difficulty and support requirement, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-02] [REF-03]

Capacity concerning and cannot represent where determines whether Disability-sensitive education data supports a bounded finding and corrective responsibility. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-04] [REF-06]

Comparability concerning the lower tail the determines whether Disability-sensitive education data supports a bounded finding and corrective responsibility. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-08] [REF-09]

Continuity concerning and excluded locations separately determines whether Disability-sensitive education data supports a bounded finding and corrective responsibility. Disability-sensitive education data to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-10] [REF-12]

Authority concerning choosing a gap ratio determines whether Language of home and instruction supports a bounded finding and corrective responsibility. Language of home and instruction to connect evidence with delivery, unequal effect and correction. The study seeks evidence on alignment between learner language, teaching and assessment; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-04] [REF-06]

distribution and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 23. Language of home and instruction to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-08] [REF-09]

timing and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 23. Language of home and instruction to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-10] [REF-12]

coverage and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 23. Language of home and instruction to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-13] [REF-14]

Uncertainty concerning national figure remains necessary determines whether Ethnicity, indigeneity and protected identity supports a bounded finding and corrective responsibility. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-08] [REF-09]

remedy and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-10] [REF-12]

capacity and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-13] [REF-14]

comparability and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 24. Ethnicity, indigeneity and protected identity to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-15] [REF-16]

Authority concerning apparent progress reflects changed determines whether Education under conflict and insecurity supports a bounded finding and corrective responsibility. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is access, attendance and learning where violence alters service and movement, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-10] [REF-12]

Distribution concerning more favourable source it determines whether Education under conflict and insecurity supports a bounded finding and corrective responsibility. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-13] [REF-14]

Timing concerning deteriorates a small absolute determines whether Education under conflict and insecurity supports a bounded finding and corrective responsibility. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-15] [REF-16]

Coverage concerning it should not make determines whether Education under conflict and insecurity supports a bounded finding and corrective responsibility. Education under conflict and insecurity to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-17] [REF-19]

Uncertainty concerning the report should state determines whether Disaster-related interruption supports a bounded finding and corrective responsibility. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-13] [REF-14]

remedy and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-15] [REF-16]

capacity and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-17] [REF-19]

comparability and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 26. Disaster-related interruption to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-20] [REF-21]

Equity concerning are stated before calculation determines whether Refugees, displaced persons and migrants supports a bounded finding and corrective responsibility. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. The substantive interest is educational participation across changing legal and residential situations, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-15] [REF-16]

authority and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-17] [REF-19]

distribution and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-20] [REF-21]

timing and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 27. Refugees, displaced persons and migrants to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-23] [REF-24]

Uncertainty concerning the observed level and determines whether Teacher availability and distribution supports a bounded finding and corrective responsibility. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. The study seeks evidence on access to competent teaching across schools and subjects; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-17] [REF-19]

remedy and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-20] [REF-21]

capacity and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-23] [REF-24]

comparability and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 28. Teacher availability and distribution to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-01] [REF-07]

Equity concerning education recovery require 29 determines whether Class size, multi-grade teaching and time supports a bounded finding and corrective responsibility. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-20] [REF-21]

authority and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-23] [REF-24]

distribution and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-01] [REF-07]

timing and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 29. Class size, multi-grade teaching and time to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-02] [REF-03]

Feasibility concerning a national figure remains determines whether Materials, facilities and basic services supports a bounded finding and corrective responsibility. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is usable learning resources and safe, accessible school conditions, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-23] [REF-24]

uncertainty and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-01] [REF-07]

remedy and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-02] [REF-03]

capacity and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 30. Materials, facilities and basic services to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-04] [REF-06]

Equity concerning and function to connect determines whether Public spending by level and function supports a bounded finding and corrective responsibility. Public spending by level and function to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-01] [REF-07]

authority and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-02] [REF-03]

distribution and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-04] [REF-06]

timing and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 31. Public spending by level and function to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-08] [REF-09]

Feasibility concerning incidence of education spending determines whether Incidence of education spending supports a bounded finding and corrective responsibility. Incidence of education spending to connect evidence with delivery, unequal effect and correction. The substantive interest is who benefits from publicly financed places and services, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-02] [REF-03]

uncertainty and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-04] [REF-06]

remedy and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-08] [REF-09]

capacity and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 32. Incidence of education spending to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-10] [REF-12]

Continuity concerning apparent progress reflects changed determines whether Protecting equity during fiscal constraint supports a bounded finding and corrective responsibility. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. The study seeks evidence on whether reductions or delays fall disproportionately on weaker services; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-04] [REF-06]

equity and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-08] [REF-09]

authority and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-10] [REF-12]

distribution and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 33. Protecting equity during fiscal constraint to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-13] [REF-14]

Feasibility concerning necessary for scale and determines whether Administrative records supports a bounded finding and corrective responsibility. Administrative records to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-08] [REF-09]

uncertainty and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-10] [REF-12]

remedy and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-13] [REF-14]

capacity and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 34. Administrative records to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-15] [REF-16]

Continuity concerning progress reflects changed coverage determines whether Household surveys supports a bounded finding and corrective responsibility. Household surveys to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is population-based evidence beyond enrolled learners, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-10] [REF-12]

equity and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-13] [REF-14]

authority and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-15] [REF-16]

distribution and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 35. Household surveys to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-17] [REF-19]

Coverage concerning changed coverage the report determines whether Censuses and population frames supports a bounded finding and corrective responsibility. Censuses and population frames to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-13] [REF-14]

feasibility and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 36. Censuses and population frames to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-15] [REF-16]

uncertainty and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 36. Censuses and population frames to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-17] [REF-19]

remedy and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 36. Censuses and population frames to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-20] [REF-21]

Continuity concerning from an acceptable minimum determines whether Single-axis disaggregation supports a bounded finding and corrective responsibility. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. The substantive interest is separate reporting by sex, wealth, residence or another characteristic, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-15] [REF-16]

equity and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-17] [REF-19]

authority and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-20] [REF-21]

distribution and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 37. Single-axis disaggregation to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-23] [REF-24]

Coverage concerning receive the service how determines whether Intersecting categories supports a bounded finding and corrective responsibility. Intersecting categories to connect evidence with delivery, unequal effect and correction. The study seeks evidence on joint distributions such as sex by wealth and residence; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-17] [REF-19]

feasibility and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 38. Intersecting categories to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-20] [REF-21]

uncertainty and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 38. Intersecting categories to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-23] [REF-24]

remedy and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 38. Intersecting categories to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-01] [REF-07]

Comparability concerning state the educational consequence determines whether Small numbers, disclosure and reliability supports a bounded finding and corrective responsibility. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-20] [REF-21]

continuity and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 39. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-23] [REF-24]

equity and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 39. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-01] [REF-07]

authority and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 39. Small numbers, disclosure and reliability to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-02] [REF-03]

Coverage concerning in global education quality determines whether Comparing unlike systems supports a bounded finding and corrective responsibility. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is cross-country patterns based on harmonised but bounded concepts, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-23] [REF-24]

feasibility and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 40. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-01] [REF-07]

uncertainty and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 40. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-02] [REF-03]

remedy and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 40. Comparing unlike systems to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-04] [REF-06]

Comparability concerning a population into convenient determines whether Sampling error and other uncertainty supports a bounded finding and corrective responsibility. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. Its object is not to divide a population into convenient labels, but to show whether educational opportunity is distributed in a manner that a national total cannot reveal. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-01] [REF-07]

continuity and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 41. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-02] [REF-03]

equity and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 41. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-04] [REF-06]

authority and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 41. Sampling error and other uncertainty to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-08] [REF-09]

Timing concerning with delivery unequal effect determines whether Trends and breaks in series supports a bounded finding and corrective responsibility. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. The substantive interest is change over time under stable definitions and populations, observed for a population and period that are stated before calculation. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-02] [REF-03]

coverage and should, remain, accessible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 42. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. This formulation requires the reporting body to preserve the population base and the observation period beside the result. Counts reveal scale; rates permit comparison; neither is sufficient alone. Source coverage must be tested before sources are combined. School returns may describe enrolled learners well while saying little about children outside institutions, whereas household enquiries may reach non-enrolled children but provide limited school detail. Reconciliation should record what each source can and cannot represent. Where estimates are revised, both the reason and effect of revision should remain accessible.[REF-04] [REF-06]

feasibility and solely, statistical, separation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 42. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. Disparity measures should not replace the underlying distributions. A difference in means may reflect the lower tail, the upper tail or change across the whole range; these possibilities call for different responses. Percentage-point gaps, ratios and relative risks answer different questions and should not be exchanged without explanation. The comparison should identify the reference category but avoid presenting it as a natural norm. Policy significance depends upon the educational consequence and the number of learners affected, not solely upon statistical separation.[REF-08] [REF-09]

uncertainty and pretending, estimate, prevalence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 42. Trends and breaks in series to connect evidence with delivery, unequal effect and correction. Their circumstances may alter access to enumeration, classification and the service being measured. The review should record non-response, unknown status and excluded locations separately. Combining unknown observations with the majority group biases both estimates and obscures the weakness. Where sample size is limited, several years or compatible areas may sometimes be combined, provided the loss of time or place specificity is stated. Where combination would be misleading, a descriptive case record can establish a service problem without pretending to estimate prevalence.[REF-10] [REF-12]

Comparability concerning public responsibility non state determines whether Reading disparity without blaming learners supports a bounded finding and corrective responsibility. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. The study seeks evidence on institutional and social conditions associated with unequal outcomes; it does not infer a learner's circumstances from a national or regional mean. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-04] [REF-06]

continuity and consider, common, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 43. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. The definition should be fixed for the comparison at hand and deviations recorded. Analysts need to show whether the observation refers to a stock on one date, activity over a period or a flow between states. This distinction is essential for participation and progression. The estimate should retain its unrounded numerator and denominator for checking, although published precision should not exceed data quality. When several sources exist, consistency is evidence to consider, not proof that common error is absent.[REF-08] [REF-09]

equity and conditions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 43. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. Results should be tested for sensitivity to plausible alternative definitions, particularly where age bands, residence, wealth grouping or programme equivalence are involved. If a conclusion changes under a reasonable specification, that instability is part of the finding. National averages should remain available as context, yet never as a substitute for the distribution. Nor should a group estimate be read as a description of every member. Within-group variation and unmeasured intersecting conditions remain material.[REF-10] [REF-12]

authority and magnitude, should, guessed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 43. Reading disparity without blaming learners to connect evidence with delivery, unequal effect and correction. Attrition at any stage can produce an apparently complete indicator from a selective population. Field arrangements need relevant languages, accessible formats and safe participation. Analysts should also examine who answers on behalf of whom, since proxy response may be necessary yet less reliable for attendance, impairment or discrimination. Missingness is itself patterned evidence when it clusters by location or social condition, although its magnitude should not be guessed.[REF-13] [REF-14]

Timing concerning receive the service how determines whether Turning evidence into equitable policy supports a bounded finding and corrective responsibility. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. Without that purpose, disaggregation can multiply figures without improving public judgement. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-08] [REF-09]

coverage and unsuitable, equity, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 44. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. Its metadata should travel with every published value. At minimum this includes population, geography, date, collection method, classification and known exclusions. A national estimate assembled from local reports should disclose reporting completeness and treatment of missing institutions. A survey estimate should disclose weights and uncertainty. A census figure should disclose enumeration rules. These are substantive attributes because they determine who can appear in the evidence. A figure detached from them may be arithmetically correct yet unsuitable for an equity judgement.[REF-10] [REF-12]

feasibility and adequately, represented, elsewhere in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 44. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. A responsible commentary distinguishes observation, calculation and interpretation. It states whether a disparity is large in educational terms, whether it is estimated precisely enough for the proposed comparison and whether it persists across sources or periods. It does not assign cause from a cross-sectional difference. Apparent exceptions should be examined rather than removed, because they may reveal classification error, a local policy difference or a population not adequately represented elsewhere.[REF-13] [REF-14]

uncertainty and action, required, monitor in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 44. Turning evidence into equitable policy to connect evidence with delivery, unequal effect and correction. Disaggregation should proceed far enough to reveal a plausible service disparity but stop before estimates become unsafe or persons identifiable. This balance is contextual rather than mechanical. It should involve statistical judgement, legal safeguards and knowledge of the affected community. Suppression rules need explanation, and restricted analysis may be preferable to public release of small cells. The public report can still state that a disparity was examined, whether action is required and which body will monitor it.[REF-15] [REF-16]

Capacity concerning annual report 2021 public determines whether A public account beyond the average supports a bounded finding and corrective responsibility. A public account beyond the average to connect evidence with delivery, unequal effect and correction. Here, the relevant phenomenon is a concise national statement of level, distribution, missingness and remedy, not the administrative convenience of the available categories. The measure should preserve both the observed level and the distribution relevant to the claim. A national figure remains necessary for scale and direction, yet it cannot answer which learners receive the service, how far groups lie from an acceptable minimum or whether apparent progress reflects changed coverage. The report should state the educational consequence before choosing a gap, ratio, threshold or rank.[REF-10] [REF-12]

comparability and distinguishable, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 45. A public account beyond the average to connect evidence with delivery, unequal effect and correction. Numerator, denominator, reference date, unit and exclusions should appear together. If a proportion is reported, its underlying population count remains material: identical percentages can describe very different evidentiary strength and numbers of affected learners. Administrative records should be reconciled with population-based evidence where their coverage differs. A discrepancy is not resolved by selecting the more favourable source. It should require examination of definitions, timing, migration, duplication and non-response. The resulting indicator should be reproducible from stated components, while any necessary estimation remains distinguishable from direct observation.[REF-13] [REF-14]

continuity and resources, households, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 45. A public account beyond the average to connect evidence with delivery, unequal effect and correction. The comparison should show the level for each group as well as any ratio or gap. A ratio can approach one because the more advantaged group deteriorates; a small absolute gap can coexist with severe deprivation for all groups. Reference points therefore need substantive meaning. Where a minimum entitlement or policy threshold is relevant, the distance of every group from that threshold should be visible. Statistical association can identify where disadvantage is concentrated, but it does not establish why the disparity arose. Explanation requires evidence on institutions, resources, households and prior conditions.[REF-15] [REF-16]

equity and population, analytically, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 45. A public account beyond the average to connect evidence with delivery, unequal effect and correction. These populations may be missing not only from good outcomes but from the denominator itself. Coverage assessment should compare survey frames, census listings, administrative registers and local knowledge without assuming that any one is complete. If direct estimation is impossible, the report should state the evidence gap and use appropriate qualitative or service information rather than assign zero. Confidentiality is essential, especially where identity or status creates risk. Protection, however, should lead to careful access and publication rules; it should not make an affected population analytically disappear.[REF-17] [REF-19]

timing and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises participation, completion, learning and school conditions, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-01] [REF-03]

coverage and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-02] [REF-04]

feasibility and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-05] [REF-06]

uncertainty and rather, remote, methodological in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Administrative returns may provide frequent local detail but exclude non-participants and non-reporting institutions. Surveys can represent households beyond formal education, subject to sample size, field access and response. Censuses can support small-area denominators at longer intervals, while enumeration rules and population movement affect coverage. A record of agreement should follow reconciliation of concepts rather than simple numerical proximity. A record of disagreement should identify plausible sources and the decision consequence. If the available evidence does not support a proposed level of disaggregation, the limitation should appear in the finding rather than in a remote methodological note.[REF-08] [REF-12]

remedy and responsible, better, evidence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Learners outside school, people in temporary settlements, small language communities, persons with disabilities and households beyond a survey frame can all be absent before analysis begins. Analysts should compare coverage against independent population and service information and preserve an unknown category where classification is incomplete. Small cells require protection against disclosure and caution about statistical stability. These duties do not justify silence about a serious disparity. The public account may report a broader group, a range, a qualitative service failure or restricted findings, provided that it states what cannot safely be quantified and which body is responsible for better evidence.[REF-13] [REF-16]

capacity and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-17] [REF-19]

comparability and information, competent, answer in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. Local knowledge can identify seasonal movement, unsafe routes, hidden household costs, language use and service boundaries that national categories miss. Consultation should not be treated as statistical verification, nor should a survey estimate displace credible evidence of a local barrier. The two forms answer different questions. Authorities should provide accessible explanations of definitions and invite correction where categories misdescribe experience. Feedback needs a recorded route into classification, service design or further enquiry. People should not be asked repeatedly for sensitive information when no competent body can act upon the answer.[REF-21] [REF-23]

continuity and responsibility, corrective, action in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 46. Composite measures and the loss of meaning to connect evidence with delivery, unequal effect and correction. It should state what the evidence shows, the strength and limits of that conclusion, the people and places most affected, the action within public authority and the date for review. Changes to definitions, boundaries or population estimates should appear at the point where a series changes. Earlier values should remain available so that revision is not mistaken for real progress. A concise account can carry considerable density when every figure retains its population and consequence. The objective is not maximum numerical output. It is a trustworthy connection between unequal educational experience, public responsibility and corrective action.[REF-23] [REF-24]

authority and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises within-group and between-group differences, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-02] [REF-04]

distribution and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-05] [REF-06]

timing and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-08] [REF-12]

coverage and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 47. Decomposing an observed education gap to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-21] [REF-23]

uncertainty and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises the national level, the least-served group and the lower tail of the distribution, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-05] [REF-06]

remedy and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-08] [REF-12]

capacity and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-13] [REF-16]

comparability and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 48. Setting distribution-sensitive targets to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-23] [REF-24]

equity and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises settlement populations, travel conditions, schools, teachers and programme levels, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-08] [REF-12]

authority and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-13] [REF-16]

distribution and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-17] [REF-19]

timing and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 49. Linking learners to service geography to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-01] [REF-03]

feasibility and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises coverage, timing, concepts and reporting incentives, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-13] [REF-16]

uncertainty and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-17] [REF-19]

remedy and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-21] [REF-23]

capacity and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 50. Reconciling conflicting sources to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-02] [REF-04]

continuity and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises rapid counts, restored administrative returns and household evidence, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-17] [REF-19]

equity and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-21] [REF-23]

authority and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-23] [REF-24]

distribution and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 51. Monitoring marginalisation during severe disruption to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-05] [REF-06]

coverage and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises point estimates, ranges, quality statements and missing populations, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-21] [REF-23]

feasibility and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-23] [REF-24]

uncertainty and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-01] [REF-03]

remedy and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 52. Communicating uncertainty without losing urgency to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-08] [REF-12]

comparability and sufficiently, stable, comparison in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. That purpose should be written before the calculation because method follows the intended inference. The evidence base comprises population, access, progression, learning, conditions, finance and unresolved evidence gaps, each of which describes a different feature of educational opportunity. A result is useful only if a reader can identify the represented population, the reference period and the educational consequence attached to movement. The national total supplies context, while the distribution tests whether the total is shared. Where the measure condenses several observations, its construction must remain open to reconstruction from the underlying values. Where it separates groups, classifications must be lawful, meaningful and sufficiently stable for the comparison.[REF-23] [REF-24]

continuity and estimation, method, effect in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. Choices on these matters are not neutral presentation details. They determine how strongly one component, place or population can influence the conclusion. A defensible choice begins with the substantive education question and is then tested against alternative reasonable specifications. If the headline conclusion changes materially, the range of results should be reported. Sensitivity does not make the exercise useless; it prevents a conventional choice from appearing inevitable. Documentation should also state which observations are direct, which are estimated and which are unavailable. Missing values should remain missing unless an explicit estimation method and its effect are shown.[REF-01] [REF-03]

equity and relative, measure, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. Avoiding it requires the underlying counts and distributions to remain visible beside any summary. Analysts should check whether an apparently favourable result arose through changed coverage, population movement, reclassification or concentration on cases nearest a threshold. A disparity can narrow because the better-served group deteriorates, while a composite score can improve although a protected minimum worsens. Direction must therefore be joined to adequacy. Comparison should also examine absolute numbers: a smaller rate in a growing population may still correspond to more learners without the secured opportunity. No result should be described as equitable solely because one relative measure improved.[REF-02] [REF-04]

authority and changed, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 53. A national marginalisation profile to connect evidence with delivery, unequal effect and correction. Evidence should lead to a stated decision class: immediate removal of an access barrier, redistribution of staff or finance, further investigation, amendment of a classification, or evaluation of an existing measure. The certainty required depends upon the consequence. Credible indications of severe exclusion can justify protective action before exact prevalence is known, whereas durable allocation formulas require review as evidence improves. Every response should name the expected population reach and the later observation that will test it. Otherwise a disparity can generate activity without demonstrating that conditions changed for the intended learners.[REF-13] [REF-16]

coverage and exclusions, remain, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 54. Minimum comparison threshold to connect evidence with delivery, unequal effect and correction. National means should be accompanied by lower-tail, threshold and group evidence. Opportunity to learn, participation and exclusions remain material.[REF-02] [REF-03]

uncertainty and schools, remain, visible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 55. Within-system interpretation to connect evidence with delivery, unequal effect and correction. Counts, levels, absolute gaps and ratios answer different questions. Missing learners and non-participating schools must remain visible.[REF-01] [REF-06]

capacity and substantive, system, difference in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 56. Between-system interpretation to connect evidence with delivery, unequal effect and correction. Rank differences smaller than uncertainty should not support categorical conclusions. Harmonisation does not remove substantive system difference.[REF-02] [REF-03]

equity and system, learner, population in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. The target population, eligible population, sampled population and assessed population should be reported separately. Learners can be absent because of illness, displacement, school non-attendance, language barriers, disability, conflict, administrative exclusion or ordinary sampling loss. These routes have different meanings. A result calculated only for participating learners may describe their performance accurately while failing to describe the educational system's full learner population.[REF-01] [REF-02] [REF-03]

authority and effect, geography, institutional in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. School exclusion and within-school absence need separate observation where the design permits. If institutions outside the frame differ systematically from included schools, a high learner response rate within sampled schools cannot repair the coverage limitation. Similarly, replacement of inaccessible schools can preserve sample size while changing the population represented. Reports should describe replacement rules and show any material effect on geography or institutional type.

distribution and interpreted, evidence, disparity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. Coding an absent learner as below threshold invents performance evidence; removing every absence without comment creates a different bias. Sensitivity analysis can examine plausible bounds or compare known characteristics of participants and non-participants. Where a numerical adjustment is not defensible, the limitation remains a substantive finding. The absence of learning evidence for a population requiring education attention should not be interpreted as evidence of no disparity.

timing and incomparable, automatically, identical in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. An assessment may permit attendance yet fail to elicit the intended construct if the format, communication or response mode is inaccessible. Exemption practices should be reported by reason and learner group. Where an adapted form changes the construct materially, separate interpretation may be necessary. Where it removes an irrelevant barrier, results may belong in the common distribution. The report should explain that judgement rather than treat all adaptations as either incomparable or automatically identical.[REF-05] [REF-10] [REF-12]

coverage and should, broader, coverage in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 57. Assessment participation and the represented learning population to connect evidence with delivery, unequal effect and correction. A low response among remote schools may require field and service improvement; absence among out-of-school children may require a population-based study and re-entry action; assessment exclusion may require accessible design. These are not corrections to be made solely through statistical weighting. The responsible education body should identify which population remains unrepresented and when better evidence will be available. A national learning claim should be no broader than that coverage.

uncertainty and divides, sample, conveniently in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. A numerical score has meaning through the tasks, response model, scoring rules and population for which interpretation has been supported. Equal numerical differences should not be assumed to represent equal educational differences unless the scale warrants that inference. A threshold adds a substantive judgement about the knowledge or capability learners should demonstrate; it should not be selected merely because it divides the sample conveniently.[REF-02] [REF-03]

remedy and uncertainty, assessment, coverage in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. The same mean can accompany a compressed distribution, a wide lower tail or polarisation. Reports should therefore consider percentiles, threshold shares and dispersion where technically sound. The lower part of the distribution is especially important for minimum learning opportunity, while the upper part may reveal whether expansion has altered advanced performance. These summaries should remain tied to uncertainty and assessment coverage.

capacity and learner, education, system in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. A change in the percentage above a threshold may reflect learning, scale revision, task composition or population change. If standards are reset, the break should be visible at the year of change and parallel results reported where possible. Descriptions such as basic, adequate or advanced should be treated as definitions under the assessment, not universal attributes of a learner or education system.

comparability and should, stated, accordingly in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. Task familiarity, curriculum exposure and response conventions can affect results. Review should examine translation, adaptation, differential item behaviour and opportunity to learn, while avoiding the claim that every detected difference invalidates the whole assessment. Some comparisons may remain defensible at a broad domain while narrower subscales do not. The permissible inference should be stated accordingly.

continuity and league, answer, questions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 58. Scale, threshold and distribution comparability to connect evidence with delivery, unequal effect and correction. Small rank movement can follow changes in participating systems or sampling variation. Public reporting should avoid categorical language when intervals overlap or scale linkage is weak. The useful question is whether the evidence indicates a material disparity requiring enquiry, what population is affected and which educational condition might be changed. League order does not answer those questions.

authority and different, educational, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. This includes curriculum entitlement, content actually taught, instructional time, teacher availability, language, materials, attendance and access to support. Opportunity does not determine performance completely, and its measurement is imperfect. It nevertheless prevents a learning gap from being attributed solely to learners or households when institutions supplied different educational conditions.[REF-01] [REF-13] [REF-14]

distribution and account, favourable, system in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Teacher reports, schedules, classroom observation and learner work can add evidence, each with limitations. Teacher self-report may be influenced by recall or expectations; observation covers a short period; work samples are selective. Agreement across sources strengthens interpretation when dates and populations align. Contradictions can identify local variation or weak measurement and should not be resolved by choosing the account most favourable to the system.

timing and conversion, factor, predicted in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Closures, teacher absence, shortened shifts and late entry can reduce delivered or usable time. Total hours also conceal subject allocation and teaching quality. A learner receiving more hours of poorly organised instruction does not necessarily have greater opportunity in the intended domain. Time is therefore one component of the explanatory evidence, not a conversion factor for predicted score.

coverage and provision, learners, scores in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Textbooks delivered to a school may not be available in the relevant language, grade or classroom. Teacher qualifications recorded administratively may not match subject assignment. Facilities may exist but be inaccessible or unsafe. These conditions should be examined at the level where the learning evidence was collected. National resource averages can obscure concentration of weak provision among the same learners whose scores form the lower tail.

feasibility and erased, cohort, average in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 59. Opportunity to learn and interpretation of achievement gaps to connect evidence with delivery, unequal effect and correction. Their purpose is to identify conditions within public responsibility and to design support. Where learners received less curriculum exposure, a response may include additional teaching, staff deployment, accessible materials or revised pacing. Later assessment should test whether opportunity and learning changed. The original disparity and the remedial conditions should remain visible rather than being erased by a new cohort average.

remedy and evidence, schools, irrelevant in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. Decomposition can describe where variation is concentrated, provided it is not treated as proof of cause. A large between-school component may indicate segregation, resource distribution or residential pattern; it does not identify which mechanism operates. A large within-school component can coexist with institutional inequality and should not be read as evidence that schools are irrelevant.[REF-01] [REF-09] [REF-14]

capacity and residual, direct, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. Learners are commonly nested within classes and schools, while policies may operate through districts or providers. Standard errors and models should respect clustering. Small schools and sparsely populated areas may require special treatment, but removal changes the population represented. Reports should state exclusions and avoid presenting a modelled residual as direct observation.

comparability and causal, assumptions, explanation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. A raw school mean combines prior opportunity, intake, mobility, attendance and current teaching. Adjusted measures can answer bounded questions but depend on variables and assumptions. They should not replace the unadjusted learner outcome or become a definitive quality rank. Adjustment for a condition influenced by the school can also remove part of the very effect under review. The purpose and causal assumptions need explanation.

continuity and boundary, creates, disparity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. A small district with a severe gap may need urgent support even though it contributes little to national variance. A populous area with a modest gap may represent many learners. Policy priority should consider educational severity, population, rights and feasibility rather than statistical contribution alone. Maps and rankings, where used elsewhere, should not expose small communities or imply a boundary creates the disparity.

equity and action, learning, evidence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 60. Decomposing disparities within education systems to connect evidence with delivery, unequal effect and correction. Between-region evidence may lead to allocation review; between-school evidence may lead to staffing, admissions or support enquiry; within-school evidence may lead to classroom, language or accessibility review. Each hypothesis requires additional evidence. The decomposition locates questions; it does not authorise blame. Follow-up should state the condition examined, action taken and later learning evidence.

distribution and separately, without, common in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. It becomes misleading when harmonised labels conceal different programme structures, ages, curricula, languages, participation or assessment conditions. Metadata review should precede numerical comparison. Where a material difference cannot be reconciled, the systems may still be described separately without a common rank.[REF-02] [REF-03] [REF-16]

timing and result, nationality, explanation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. Within-system distributions can overlap substantially even where means differ. Group composition and population coverage matter. An apparent national advantage may not extend to poor, rural, minority-language or disabled learners. Reports should place distributional evidence beside the system result and avoid using nationality as an explanation.

coverage and population, changed, materially in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. Changes in curriculum, assessment mode, participation, sampling frame or system boundaries can create discontinuity. A linked scale can support trend if common items or other methods preserve meaning and security, but linkage error should accompany the estimate. A later higher score should not automatically be described as system improvement where the represented population changed materially.

feasibility and substitutes, imitation, analysis in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. A practice associated with high performance elsewhere may depend upon teacher preparation, finance, curriculum coherence or social conditions absent in the receiving system. The comparison can identify an option, not guarantee its effect. Pilots should state the mechanism and review evidence. Adoption based solely on rank proximity or reputation substitutes imitation for analysis.

uncertainty and complacency, unsupported, prescription in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 61. Bounded conclusions between education systems to connect evidence with delivery, unequal effect and correction. Recorded fact describes the observed results under stated methods. Interpretation identifies patterns and limitations. Policy consideration proposes further enquiry or action under national authority. Causal judgement requires additional design. This separation permits strong public concern about a learning disparity without false certainty about its source and protects education systems from both complacency and unsupported prescription.

capacity and direction, urgent, protection in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. Sampling error, non-response, scale linkage, classification and model choice each affect the range of defensible conclusions. They should be described separately because they support different remedies. A larger sample may reduce sampling error; it does not correct systematic exclusion or an invalid construct. More decimal places cannot repair weak coverage. The public report should identify which uncertainty could alter the decision and which does not affect the direction of urgent protection.[REF-02] [REF-03]

comparability and classification, schools, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. A small estimated difference may be precise but have limited practical consequence, while an uncertain large gap affecting a protected minimum may require immediate enquiry. Materiality should consider the knowledge or capability involved, the number of learners, distribution, duration and consequences for later progression. The threshold for action also depends upon reversibility. Additional diagnostic support can be introduced and reviewed more readily than a high-stakes classification of schools or learners.

continuity and population, resources, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. Where participation is selective, improve coverage and examine barriers. Where opportunity to learn differs, address time, teachers, curriculum, language, accessibility or materials. Where scale comparability is weak, improve the assessment before publishing ranks. Where a group disparity persists under several definitions, investigate institutional mechanisms without attributing cause to identity. Every response should name the competent body, intended population, resources and review date.

equity and figure, becomes, favourable in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 62. Uncertainty, materiality and the duty to respond to connect evidence with delivery, unequal effect and correction. Reports should preserve the original estimate, method and limitation, then state why revision occurred. Silent replacement makes apparent improvement impossible to distinguish from correction. A national evidence system demonstrates strength when it can acknowledge uncertainty, improve measurement and amend policy. The final test is whether learners receive better educational opportunity and whether remaining disparities continue to be visible rather than whether one annual figure becomes more favourable.

timing and estimated, remains, unknown in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.[REF-01] [REF-02]

coverage and instead, changing, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.[REF-03] [REF-06]

feasibility and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.[REF-08] [REF-09]

uncertainty and expected, learner, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.[REF-13] [REF-14]

remedy and precision, disappearance, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Gender, household resources, disability, language, residence and prior opportunity may intersect. A plan can improve its average by reaching learners closest to a threshold while leaving those farthest behind. Targets should therefore include the least-served position and protection against exclusion. Small groups require confidentiality and careful precision, not disappearance from review.[REF-17] [REF-19]

capacity and leaving, correction, classroom in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. Teachers need subject knowledge, worked examples, diagnostic interpretation and protected time to collaborate. Moderation should examine evidence and reasoning rather than force identical decisions for unlike cases. Staff workload and turnover should be monitored. A plan relying on a few exceptional individuals is not institutionally secure. Leadership should route obstacles to bodies able to change staffing, finance, curriculum or assessment rather than leaving every correction to the classroom.[REF-23] [REF-24]

comparability and functioning, correction, project in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 63. Defining a persistent learning gap to connect evidence with delivery, unequal effect and correction. It should report limitations, adverse effects and unresolved learners. A favourable later result may reflect population or assessment change and should be tested against the baseline metadata. Where the intervention is ineffective, adaptation or cessation is responsible improvement. Where benefit depends on temporary support, institutionalisation requires recurrent finance and ordinary ownership. Completion is demonstrated by stronger learning opportunity and a functioning correction route, not by the end of a project.[REF-01] [REF-02]

equity and estimated, remains, unknown in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.[REF-03] [REF-06]

authority and instead, changing, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.[REF-08] [REF-09]

distribution and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.[REF-13] [REF-14]

timing and expected, learner, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 64. From diagnosis to an intervention hypothesis to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.[REF-17] [REF-19]

feasibility and estimated, remains, unknown in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.[REF-08] [REF-09]

uncertainty and instead, changing, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.[REF-13] [REF-14]

remedy and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.[REF-17] [REF-19]

capacity and expected, learner, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 65. Designing the targeted plan to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.[REF-23] [REF-24]

continuity and estimated, remains, unknown in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.[REF-13] [REF-14]

equity and instead, changing, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.[REF-17] [REF-19]

authority and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.[REF-23] [REF-24]

distribution and expected, learner, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 66. Resourcing equitable implementation to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.[REF-01] [REF-02]

coverage and estimated, remains, unknown in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.[REF-17] [REF-19]

feasibility and instead, changing, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.[REF-23] [REF-24]

uncertainty and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.[REF-01] [REF-02]

remedy and expected, learner, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 67. Monitoring reach, quality and learning response to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.[REF-03] [REF-06]

comparability and estimated, remains, unknown in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. It should be stated with the learner population, educational domain, geography and evidence period. A national average is insufficient when the plan addresses a local or group disparity. The baseline should preserve the underlying distribution and absolute numbers. If the assessment population excludes learners most at risk, the gap is not adequately defined. The plan should state which observation is direct, which is estimated and which remains unknown.[REF-23] [REF-24]

continuity and instead, changing, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. Avoiding it requires evidence on both learning and the opportunity supplied. Achievement differences may be associated with poverty, language, disability or residence, but those characteristics are not instructional mechanisms. Authorities should examine curriculum, teacher availability, time, attendance, materials, assessment access and learner support. Alternative explanations should remain open until evidence discriminates among them. This discipline prevents a targeted plan from attaching deficit to learners instead of changing institutions.[REF-01] [REF-02]

equity and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. Each source should be used within scope. Administrative records can describe staffing and participation while omitting non-enrolled learners. Assessment provides bounded learning evidence subject to coverage and validity. Observation and work samples can explain classroom conditions without estimating national prevalence. Learner and teacher accounts can identify barriers. Agreement adds confidence after dates and definitions align; contradiction should guide further enquiry rather than selective reporting.[REF-03] [REF-06]

authority and expected, learner, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 68. Adaptation, institutionalisation and exit to connect evidence with delivery, unequal effect and correction. Implementation should identify who acts, with what authority, resources and deadline. Dependencies should be sequenced. Teacher guidance without planning time, materials without accessible use, or tutoring without safe attendance cannot deliver the expected mechanism. Local adaptation should remain possible within a common substantive condition. Any departure should be recorded with its reason and expected learner consequence.[REF-08] [REF-09]

Institutional planning should begin from the position established by 7 December 2021. The Incheon Declaration expressed the education community's commitment to inclusive and equitable quality education and lifelong learning; Addis established a wider financing framework; the General Assembly adopted the 2030 Agenda; and the Education 2030 Framework for Action supplied an implementation reference available by the cut-off. These texts provide direction without proving that national or institutional delivery has occurred.[REF-25] [REF-26] [REF-27] [REF-28]

feasibility and rather, filled, anticipation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. Adoption establishes an agreed direction and permits governments to begin alignment. It does not prove that national law, plans, budgets, information or delivery arrangements already satisfy the commitment. Each country should identify which obligations and targets can be acted upon under existing authority, which require legislative or administrative change, and which depend on clarification through later competent decisions. Unsettled detail should be recorded as such rather than filled by anticipation.[REF-07] [REF-12] [REF-27]

uncertainty and different, educational, substance in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. The new agenda does not erase the right to education, the unfinished Education for All undertaking, programme structures or established statistical series. National authorities should map the newly adopted targets against those instruments and against the education stages, populations and institutions already in law and plans. This avoids two risks: abandoning useful evidence because terminology changed, and claiming continuity where a new target has broader scope or different educational substance.[REF-08] [REF-09] [REF-25]

remedy and openly, competent, bodies in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. For each relevant proposition, it should record the adopting body, date, legal or policy status, national authority, present implementing instrument and unresolved question. This is not an administrative inventory for its own sake. It prevents a proposed measure from being represented as an obligation, a declaration from being treated as proof of delivery, and a later decision from being projected backwards. The register should be revised openly as competent bodies act.[REF-17] [REF-19] [REF-27]

capacity and reliable, implementation, judged in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 69. Fixing the contemporaneous institutional baseline to connect evidence with delivery, unequal effect and correction. Governments can state that the 2030 Agenda has been adopted and that national alignment is commencing. They should not state that every indicator, national milestone or implementation mechanism has already been internationally settled. A precise account strengthens credibility because it makes clear which choices belong to national democratic and administrative processes and which follow directly from adopted commitments. It also establishes a reliable point from which later implementation can be judged.[REF-25] [REF-26] [REF-27]

continuity and elements, ceased, matter in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. A national plan cannot improve every condition simultaneously, yet it should retain a complete map of early childhood, primary and secondary education, technical and vocational learning, tertiary participation, adult learning, relevant skills, equality, literacy, learning environments, scholarships and teachers as they appear in the adopted targets. A first improvement priority should be chosen because evidence shows a serious and remediable break, not because other elements have ceased to matter.[REF-25] [REF-27]

equity and beside, evidence, limitations in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. The entitlement test asks which population and educational condition are at stake. The consequence test asks the scale and severity of the denial. The actionability test asks whether a competent authority has a plausible means of change. The equity test asks whether the measure will reach learners farthest from the secured opportunity. A priority that scores highly on visibility but weakly on consequence or equity should be reconsidered. The reasons for selection should be published beside the evidence and known limitations.[REF-01] [REF-03] [REF-12]

authority and supports, proportionate, protection in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. A moderate national gap may conceal acute failure in one district or population; a large aggregate shortfall may require broad system expansion alongside targeted support. Analysis should retain the national level, absolute number affected, subnational and group distributions and the minimum educational floor. It should also distinguish poor data from satisfactory conditions. Where the least-served population is weakly observed, strengthening coverage can itself become an immediate priority while urgent service evidence supports proportionate protection.[REF-02] [REF-06] [REF-24]

distribution and learner, facing, condition in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. An assessment reform cannot improve learning without curriculum alignment, teacher capability and participation. Expansion of secondary places may depend on primary completion, trained staff and facilities. Adult learning may require flexible provision, recognition and learner support. The plan should make these dependencies visible and decide which must precede or accompany the selected measure. Otherwise a high-level commitment can be converted into an isolated activity unable to change the learner-facing condition.[REF-03] [REF-16] [REF-18]

timing and outside, formal, schooling in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 70. Selecting priorities without narrowing the commitment to connect evidence with delivery, unequal effect and correction. New evidence may show that the diagnosed mechanism was wrong, that another population is more severely affected or that implementation capacity is insufficient. Revision is not a retreat from ambition when reasons and consequences are published. It is a condition of responsible improvement. The complete commitment map should remain in view so that repeated concentration on one readily measured target does not produce silent neglect of lifelong learning, equality, educational quality or populations outside formal schooling.[REF-08] [REF-25] [REF-27]

feasibility and should, mistaken, completion in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. It should name the population, present educational condition, institutional mechanism, responsible body, resources, time and evidence of success. For example, a commitment to equitable quality education is too broad to guide one implementation decision; a proposition to improve regular attendance for a defined remote population through transport, staffing and calendar changes can be examined and corrected. The narrower proposition remains connected to the universal commitment and should not be mistaken for its completion.[REF-07] [REF-12] [REF-27]

uncertainty and evidence, prevalence, claimed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. A low completion rate may reflect late entry, repetition, household cost, distance, school safety, language, disability exclusion, teacher shortage or unreliable records. These mechanisms require different responses. A government should compare administrative, household, assessment and local service evidence and state where inference remains uncertain. Consultation with teachers, learners and communities can identify mechanisms, but it should not replace representative population evidence when prevalence is claimed.[REF-01] [REF-03] [REF-24]

remedy and tested, during, implementation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. Additional materials will not improve learning if teachers lack time or knowledge to use them; professional guidance will not improve attendance where transport is decisive; a new indicator will not correct exclusion without authority and resources. The plan should identify necessary dependencies and foreseeable adverse effects. It should specify which part of the hypothesis is established by evidence and which remains to be tested during implementation.[REF-06] [REF-12] [REF-16]

capacity and difference, existing, series in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. Targets may need national definitions for programme levels, age groups, language and institutional responsibility. Adaptation is legitimate where it makes the commitment operational and comparable over time. It is not legitimate where it narrows the entitled population, lowers expectations for disadvantaged groups or converts learning into attendance alone. The public record should show the relationship between the global target, national definition and selected measure, including any material difference from an existing series.[REF-02] [REF-10] [REF-25]

comparability and measurement, weakness, insufficient in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 71. From global target to national improvement proposition to connect evidence with delivery, unequal effect and correction. Authorities should state what evidence would justify continuation, expansion, adaptation or cessation and when that decision will occur. A pilot that continues because it attracts support rather than because it changes the intended condition is not an improvement method. Conversely, an intervention should not be abandoned merely because early outcomes are uncertain where delivery has not reached intended intensity. Review must distinguish theory failure, implementation failure, measurement weakness and insufficient time.[REF-08] [REF-11] [REF-23]

equity and facing, condition, changes in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. National policy may set the priority, but regional administrations, municipalities, schools, training institutions or other bodies may control staffing, facilities and learner support. The plan should allocate each function to the body able to perform it and identify escalation where local authority is insufficient. Coordination should not allow responsibility to become diffuse. One public owner should remain answerable for whether the learner-facing condition changes.[REF-12] [REF-17] [REF-19]

authority and continuity, temporary, support in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. Staff preparation, salaries, accessible materials, transport, maintenance, guidance, assessment, evidence and review may all be necessary. The Addis Ababa Action Agenda places national action within a broader financing context, but an international commitment does not supply a national cost estimate. Authorities should identify recurrent and capital requirements, the source and timing of funds, distribution rules and the conditions for continuity after temporary support.[REF-15] [REF-26]

distribution and should, represented, accessibility in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. Equal per-learner funding can reproduce inequality where remoteness, disability, language, insecurity or weak infrastructure makes adequate provision more expensive. Formulae should state which need factors are recognised and should be checked against actual receipt. Announced expenditure is not proof of delivery: review should trace authorization, transfer, institutional use and learner consequence. Where households continue to bear material cost, formal fee policy should not be represented as full accessibility.[REF-06] [REF-10] [REF-13]

timing and between, strong, institutions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. A new curriculum, assessment or inclusion expectation needs more than notification. Professional learning should provide subject substance, practical examples, time for collaboration and a route to support. Staffing and turnover should be examined in the locations expected to implement first. A plan dependent on exceptional individuals or uncompensated workload is not institutionally secure and can deepen disparity between strong and weak institutions.[REF-01] [REF-18]

coverage and visibility, supporting, activity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 72. Aligning authority, finance and professional capability to connect evidence with delivery, unequal effect and correction. External support may finance initial expansion, evidence, technical work or regional learning, but roles, conditions and exit should be clear. Parallel activities and reporting arrangements can fragment public authority. Assistance should align with a national improvement proposition, use compatible records and establish how essential functions will enter recurrent provision. Its success should be judged by national capability and equitable learner opportunity, not the duration or visibility of the supporting activity.[REF-22] [REF-26] [REF-27]

uncertainty and improvement, learning, progression in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. Inputs show whether resources and staff were available; delivery evidence shows whether the measure operated; reach shows which eligible learners participated and with what intensity; educational evidence shows whether the intended condition changed. These stages should not be collapsed. A budget can be executed without materials arriving, a programme can operate without reaching disadvantaged learners, and participation can rise without improvement in learning or progression.[REF-03] [REF-06] [REF-12]

remedy and concepts, differ, materially in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. Where a new target requires a new measure, authorities should preserve the preceding series and identify any break. Apparent improvement caused by revised population estimates, wider institutional reporting or changed assessment participation should be separated from educational change. Comparable trends are valuable, but continuity should not be asserted where concepts differ materially.[REF-02] [REF-23] [REF-24]

capacity and responsibility, should, disappear in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. A plan can improve its average by reaching learners already closest to the desired condition. It should therefore report the least-served position and protect against exclusion or deterioration. Disaggregation must remain lawful, meaningful and safe. Small numbers may require controlled access or combined reporting, but the affected population and public responsibility should not disappear.[REF-01] [REF-10] [REF-13]

comparability and rather, selective, reporting in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. Assessment results should identify the domain, eligible population, participation and exclusions. A favourable mean among tested learners cannot represent those outside school or absent from assessment. Classroom observation, work samples and learner accounts can illuminate mechanism without establishing national prevalence. Agreement across sources strengthens a conclusion only after definitions and dates align; disagreement should guide investigation rather than selective reporting.[REF-03] [REF-24]

continuity and populations, remain, underserved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 73. Monitoring delivery, reach and educational consequence to connect evidence with delivery, unequal effect and correction. A concise account should state what was implemented, who received it, what changed, what remains uncertain, which adverse effects occurred and whether the measure will continue, adapt, expand or cease. The next review date and responsible authority should be visible. This makes monitoring a means of correction rather than an obligation to produce favourable figures. The adopted agenda gains national credibility when evidence can alter action and expose populations who remain underserved.[REF-08] [REF-25] [REF-27]

authority and adoption, national, action in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. Governments can designate a competent coordinating authority, preserve existing sector responsibilities, assemble a dated commitment register and commission a baseline review. The review should map every adopted education target against national law, plans, budgets and evidence. It should identify urgent gaps and unsettled definitions separately. This creates a disciplined bridge between global adoption and national action.[REF-25] [REF-27]

distribution and produce, favourable, results in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. It should name the population and condition, state why it takes precedence, and preserve the wider commitment map. Where credible evidence reveals severe exclusion or harm, protective action need not await a perfect estimate. Longer-term allocation, however, should be reviewed as coverage improves. The plan should guard against choosing only learners and institutions most likely to produce rapid favourable results.[REF-01] [REF-06] [REF-12]

timing and substance, transfer, households in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. Temporary finance may permit testing, but teachers, learner support, accessible facilities, maintenance and evidence cannot be sustained by an announcement. The national authority should state the source, timing and distribution of finance and how external cooperation relates to ordinary provision. A financing gap should be described rather than hidden through reduced educational substance or transfer of cost to poor households.[REF-15] [REF-26]

coverage and accountable, planning, reason in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. It can state that the principal education, financing and implementation texts named in this report were available by the cut-off. It should also state that later indicator settlements, technical revisions and results are outside the record. This protects the difference between an adopted commitment, a national policy choice, an institutional plan and later statistical clarification. Accurate status is a condition of accountable planning, not a reason for delay.[REF-25] [REF-26] [REF-27] [REF-28]

feasibility and period, evidence, result in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 74. First national decisions after adoption to connect evidence with delivery, unequal effect and correction. It should examine authority, delivery, reach, professional capability, finance, learner experience and early educational consequence. It should record adverse findings and adapt the measure where the hypothesis or delivery proves weak. The transition from global commitment to national improvement is complete only when ordinary institutions can sustain the changed condition and correct foreseeable departures; the end of a project or reporting period is not evidence of that result.[REF-08] [REF-12] [REF-23]

capacity and requiring, action, another in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. A school, training provider, university, local administration or other body does not implement the whole global agenda alone. It contributes within its mandate, while national authorities retain responsibilities for law, finance, curriculum, workforce and equitable system provision. The plan should therefore map each selected Education 2030 priority to the institutional function that can materially influence it and identify dependencies requiring action at another level.[REF-12] [REF-25] [REF-28]

comparability and resources, evidence, assigned in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. An institution may seek more regular participation, stronger foundational learning, safer and more accessible facilities, better transition, improved teacher support or a more equitable adult-learning offer. The statement should name the eligible population, current condition, intended change and period. A global target supplies direction, but the institutional proposition must be narrow enough for authority, resources and evidence to be assigned.[REF-07] [REF-27] [REF-28]

continuity and protected, during, implementation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. A plan concerned with learning cannot ignore assessment participation or opportunity to learn; a plan concerned with enrolment cannot treat registration as regular attendance; a plan concerned with completion should examine the educational substance and recognised value of the programme. Selecting one priority does not authorize deterioration in another essential condition. Safeguards should state which minimums must be protected during implementation.[REF-01] [REF-03] [REF-09]

equity and consequence, competent, approving in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. Rights, national requirements and adopted policy establish conditions that the institution must respect. The choice of timetable, professional-learning arrangement, local partnership or diagnostic method may permit adaptation. This distinction allows institutions to respond to context without treating national variation or resource constraint as authority to lower the substantive entitlement of disadvantaged learners. Any requested exception should identify the legal basis, expected consequence and competent approving body.[REF-08] [REF-10] [REF-28]

authority and quietly, narrow, objective in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 75. Institutional mandate and scope to connect evidence with delivery, unequal effect and correction. Participation can reveal barriers and test whether proposed measures are workable; it should not transfer public responsibility to those affected by weak provision. The decision record should show how evidence and consultation altered the priority. Where the institution lacks authority over a material dependency, the plan should route the issue to the responsible authority and retain it as an unresolved risk rather than quietly narrow the objective.[REF-17] [REF-19] [REF-25]

timing and bounded, aspects, learning in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. Entry, attendance, progression, completion, learning and transition should be mapped together with staffing, instructional time, facilities, accessibility and learner support. The purpose is to locate the first material break rather than compile every available statistic. Administrative records describe registered learners and delivery; household or community evidence may reveal people outside the institution; assessment and work samples describe bounded aspects of learning.[REF-02] [REF-03] [REF-24]

coverage and represented, prevalence, estimate in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. A stable institutional mean can conceal deterioration among one programme or learner group. Sex, household constraint, disability, language, residence, displacement and prior opportunity may be relevant, subject to lawful collection and protection. Small groups require caution about precision and disclosure, but the service barrier should remain visible. Where population estimates are weak, qualitative and case evidence may justify immediate correction without being represented as a prevalence estimate.[REF-06] [REF-10] [REF-13]

feasibility and action, outside, authority in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. Low attendance may be associated with transport, cost, safety, calendar, health, discrimination or inaccessible instruction. Weak learning may reflect interrupted participation, limited curriculum exposure, teacher absence, language, assessment design or inadequate support. A descriptive difference cannot rank these explanations. The institution should gather the smallest additional evidence needed for a practical decision and should identify explanations requiring action outside its authority.[REF-01] [REF-05] [REF-12]

uncertainty and sufficient, selection, criterion in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. A condition affecting fewer learners may warrant immediate action if the consequence is severe or violates a minimum entitlement. Conversely, a large but weakly measured difference may first require stronger evidence. The plan should explain why the selected priority takes precedence, which learners are expected to benefit and how the rest of the institutional responsibility remains monitored. Ease of measurement alone is not a sufficient selection criterion.[REF-07] [REF-16] [REF-28]

remedy and before, judging, change in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 76. Diagnostic review and priority selection to connect evidence with delivery, unequal effect and correction. Population, definitions, source completeness, date, uncertainty and any exclusions should travel with the starting value. Where the institution changes its record system or assessment during implementation, overlap evidence should be retained and breaks marked. A baseline reconstructed after results are known is vulnerable to selective interpretation. The plan should approve the baseline and revision rule before judging change.[REF-03] [REF-23] [REF-24]

comparability and expected, learner, opportunity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. It should connect an action to an institutional mechanism: additional instructional support to a documented curriculum gap; revised attendance arrangements to a known timing or transport barrier; accessible materials and assessment to exclusion of learners with disabilities; professional support to weak subject teaching. Activities should not be listed without the reason they are expected to alter learner opportunity.[REF-10] [REF-12] [REF-28]

continuity and should, precede, implementation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. Teacher guidance may require curriculum clarification, planning time, examples and leadership support. New materials require procurement, accessible formats, distribution and maintenance. Learner support may require eligibility rules, communication and protection of personal information. A plan should identify the latest point at which a missing dependency can be corrected without compromising delivery. Where a dependency lies with another authority, agreement and escalation should precede large-scale implementation.[REF-17] [REF-18] [REF-25]

equity and displace, teaching, service in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. An institution should know which learners or staff receive the measure, how frequently, for how long and with what expected standard. Without intensity, non-response cannot be distinguished from weak delivery. Attendance at one professional meeting, receipt of materials or registration in support does not prove sustained use. Monitoring should capture actual exposure and reasons for incomplete delivery while avoiding burdens so heavy that they displace teaching or service.[REF-03] [REF-06] [REF-16]

authority and content, weaker, unrecognised in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. An apparently equal offer may be unusable because of cost, time, language, disability, safety or location. The plan should test which learners can take up the measure and provide the additional condition required for substantive access. Local adaptation is desirable where it removes a barrier while protecting the common educational objective. It becomes inequitable where learners facing disadvantage receive reduced content, weaker staff or an unrecognised route.[REF-08] [REF-13] [REF-14]

distribution and essential, condition, deteriorates in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 77. Improvement proposition and implementation design to connect evidence with delivery, unequal effect and correction. Additional assessment can narrow curriculum or increase exclusion; targeted grouping can stigmatise learners; extended time can increase household costs; intensive support for one cohort can divert staff from another. The plan should identify indicators or qualitative evidence that would reveal these effects and the authority able to intervene. Improvement is not established by movement of the selected measure if another essential condition deteriorates.[REF-01] [REF-11] [REF-23]

coverage and remain, visible, statement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Capital expenditure or a temporary grant may be necessary but cannot establish sustained capability by itself. The institution should identify which costs fall within its budget, which require higher-level allocation and which are presently unfunded. An unfunded dependency should remain visible in the risk statement.[REF-15] [REF-26] [REF-28]

feasibility and capability, affected, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Programmes serving learners with greater need may require more staff time, specialist support, transport or accessible materials. Equal departmental or per-learner amounts can reproduce unequal opportunity. Allocation reasons should be documented and reviewed against actual receipt and use. Additional finance should be justified by the common educational condition it protects, not by a permanent assumption of lower capability among the affected learners.[REF-06] [REF-10] [REF-13]

uncertainty and turnover, access, assistance in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Teachers, trainers and institutional leaders need subject knowledge, diagnostic skill, practical examples and time to collaborate. Where the plan alters curriculum, assessment or inclusion arrangements, staff should have supported opportunities to understand the educational reasoning. One briefing does not establish readiness for sustained change. The plan should monitor participation, usable learning, workload, turnover and access to later assistance.[REF-01] [REF-18] [REF-25]

remedy and within, responsible, respond in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Staff should not be held responsible for changing transport, staffing establishment, qualification rules or infrastructure beyond their authority. Conversely, higher-level constraints should not prevent local correction that is lawful and feasible. The plan should identify decision thresholds, escalation routes and the time within which the responsible body will respond.[REF-12] [REF-17] [REF-19]

capacity and correction, exceptional, support in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 78. Resources and professional capability to connect evidence with delivery, unequal effect and correction. Universities, civil society, employers or international bodies may contribute knowledge, facilities or finance, but programme status, data protection and continuity should be clear. Parallel arrangements can create fragmented standards or reporting burdens. Agreements should state the educational purpose, authority, resource duration, records, safeguards and handover. The measure of partnership is whether the institution can sustain equitable quality and correction after exceptional support ends.[REF-22] [REF-26] [REF-28]

continuity and content, period, observed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Approval of the plan establishes authority; expenditure demonstrates a resource transaction; implementation records show activity; learner evidence shows participation or change. None automatically proves the next. The review schedule should collect evidence proportionate to each claim and identify the population represented. A favourable result should not be broadened beyond the learners, content and period observed.[REF-03] [REF-16] [REF-24]

equity and alongside, aggregate, objective in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Non-participation can reveal communication, cost, timing, safety or accessibility barriers. The review should disaggregate where lawful and precise and should retain absolute numbers. An improved average does not establish that learners farthest from the baseline benefited. The plan should define a minimum floor or least-served test alongside its aggregate objective.[REF-01] [REF-06] [REF-13]

authority and selection, favourable, source in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Assessment can show a bounded learning domain; attendance and completion records show participation; observation and work samples can explain teaching and learner activity; interviews can identify experience and mechanism. Agreement strengthens the conclusion only after dates and definitions align. Contradiction should initiate enquiry into coverage, implementation or measurement rather than selection of the most favourable source.[REF-02] [REF-12] [REF-23]

distribution and alternative, provision, addressed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Weak outcomes may reflect an incorrect hypothesis, incomplete delivery, insufficient intensity, adverse conditions, measurement weakness or inadequate time. These explanations call for different action. The review should record which is supported, what changes and how the baseline or comparison remains interpretable. Ending an ineffective measure is responsible improvement when learner safeguards and alternative provision are addressed.[REF-08] [REF-11] [REF-28]

timing and foreseeable, departure, period in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 79. Evidence, adaptation and institutionalisation to connect evidence with delivery, unequal effect and correction. Continued activity after a pilot is not sufficient if it depends on exceptional staff or external funds. The final decision should state which function enters ordinary provision, which limitation remains, who owns it and when evidence will next be examined. Completion means that the institution can sustain the improved learner-facing condition and correct foreseeable departure, not that the plan period has ended.[REF-17] [REF-25] [REF-26]

coverage and rather, obscure, responsibility in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 1. Institutional status and continuity of responsibility to connect evidence with delivery, unequal effect and correction. Its political commitments should be reported accurately without being treated as new binding law. Existing responsibilities under human-rights, refugee and humanitarian law remain applicable according to their terms. National authorities retain the primary education role; international support should strengthen rather than obscure that responsibility.[REF-29] [REF-30]

feasibility and initiative, financed, agreement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 1. Institutional status and continuity of responsibility to connect evidence with delivery, unequal effect and correction. It can establish themes and announcements, but not universal consent to every statement made by participants. Individual commitments require their own issuing authority and evidence. Public reporting should distinguish a Summit-wide record, a government pledge, an agency initiative and a financed agreement.

remedy and status, definition, revision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 2. Population, movement and denominators to connect evidence with delivery, unequal effect and correction. Each observes a different population. Duplicate and missing records should be expected where families move. The estimate should state reference date, place, status definition and revision.

capacity and schools, absorb, enrolment in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 2. Population, movement and denominators to connect evidence with delivery, unequal effect and correction. A denominator restricted to applicants or camp residents cannot establish participation for an entire displaced population. Host-community population change also matters where schools absorb rapid enrolment.

continuity and classify, attendance, demand in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 3. Safe and usable access to connect evidence with delivery, unequal effect and correction. Distance, transport, documentation, language, household cost, disability, gender-related risk and work or care duties can prevent attendance. The response should identify the barrier rather than classify non-attendance as lack of demand.

equity and handled, suitable, safeguards in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 3. Safe and usable access to connect evidence with delivery, unequal effect and correction. Reports should distinguish verified incident, reported concern and general exposure. Protection information should be collected only for a clear purpose and handled under suitable safeguards.

distribution and movement, compatibility, planned in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 4. Teaching and learning continuity to connect evidence with delivery, unequal effect and correction. A receiving system may need bridging or language support while retaining a route to recognised national education. Parallel curricula and records can impede later movement if compatibility is not planned.

timing and general, teacher, performance in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 4. Teaching and learning continuity to connect evidence with delivery, unequal effect and correction. Observation should focus on a bounded practice and lead to support. One crisis-affected lesson cannot establish general teacher performance.

feasibility and observed, performance, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 5. Assessment, records and recognition to connect evidence with delivery, unequal effect and correction. Missing certificates should not create an absolute bar to entry. Provisional placement can draw on learner work, dialogue, prior history and observed performance, with a review date.

uncertainty and transferred, entirely, learner in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 5. Assessment, records and recognition to connect evidence with delivery, unequal effect and correction. Reconstructed entries require provenance. High-consequence certification needs stronger evidence than provisional entry, but institutional disruption should not be transferred entirely to the learner.

capacity and require, recurrent, horizon in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 6. Financing and the new fund to connect evidence with delivery, unequal effect and correction. School-year recruitment, teacher payment and procurement have deadlines. Late disbursement can be recorded as financial execution while failing the intended educational period. Multi-year crises require a recurrent horizon.

comparability and learning, continuity, evidence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 6. Financing and the new fund to connect evidence with delivery, unequal effect and correction. Future monitoring should identify contributors, commitments, cash received, allocation criteria, implementing authority, populations reached, service quality and learning or continuity evidence.[REF-31]

equity and responsibility, handed, authorised in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 7. Accountability and exit from temporary arrangements to connect evidence with delivery, unequal effect and correction. Temporary sites, condensed curricula, volunteer teaching or parallel records should not become a permanent lower standard for affected populations. Exit can mean integration, recognised transfer, return or closure with responsibility handed to an authorised body.

authority and sustained, recognised, forward in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 7. Accountability and exit from temporary arrangements to connect evidence with delivery, unequal effect and correction. A favourable attendance rate among reached learners does not erase those never offered a place. A project ending does not establish educational recovery. Completion is a sustained, recognised route forward.

comparability and changes, educational, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 80. Estimating the complete educational requirement to connect evidence with delivery, unequal effect and correction. Population estimates need a reference date, geography, age or programme group, displacement or other status definition and coverage statement. In a protracted crisis, people move, registrations lapse and multiple agencies may count the same household. A point estimate without revision history can be misleading. Reports should retain the source and uncertainty and show host-community learners where additional demand changes their educational conditions.[REF-20] [REF-21] [REF-23]

continuity and support, progression, absent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 80. Estimating the complete educational requirement to connect evidence with delivery, unequal effect and correction. Not every intervention needs every item in the same form, but omissions should be reasoned. A space-and-supplies estimate can support immediate reopening; it cannot represent the complete cost of sustained quality education if salaries, support and progression are absent.[REF-09] [REF-12] [REF-32]

equity and distributed, unexplained, percentage in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 80. Estimating the complete educational requirement to connect evidence with delivery, unequal effect and correction. A per-learner annual requirement can support comparison only when programme duration and included items are similar. Start-up and recurrent cost should be separated, as should national currency and foreign-exchange assumptions where material. Shared costs such as administration, assessment and data should be allocated transparently rather than omitted or distributed by an unexplained percentage.[REF-03] [REF-16] [REF-26]

authority and facing, severe, crisis in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 80. Estimating the complete educational requirement to connect evidence with delivery, unequal effect and correction. It should not become an undisclosed addition. The estimate should identify the risk addressed, calculation and conditions for release. Scenario ranges can be more informative than one exact amount when population and access may change. Each scenario should retain a common minimum educational condition so that the lower figure does not silently imply a lower standard for learners facing the most severe crisis.[REF-05] [REF-14] [REF-29]

distribution and measurement, changed, ambition in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 80. Estimating the complete educational requirement to connect evidence with delivery, unequal effect and correction. Revision should preserve the preceding estimate, reason and effect. A rising requirement is not evidence of financial mismanagement if the population grew or the initial service specification was incomplete; a falling requirement is not necessarily efficiency if access contracted. The public account should distinguish changed need from changed measurement and changed ambition.[REF-08] [REF-23] [REF-24]

coverage and stating, temporal, conversion in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 81. Defining and interpreting the financing gap to connect evidence with delivery, unequal effect and correction. It is not the difference between an appeal headline and any amount mentioned in its vicinity. The numerator and denominator of the comparison must be conceptually aligned. Earmarked finance cannot automatically fill an unrelated requirement; a multi-year commitment should not be compared with a one-year need without stating the temporal conversion.[REF-03] [REF-26] [REF-29]

feasibility and intermediary, recipient, purpose in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 81. Defining and interpreting the financing gap to connect evidence with delivery, unequal effect and correction. These sources carry different authority, timing and conditions. Household expenditure should not be treated as desirable gap closure where cost excludes poor learners. Double counting can arise when one contribution passes through several agencies or when both commitment and transfer are summed. A funding registry should preserve the origin, intermediary, recipient and final purpose.[REF-15] [REF-17] [REF-31]

uncertainty and evidence, adequate, finance in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 81. Defining and interpreting the financing gap to connect evidence with delivery, unequal effect and correction. An aggregate can conceal a fully financed capital item beside an unfunded teacher requirement or an accessible urban programme beside an underserved remote population. Distributional reporting should show which learners and institutions bear the shortfall. It should avoid inferring that a population with no costed plan has no gap; absence of an estimate is an evidence deficiency, not evidence of adequate finance.[REF-01] [REF-06] [REF-13]

remedy and action, magnitude, unsettled in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 81. Defining and interpreting the financing gap to connect evidence with delivery, unequal effect and correction. If both requirement and available finance are ranges or subject to material revision, the resulting gap should not carry greater precision. Reports can present a central estimate and bounded alternatives, identify the dominant uncertainty and test whether the conclusion changes. A gap clearly material under every plausible specification may justify urgent action even if its exact magnitude is unsettled.[REF-23] [REF-24]

capacity and continuity, comparable, conditions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 81. Defining and interpreting the financing gap to connect evidence with delivery, unequal effect and correction. Cost, programme structure, public capacity, access, population composition and the role of existing national provision differ. A per-learner gap can support orientation when the included service is disclosed; it should not rank need or performance without context. The strongest comparative use is to reveal which components are systematically omitted and which financing arrangements support continuity under comparable conditions.[REF-16] [REF-19] [REF-30]

continuity and legally, administratively, available in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 82. Predictability and the time profile of finance to connect evidence with delivery, unequal effect and correction. A pledge with no schedule is less usable for planning than an enforceable appropriation or signed agreement with known timing, even if its nominal amount is larger. The baseline should therefore report amount, status, period, conditions, expected transfer dates, currency and recipient. It should distinguish an indicative multi-year intention from finance legally or administratively available.[REF-26] [REF-29] [REF-31]

equity and visible, enough, correction in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 82. Predictability and the time profile of finance to connect evidence with delivery, unequal effect and correction. Teacher contracts, rent, transport, language support, materials, assessment and records require continuity over school years. Short grants can create interruptions or repeated procurement and recruitment. A financing profile should show the share of the service covered by month, term or year and identify the date at which essential functions become unfunded. This makes a foreseeable interruption visible early enough for correction.[REF-12] [REF-15]

authority and protect, learner, interest in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 82. Predictability and the time profile of finance to connect evidence with delivery, unequal effect and correction. Funds arriving after enrolment, teacher recruitment or procurement deadlines may be counted as received while failing to protect continuity. Disbursement timeliness should therefore be measured from the decision point relevant to the service, not only from the donor's commitment date. Delay reasons should be classified without assuming that every control is unnecessary; fiduciary assurance and speed must both protect learner interest.[REF-17] [REF-18] [REF-29]

distribution and condition, changed, circumstances in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 82. Predictability and the time profile of finance to connect evidence with delivery, unequal effect and correction. A tightly earmarked grant can leave a critical support or host-community need unfunded even where total resources appear adequate. Flexibility should operate within a public plan, authority and safeguards rather than permit unrecorded substitution. Reports should identify transfers between cost categories, reasons and learner consequence. The test is whether adaptation maintained the intended educational condition under changed circumstances.[REF-08] [REF-30]

timing and support, historically, renewed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 82. Predictability and the time profile of finance to connect evidence with delivery, unequal effect and correction. Temporary international finance should identify whether the service will transfer to national or local budgets, continue under renewed assistance, adapt or close. The plan should state responsibilities, recurrent cost and evidence required before the transition. A programme that remains open through repeated emergency extensions without a stated continuity arrangement is not predictable merely because support has historically been renewed.[REF-25] [REF-26] [REF-28]

feasibility and received, intended, condition in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 83. From pledge to learner-facing use to connect evidence with delivery, unequal effect and correction. Each state requires its own evidence and date. Movement should not be inferred. A press release can establish an announcement; a signed agreement can establish a commitment; a bank or accounting record can establish transfer or expenditure; only service evidence can establish that learners received the intended condition.[REF-29] [REF-30] [REF-31]

uncertainty and precise, monetary, equivalent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 83. From pledge to learner-facing use to connect evidence with delivery, unequal effect and correction. Commitments made in one currency and spent in another should state the conversion date and method. In-kind contributions should be valued separately and should identify the item, quantity, condition and service use. Counting the procurement value of unusable or delayed material as full learner benefit would overstate delivery. Where valuation is uncertain, physical quantities and distribution may be more informative than a precise monetary equivalent.[REF-03] [REF-23]

remedy and describe, coverage, method in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 83. From pledge to learner-facing use to connect evidence with delivery, unequal effect and correction. Funds may pass from donor to pooled mechanism, agency, national authority and provider. The aggregate should count the contribution once while reporting administrative and programme expenditure at the relevant stages. Subgrants should retain purpose, period and recipient. Confidential or security-sensitive information may require controlled access, but public totals should still describe coverage and method.[REF-10] [REF-24]

capacity and expenditure, produced, learning in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 83. From pledge to learner-facing use to connect evidence with delivery, unequal effect and correction. Procurement completion is not the same as arrival; arrival is not the same as accessible use. Teacher positions should be distinguished from filled and attended posts. A temporary classroom should be distinguished from safe instructional time. These distinctions allow finance to be connected to educational continuity without claiming that expenditure alone produced learning.[REF-02] [REF-32]

comparability and reached, intended, learners in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 83. From pledge to learner-facing use to connect evidence with delivery, unequal effect and correction. Attendance, progression, learning and recognised transition are influenced by finance and by implementation, insecurity, population movement and prior opportunity. Descriptive improvement after expenditure can support operational judgement but does not by timing alone establish attribution. Causal claims require a credible comparison; bounded service evidence remains sufficient to test whether the financed input reached the intended learners.[REF-01] [REF-16]

equity and secure, substantive, opportunity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 84. Equity, host systems and distributional incidence to connect evidence with delivery, unequal effect and correction. Additional enrolment can reduce class time, materials or teacher availability for existing learners if host systems receive no compensating resource. A separate programme may address urgent barriers while creating parallel standards or weak recognition. The distributional account should show how finance affects the common public service and any differentiated support required to secure an equal substantive opportunity.[REF-06] [REF-12] [REF-20]

authority and expectations, affected, population in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 84. Equity, host systems and distributional incidence to connect evidence with delivery, unequal effect and correction. Disability accommodation, minority-language instruction, remote access, protection, interrupted prior learning and sparse populations may require more resources. Equal per-learner finance can reproduce inequality where these costs differ. The factors, weights and evidence should be transparent and tested against actual distribution. Additional allocation should protect the common entitlement rather than institutionalise lower expectations for the affected population.[REF-09] [REF-10] [REF-13]

distribution and rather, announced, coverage in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 84. Equity, host systems and distributional incidence to connect evidence with delivery, unequal effect and correction. Crisis-affected families may face transport, materials, examination, documentation and opportunity costs even where tuition is formally free. A funding plan that transfers cost to households can appear balanced while participation contracts among the poorest. Household evidence should be read alongside service and price information, subject to sampling and residence limitations. Assistance should be reported by eligibility, offer, receipt and use rather than announced coverage alone.[REF-14] [REF-15] [REF-24]

timing and protect, sensitive, information in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 84. Equity, host systems and distributional incidence to connect evidence with delivery, unequal effect and correction. Adolescent girls may face safety or care barriers; boys may enter hazardous work; older learners may lack recognised routes; young children may be absent from emergency registries. Funding should follow diagnosed barriers without treating identity as the cause. The review should test reach and learner experience and should protect sensitive information.[REF-08] [REF-21]

coverage and benefit, aggregate, transfer in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 84. Equity, host systems and distributional incidence to connect evidence with delivery, unequal effect and correction. National or response-wide totals can conceal unfunded districts, schools or programme levels. Where detailed financial allocation cannot be linked directly to learners, institutional and geographic distribution can provide a bounded intermediate measure. The report should state the allocation assumption and avoid implying individual benefit from an aggregate transfer.[REF-03] [REF-16] [REF-19]

uncertainty and before, interpreting, differences in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 85. Efficiency, quality and the risk of false economy to connect evidence with delivery, unequal effect and correction. A lower cost per learner is not efficient if instructional time, teacher preparation, safety or recognition is reduced below an acceptable condition. Likewise, high expenditure is not proof of quality. Comparative analysis should state the service content, population and outcome before interpreting cost differences.[REF-09] [REF-12] [REF-16]

remedy and enable, accountable, delivery in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 85. Efficiency, quality and the risk of false economy to connect evidence with delivery, unequal effect and correction. Excessive fragmentation can multiply management and reporting, while inadequate coordination can produce duplication, geographic gaps or incompatible records. A simple low-overhead ratio can also be misleading if necessary protection, monitoring or technical support is classified as administration. Costs should be assigned by function and examined for whether they enable safe, accountable delivery.[REF-29] [REF-30]

capacity and affect, educational, condition in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 85. Efficiency, quality and the risk of false economy to connect evidence with delivery, unequal effect and correction. The cheapest unit can be false economy if it is inaccessible, unsafe, incompatible or impossible to maintain. Local procurement may shorten delivery or support continuity but requires fair standards and capacity. The comparison should use lifecycle and service costs where these materially affect the educational condition.[REF-03] [REF-22]

comparability and support, should, established in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 85. Efficiency, quality and the risk of false economy to connect evidence with delivery, unequal effect and correction. Stable, prepared personnel are central to educational continuity. Short-term or unpaid arrangements can reduce the recorded budget while increasing turnover, absence and weak teaching. Compensation, preparation, supervision, safety and workload should be included. Where emergency personnel enter through accelerated routes, a financed path to recognised preparation and continuing support should be established.[REF-01] [REF-18] [REF-32]

continuity and changing, allocation, delivery in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 85. Efficiency, quality and the risk of false economy to connect evidence with delivery, unequal effect and correction. The responsible body should state whether a cost difference reflects price, population, service design, delay, waste or genuine improvement. Savings should be traced to their effect on the complete requirement and should not be counted twice as both lower expenditure and an unfunded gap. A revision should preserve adverse evidence and the reason for changing allocation or delivery.[REF-08] [REF-23]

authority and performance, presumed, launch in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 86. Minimum public account as at launch to connect evidence with delivery, unequal effect and correction. It does not comprise later receipts, disbursement, geographic reach or education results. Those belong to later observation periods. A new institution should not be judged as though it has completed delivery, but neither should future performance be presumed from its launch.[REF-31]

distribution and should, explained, material in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 86. Minimum public account as at launch to connect evidence with delivery, unequal effect and correction. Amounts should use aligned populations, periods and service definitions. Pledges, commitments, receipts and expenditure should be reported separately. In-kind contributions and currency conversion should be explained where material.[REF-03] [REF-23] [REF-26]

timing and statistics, without, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 86. Minimum public account as at launch to connect evidence with delivery, unequal effect and correction. Missing evidence should have an owner, financed improvement action and expected date. Uncertainty should qualify language but should not suspend urgent protection where credible evidence shows serious exclusion or interruption. Provisional counts can support allocation when dated and revised; they should not later be presented as final statistics without review.[REF-20] [REF-21] [REF-24]

coverage and material, authority, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 86. Minimum public account as at launch to connect evidence with delivery, unequal effect and correction. A donor may revise a commitment, a pooled mechanism may allocate, a government may authorize teachers, and a provider may deliver instruction. Coordination is necessary, but remedy should not disappear between levels. The report should connect each material gap or delay to the body with authority and state the next decision date.[REF-17] [REF-19] [REF-30]

As at 7 December 2021, the Summit, fund launch and New York Declaration are contemporaneous institutional facts, while any result still requires its own dated evidence. The defensible conclusion is therefore a financing standard: assess the complete need, preserve every funding state, test predictability and distribution, trace learner-facing use and delay all result claims until suitable later evidence exists.[REF-29] [REF-30] [REF-31]

capacity and purposes, entitlements, education in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 87. Learning outcomes as a public-system concern to connect evidence with delivery, unequal effect and correction. The World Development Report 2018 describes a learning crisis in which schooling does not consistently produce foundational capability and directs attention to measurement, action on evidence and alignment among system actors. This is not a licence to reduce education to tested literacy and numeracy. It is a requirement that public authorities verify whether participation leads to relevant learning while preserving the broader purposes and entitlements of education.[REF-27] [REF-28] [REF-35]

comparability and grades, become, equivalent in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 87. Learning outcomes as a public-system concern to connect evidence with delivery, unequal effect and correction. National means require distributions; proficiency shares require the underlying levels; school-based assessments require an account of children outside school and absent learners. Comparison requires common constructs or a documented linking method. The existence of a number does not establish that unlike curricula, languages, ages or grades have become equivalent.[REF-02] [REF-03] [REF-36]

continuity and participation, credible, progress in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 87. Learning outcomes as a public-system concern to connect evidence with delivery, unequal effect and correction. A system may improve access while average assessed performance falls because previously excluded learners enter the measured population. That result demands explanation and additional support, not a conclusion that inclusion was mistaken. Conversely, a rising mean produced by selective participation is not credible progress.[REF-01] [REF-06] [REF-35]

equity and common, educational, standard in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 87. Learning outcomes as a public-system concern to connect evidence with delivery, unequal effect and correction. Curriculum coverage, teacher knowledge, language of instruction, materials, attendance, safety, disability accommodation and prior opportunity can each influence performance. The report should state which mechanism is supported and which authority can change it. Group identity, poverty or displacement should not be presented as a cause. Context directs resources and responsibility; it does not lower the common educational standard.[REF-08] [REF-10] [REF-36]

distribution and learning, separately, visible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 88. Alignment around a complete educational purpose to connect evidence with delivery, unequal effect and correction. Alignment is not uniform compliance with one measure. If consequences attach predominantly to a narrow assessment, institutions can rationally neglect unassessed learning, exclude difficult cases or redirect time from broader curriculum. A coherent system uses several forms of evidence and keeps safety, inclusion and essential learning separately visible.[REF-12] [REF-34] [REF-35]

timing and resources, delivery, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 88. Alignment around a complete educational purpose to connect evidence with delivery, unequal effect and correction. Central bodies may control standards, teacher establishments, finance and assessment; intermediate authorities may allocate staff and support; institutions organise teaching and learner assistance; professionals exercise decisions within their competence. Shared purpose should not become diffuse responsibility. Every material shortfall needs an actor with power, resources, a delivery date and a review test.[REF-17] [REF-19]

coverage and operation, educational, consequence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 88. Alignment around a complete educational purpose to connect evidence with delivery, unequal effect and correction. New materials require distribution, accessibility, teacher use and replacement; professional development requires relevant substance, time, follow-up and leadership; targeted learner support requires eligibility, safe delivery and continuity. Counting expenditure or events does not demonstrate that the learner-facing condition changed. The annual account should follow resources through receipt and operation to reach and educational consequence.[REF-22] [REF-26]

feasibility and without, improving, instruction in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 88. Alignment around a complete educational purpose to connect evidence with delivery, unequal effect and correction. National authorities require stable constructs, representative populations, quality-controlled administration, secure scoring, documented scales and competent interpretation. The UIS Data Digest 2018 emphasises the development and use of learning evidence, but measurement must remain proportionate to national capacity and decision need. Repeated collections that cannot be analysed or acted upon can consume scarce resources without improving instruction.[REF-23] [REF-36]

uncertainty and reward, polished, documentation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 88. Alignment around a complete educational purpose to connect evidence with delivery, unequal effect and correction. An adverse result should initiate proportionate review, not automatic blame. High-stakes consequences require stronger evidence and fair process. Institutions should be able to correct factual error without suppressing a valid finding. External scrutiny should test distribution, causal reasoning, resource delivery and follow-up rather than reward polished documentation.[REF-08] [REF-34]

capacity and claims, require, observation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 89. Refugee inclusion after affirmation of the Global Compact to connect evidence with delivery, unequal effect and correction. Its contemporary significance for education lies in a framework for more predictable and equitable responsibility-sharing and in support for inclusion of refugees within national arrangements. Affirmation is an institutional event, not evidence that inclusion, finance or learning outcomes had already improved. Result claims require later dated observation.[REF-33] [REF-37]

comparability and treated, administrative, transfer in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 89. Refugee inclusion after affirmation of the Global Compact to connect evidence with delivery, unequal effect and correction. Parallel provision may be necessary in an emergency, but prolonged separation can weaken continuity, recognition, teacher development and public accountability. Transition toward national inclusion should be planned with finance, capacity, language support, documentation and protection rather than treated as an administrative transfer alone.[REF-20] [REF-32] [REF-37]

continuity and status, verification, pending in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 89. Refugee inclusion after affirmation of the Global Compact to connect evidence with delivery, unequal effect and correction. These categories are not interchangeable. Registration status may be incomplete or unsafe to disclose, and education records may not follow movement. Estimates should state their source, date, geographic coverage and uncertainty and should not exclude an unregistered learner from the educational account merely because status verification is pending.[REF-21] [REF-24]

equity and responsibility, affected, communities in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 89. Refugee inclusion after affirmation of the Global Compact to connect evidence with delivery, unequal effect and correction. Legal admission is insufficient where fees, documentation, language, travel, safety, disability barriers or lack of places prevent attendance. Learning continuity also requires placement, recognition of prior study, bridging support and assessment that does not confuse unfamiliar language with lack of subject knowledge. Learner and family participation can reveal these barriers, provided that consultation is safe and does not transfer public responsibility to affected communities.[REF-08] [REF-10] [REF-33]

authority and undermine, public, support in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 89. Refugee inclusion after affirmation of the Global Compact to connect evidence with delivery, unequal effect and correction. Host systems may need additional posts, preparation for multilingual and interrupted learning, psychosocial support and fair conditions for refugee teachers. Accelerated recruitment can address immediate shortage but should lead to recognised preparation and professional continuity. Refugee enrolment without corresponding staffing and finance can strain provision for both refugee and host-community learners and undermine public support.[REF-18] [REF-30]

timing and subnational, distributions, visible in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 90. Regional differentiation without unequal standards to connect evidence with delivery, unequal effect and correction. Differentiation is therefore necessary for explanation and implementation. It does not authorise lower rights or a prediction that disadvantaged populations will learn less. The annual report should use regional comparison to identify common patterns and delivery constraints while keeping national and subnational distributions visible.[REF-01] [REF-27]

coverage and learning, series, available in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 90. Regional differentiation without unequal standards to connect evidence with delivery, unequal effect and correction. Regions with sparse data may contain the most serious needs. Missingness should be treated as an institutional condition with an owner and improvement plan. Interim household, school and qualitative evidence can support urgent action when a fully comparable learning series is not available.[REF-03] [REF-36]

feasibility and service, learner, result in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 90. Regional differentiation without unequal standards to connect evidence with delivery, unequal effect and correction. Comparisons should identify those limits rather than exclude countries from the account. International support should be judged by predictability, alignment, distribution and whether it strengthens national capability. A pledged amount, fund launch or policy commitment should remain distinct from receipt, expenditure, service reach and learner result.[REF-29] [REF-31] [REF-37]

uncertainty and comparison, genuinely, supported in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 90. Regional differentiation without unequal standards to connect evidence with delivery, unequal effect and correction. Group analysis should retain absolute levels and avoid interpreting parity at a low level as success. Where classifications differ among countries, harmonised presentation should not hide national definitions or claim false equivalence. The public record should identify the comparison that is genuinely supported.[REF-05] [REF-06]

capacity and authority, verified, remedy in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 91. The 2018 annual judgement to connect evidence with delivery, unequal effect and correction. Learning evidence without system diagnosis can produce blame; alignment without learner outcomes can reward orderly activity; refugee admission without capacity and continuity can create nominal inclusion. A credible quality account joins the substantive entitlement, observed population, educational result, operating conditions, responsible authority and verified remedy.[REF-28] [REF-35] [REF-37]

comparability and defensible, bridge, documented in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 91. The 2018 annual judgement to connect evidence with delivery, unequal effect and correction. Each result should have a date, population, definition and limitation. Cross-year change should be reported only where constructs and coverage remain comparable or a defensible bridge has been documented.[REF-02] [REF-23] [REF-36]

continuity and affirmation, belong, reports in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 91. The 2018 annual judgement to connect evidence with delivery, unequal effect and correction. The Global Compact provides a framework for cooperation and responsibility-sharing; the first annual test is whether competent bodies have assigned and resourced these functions. Outcomes after affirmation belong to later reports.[REF-33] [REF-37]

equity and preserve, achievement, unresolved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 91. The 2018 annual judgement to connect evidence with delivery, unequal effect and correction. A favourable average is insufficient if participation becomes more selective or an essential domain deteriorates. An adverse result is not a complete verdict if evidence also shows expanded inclusion and a credible, financed response. The annual account should preserve both achievement and unresolved duty.[REF-01] [REF-34]

continuity and reason, withhold, available in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 124. Entry without avoidable delay to connect evidence with delivery, unequal effect and correction. The entry decision should distinguish identity, legal entitlement, prior education and current support need. Each may require different evidence and authority. A school or college should not impose a documentation condition that is not required by the competent public body, and uncertainty about prior attainment should not become a reason to withhold an available place.[REF-01] [REF-03] [REF-33]

equity and unusable, particular, population in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 124. Entry without avoidable delay to connect evidence with delivery, unequal effect and correction. Timeliness is educational: a technically favourable decision made after a prolonged absence can still produce serious loss. Monitoring should report waiting time and unresolved cases as well as admissions and should examine whether language, disability, status, cost or distance makes the procedure unusable for a particular population.[REF-07] [REF-23]

authority and factual, refusal, reviewed in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 124. Entry without avoidable delay to connect evidence with delivery, unequal effect and correction. Consequential instructions may require interpretation, accessible format and an identified contact. Children should not routinely interpret legal, safeguarding or placement decisions for adults. The procedure should explain what information is required, why it is used, who may receive it and how a factual error or refusal can be reviewed.[REF-04] [REF-10]

distribution and authority, completes, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 124. Entry without avoidable delay to connect evidence with delivery, unequal effect and correction. A learner can receive orientation, safe participation and suitable learning activity without prejudging final placement or recognition. Interim provision should be time-bound and reviewed; it should not become a lower track in which learners remain because no authority completes the decision.[REF-08] [REF-19]

coverage and confirmation, institutional, assessment in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 125. Reconstructing an education history to connect evidence with delivery, unequal effect and correction. It may include languages used, years and periods of participation, curricula, subjects, work samples, assessments, qualifications, vocational experience, informal learning and interruption. Reconstruction should collect only information relevant to placement, support, recognition or progression and should distinguish learner account, document, third-party confirmation and institutional assessment.[REF-06] [REF-12]

feasibility and review, actual, participation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 125. Reconstructing an education history to connect evidence with delivery, unequal effect and correction. Conflict, displacement, school closure, unsafe contact or administrative difference may explain absence. The institution should identify safe alternatives and avoid requiring contact with an authority where doing so may expose the learner or family to risk. Any provisional judgement should state uncertainty and the date for review after actual participation.[REF-21] [REF-32]

uncertainty and restart, education, default in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 125. Reconstructing an education history to connect evidence with delivery, unequal effect and correction. Grade names, credit hours, programme duration and marks can have different institutional meanings. Translation establishes linguistic access but not educational equivalence. Staff should examine level, content, learning outcomes, assessment and rights attached to the record. Where exact matching is impossible, the institution should seek the placement that preserves progression and identify bounded learning needs rather than restart education by default.[REF-09] [REF-13]

remedy and status, beyond, necessity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 125. Reconstructing an education history to connect evidence with delivery, unequal effect and correction. Ordinary teaching staff may need prior learning and support information but not details of an asylum claim or protection case. Access, transfer and retention should follow authorised roles. A portable education record should support continuity without becoming an instrument of immigration control or exposing status beyond necessity.[REF-06] [REF-07]

comparability and initial, participation, period in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 126. Placement and the first period of participation to connect evidence with delivery, unequal effect and correction. A single test rarely answers all these questions. Language proficiency should be separated from subject knowledge; unfamiliar item formats should not be mistaken for absent capability. Decisions should draw on records where available, learner and family accounts, work samples, accessible assessment and observation during an initial participation period.[REF-08] [REF-14]

continuity and curriculum, recognised, progression in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 126. Placement and the first period of participation to connect evidence with delivery, unequal effect and correction. Where a lower placement is considered necessary, the institution should state the educational reason, support plan, intended duration and route to review. A learner should not remain indefinitely in a preparatory programme without access to the wider curriculum, peers and recognised progression.[REF-04] [REF-11]

equity and receive, understandable, reasons in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 126. Placement and the first period of participation to connect evidence with delivery, unequal effect and correction. Teachers should receive a concise account of evidence and uncertainty and should record access to the curriculum, language demands, strengths, specific gaps and support response. Review should occur after enough ordinary participation to observe capability but soon enough to correct a harmful placement. The learner should be heard and receive understandable reasons.[REF-05] [REF-10]

authority and gatekeeping, certification, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 126. Placement and the first period of participation to connect evidence with delivery, unequal effect and correction. Additional time, alternative format, interpretation of instructions or assessment in a more familiar language may be appropriate depending on purpose. The institution should record the accommodation and resulting limitation. An assessment designed for instructional planning should not silently become a gatekeeping or certification decision.[REF-13] [REF-35]

timing and intended, capability, improved in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 127. Bridging support without segregation to connect evidence with delivery, unequal effect and correction. Language instruction, curriculum orientation, foundational learning, study skills, psychosocial support and guidance may be needed in different combinations. The support plan should state its educational objective, intensity, responsible staff, relation to the main programme and review condition. Attendance at support is not evidence that the intended capability improved.[REF-15] [REF-17]

coverage and learner, participant, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 127. Bridging support without segregation to connect evidence with delivery, unequal effect and correction. Multilingualism, knowledge acquired in another curriculum, vocational experience and informal learning can contribute to progress. A deficit-only account can lower expectations and overlook peer, family and community resources. Recognition of strengths does not remove the duty to address specific gaps; it makes instruction more accurate and respects the learner as a participant in the decision.[REF-04] [REF-09]

feasibility and escalated, public, authority in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 127. Bridging support without segregation to connect evidence with delivery, unequal effect and correction. General encouragement to differentiate cannot compensate for excessive class size, absent language support or unavailable referral services. Institutional leaders should identify which adaptations belong within ordinary teaching, which require additional expertise and which dependency must be escalated to a public authority.[REF-16] [REF-18]

uncertainty and segregation, benefits, learner in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 127. Bridging support without segregation to connect evidence with delivery, unequal effect and correction. It should not deny the wider curriculum, peer contact, facilities or recognised assessment. Exit criteria should be educational, transparent and reviewed; inability to provide support in the ordinary programme is not by itself evidence that continued segregation benefits the learner.[REF-08] [REF-10]

capacity and accepted, unnecessary, repetition in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 128. Recognition, progression and verified improvement to connect evidence with delivery, unequal effect and correction. Evidence sufficient for one purpose may not settle another. The institution should state the standard applied, comparison undertaken, missing evidence, additional requirement and route to review. A partial recognition decision should preserve the learning accepted and avoid unnecessary repetition.[REF-09] [REF-14]

comparability and earlier, institutional, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 128. Recognition, progression and verified improvement to connect evidence with delivery, unequal effect and correction. Its adoption is an institutional fact, not evidence of later national implementation or recognition results. Recognition practice is interpreted from the applicable earlier instruments, public duties and contemporaneous refugee and education evidence. The temporal boundary is material because a later legal instrument cannot be represented as governing an earlier institutional decision.

continuity and public, exposure, disappearance in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 128. Recognition, progression and verified improvement to connect evidence with delivery, unequal effect and correction. Aggregate admission can conceal placement below age, repeated courses, exclusion from examinations or an unrecognised endpoint. Institutions should compare results by relevant entry-history characteristics only where lawful, safe and statistically supportable. Small populations require protected review rather than public exposure or disappearance.[REF-23] [REF-24]

equity and assigned, capable, remedy in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 128. Recognition, progression and verified improvement to connect evidence with delivery, unequal effect and correction. The learner-level review asks whether entry was timely, placement appropriate, support usable and progression recognised. The institutional review asks whether procedures, staff and records operate consistently. The system review asks whether law, finance, capacity and inter-institutional transfer enable continuity. A finding should be assigned to the level capable of remedy.[REF-18] [REF-27]

authority and regional, coordination, standards in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 128. Recognition, progression and verified improvement to connect evidence with delivery, unequal effect and correction. It should preserve disagreement and correction. Success is not the completion of an intake form or bridging course; it is continuity into suitable, recognised education with a functioning route to correct error. ## Part XV — Regional coordination standards[REF-08] [REF-12]

timing and institution, review, applicable in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 129. A coordination mandate with bounded authority to connect evidence with delivery, unequal effect and correction. Coordination can clarify comparable procedures, transfer evidence and organise joint capacity; it should not create an unaccountable body between the learner and the authority legally responsible for admission or support. Each decision should remain attributable to a competent institution, with a review route under applicable law.[REF-18] [REF-27]

coverage and educational, consequence, difference in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 129. A coordination mandate with bounded authority to connect evidence with delivery, unequal effect and correction. Timely access, non-discrimination, safe handling of records and reasoned placement can support a common regional expectation even where curricula, grade structures and qualification systems differ. Common wording should not imply that unlike programmes are identical. The coordination record should identify the national definition used and the educational consequence of any difference.[REF-03] [REF-09]

feasibility and status, outside, competence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 129. A coordination mandate with bounded authority to connect evidence with delivery, unequal effect and correction. The mandate should specify data roles, confidentiality, escalation and correction. A school should be able to obtain the information needed for continuity without becoming responsible for deciding legal status outside its competence.[REF-06] [REF-07]

remedy and treatment, consistent, portable in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 130. Coordinated placement and review to connect evidence with delivery, unequal effect and correction. It can require attention to age, prior participation, curriculum relation, language and learner evidence; prohibit automatic downgrading solely because documents are missing; and require review after ordinary participation. National authorities should retain the decision while using regional guidance to make treatment more consistent and portable.[REF-08] [REF-14]

capacity and receiving, educational, judgement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 130. Coordinated placement and review to connect evidence with delivery, unequal effect and correction. The receiving institution should set an interim placement, record uncertainty and establish a review date. Where authorities exchange advice, the record should distinguish factual confirmation from the receiving body's educational judgement.[REF-12] [REF-21]

comparability and complement, administrative, measures in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 130. Coordinated placement and review to connect evidence with delivery, unequal effect and correction. A low number of formal appeals does not establish fair operation if families cannot understand or safely use the route. Learner and family evidence should therefore complement administrative measures.[REF-10] [REF-23]

equity and limitation, authorised, access in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 131. Portable education records to connect evidence with delivery, unequal effect and correction. It should not require protection or migration details unnecessary for education. Local systems may retain additional information, but transfer should follow purpose limitation and authorised access.[REF-06] [REF-33]

authority and provide, further, evidence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 131. Portable education records to connect evidence with delivery, unequal effect and correction. Secure electronic exchange, official contact or document features may support verification, while inaccessible or closed institutions require alternative evidence. Suspicion about a document should not become a general presumption against a nationality or displaced population. The learner should receive reasons and an opportunity to provide further evidence.[REF-07] [REF-09]

distribution and continuity, institutional, accountability in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 131. Portable education records to connect evidence with delivery, unequal effect and correction. If the receiving body identifies an error in name, dates, level or result, the procedure should state which authority can amend the source or attach an authorised correction. A transferred error can multiply across admission, assessment and certification. Revision history protects both continuity and institutional accountability.[REF-12] [REF-18]

coverage and accompany, transferred, result in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 132. Language support across transitions to connect evidence with delivery, unequal effect and correction. A shared profile can help receiving institutions plan support, but proficiency ratings from unlike instruments should not be treated as directly equivalent without evidence. Descriptors, administration conditions and date should accompany any transferred result.[REF-04] [REF-13]

feasibility and access, subject, learning in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 132. Language support across transitions to connect evidence with delivery, unequal effect and correction. Coordination can develop teacher resources, interpretation standards and professional exchange, while the responsible authority must finance actual provision. A learner should not remain outside ordinary subjects until an undifferentiated language threshold is reached. Progress review should examine both language development and access to subject learning.[REF-05] [REF-15]

uncertainty and removed, completely, educational in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 132. Language support across transitions to connect evidence with delivery, unequal effect and correction. Where a familiar-language assessment is unavailable, several sources and classroom observation should bound the initial decision. Translation and interpretation should be documented. The purpose is a fair and revisable placement, not a claim that language demands can be removed completely from every educational task.[REF-13] [REF-35]

By 7 December 2021, the UNESCO Global Convention on the Recognition of Qualifications concerning Higher Education had been adopted; no later implementation outcome is used or implied. Regional cooperation is assessed through instruments, responsibilities and evidence available by the cut-off, including refugee inclusion commitments and established education and recognition principles.

comparability and disappear, regional, average in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 133. Temporal and institutional boundary to connect evidence with delivery, unequal effect and correction. It should distinguish adoption from implementation, advice from binding decision and transmitted record from verified educational equivalence. The least-observed participating jurisdiction or learner group should remain visible rather than disappear from a regional average.[REF-23] [REF-24]

continuity and migrant, education, inclusion in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 133. Temporal and institutional boundary to connect evidence with delivery, unequal effect and correction. Meetings, agreements and exchanges are enabling activities. The public result lies in the learner's access to suitable, recognised education and in a clear authority capable of remedy when the regional pathway fails. ## Part XVI — Urban planning for migrant education inclusion[REF-18] [REF-27]

authority and treating, provisional, statistic in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 134. Planning population and service demand to connect evidence with delivery, unequal effect and correction. The planning population should include children awaiting documentation, living in temporary accommodation or moving between municipalities. Estimates should state date, source and uncertainty, and capacity should be reviewed often enough to respond to movement without treating a provisional count as a final statistic.[REF-21] [REF-23]

distribution and reviewed, against, expansion in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 134. Planning population and service demand to connect evidence with delivery, unequal effect and correction. A citywide surplus can coexist with severe shortages where new residents can afford to live. Planning should examine available places, safe travel, admission boundaries, disability access and language support together. Transporting learners across the city may relieve immediate pressure but can impose cost, time and segregation and should be reviewed against local expansion.[REF-15] [REF-17]

coverage and identifiable, answerable, refusal in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 135. Admission and distribution among schools to connect evidence with delivery, unequal effect and correction. It should name acceptable evidence, alternatives, decision times and an appeal route. A central placement service can distribute demand and provide expertise, but it should not become an additional gate. The receiving school and municipal authority should remain identifiable and answerable for delay or refusal.[REF-03] [REF-18]

feasibility and support, resources, follow in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 135. Admission and distribution among schools to connect evidence with delivery, unequal effect and correction. Considerations include proximity, sibling links, support capacity, learner preference and continuity. Numerical balance alone is insufficient if placement separates learners into lower programmes or if support resources do not follow them.[REF-08] [REF-10]

remedy and rather, redistributes, scarcity in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 136. Capacity, teachers and language provision to connect evidence with delivery, unequal effect and correction. Additional classrooms require sanitation, safety, materials and authorised staff. Short-term facilities should have an explicit quality standard and transition date. Existing host-community learners should remain within the capacity calculation so that inclusion expands provision rather than redistributes scarcity.[REF-16] [REF-17]

capacity and assessed, migrant, status in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 136. Capacity, teachers and language provision to connect evidence with delivery, unequal effect and correction. Municipalities can coordinate specialist teams, interpretation and teacher development across schools, while ordinary teachers require time and usable materials. Newly arrived learners should gain access to subject learning and peers during language development. Support intensity should reflect assessed need, not migrant status alone.[REF-04] [REF-05]

continuity and finance, recognised, education in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 137. Finance and intergovernmental responsibility to connect evidence with delivery, unequal effect and correction. Funding rules should therefore include timely population updates, an exceptional-response route and clarity over recurrent costs. Pledges, allocations, receipts and expenditure should remain distinct. External or charitable assistance can support immediate provision but should not displace the public responsibility to finance recognised education.[REF-26] [REF-29]

equity and receive, recorded, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 137. Finance and intergovernmental responsibility to connect evidence with delivery, unequal effect and correction. Coordination should assign dependencies and deadlines rather than describe all actors as jointly responsible. A school should be able to escalate a capacity failure to the body controlling finance or establishments and receive a recorded decision.[REF-18] [REF-27]

distribution and automatic, attribution, families in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 138. Urban monitoring and temporal boundary to connect evidence with delivery, unequal effect and correction. Publication should avoid disclosure in small communities. Complaints, transfers and non-attendance can reveal inaccessible procedures or hostile conditions and should lead to investigation rather than automatic attribution to families.[REF-10] [REF-24]

By 7 December 2021, the UNESCO Global Convention on the Recognition of Qualifications concerning Higher Education had been adopted; later implementation remains outside this annual account. Urban planning and cross-border education histories are assessed only through instruments and evidence available by the cut-off.

coverage and movement, exposes, service in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 138. Urban monitoring and temporal boundary to connect evidence with delivery, unequal effect and correction. An annual plan or coordination body is not itself the result. The result is accessible, recognised education across the city, with a competent authority able to respond when population movement exposes a service gap.[REF-12] [REF-33]

remedy and additional, requirement, bounded in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 139. Recognition as an educational continuity decision to connect evidence with delivery, unequal effect and correction. It is a consequential decision about whether prior learning can be used for admission, credit, exemption, progression, employment or another stated purpose. The competent body should identify that purpose before selecting evidence, because a record sufficient to support entry to further study may not determine every course exemption or professional requirement. A refusal should specify the substantial difference or missing evidence relevant to the purpose rather than rely on the foreign origin of the qualification. Where partial recognition is possible, the accepted learning should be preserved and the additional requirement bounded.[REF-09] [REF-14] [REF-38]

capacity and decisions, reasons, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 139. Recognition as an educational continuity decision to connect evidence with delivery, unequal effect and correction. Its adoption can be reported as of 25 November; national legal effect, ratification, competent-authority arrangements and later recognition outcomes cannot be presumed. The annual account therefore distinguishes three propositions: the Convention was adopted; its text supplies contemporaneous principles relevant to fair recognition; and evidence of subsequent implementation belongs to later observation. This separation protects temporal accuracy while enabling institutions to examine whether existing procedures already provide transparent criteria, timely decisions, reasons and review.[REF-38]

continuity and uncertain, capable, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 140. Evidence where documentation is incomplete to connect evidence with delivery, unequal effect and correction. The evidentiary standard should remain rigorous without requiring the impossible. A competent authority can combine available certificates, transcripts, institutional confirmation, learner accounts, work samples, structured interview and appropriately designed assessment. Each item should be recorded according to source and limitation. Absence of one document is not proof that no learning occurred; nor does a plausible account automatically establish every claimed outcome. The decision should state what is confirmed, provisionally accepted, still uncertain and capable of later review.[REF-06] [REF-12] [REF-32]

equity and institution, longer, functions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 140. Evidence where documentation is incomplete to connect evidence with delivery, unequal effect and correction. Authentication methods can examine issuing bodies, formats, secure contacts and internal consistency, but should not create a general presumption against applicants from a particular country or displacement setting. Where safe verification is impossible, the authority should consider an alternative assessment proportional to the consequence. Adverse conclusions should be explained, factual corrections permitted and personal information restricted to authorised purposes. A learner should not lose an entire educational history because one institution no longer functions.[REF-07] [REF-10]

distribution and attribution, preference, capability in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 141. Fair access beyond formal admission to connect evidence with delivery, unequal effect and correction. Publication of an admission right is insufficient where procedures are unavailable in an understandable language, fees are prohibitive, documentation rules are unclear, accessible formats are absent or decisions arrive after the education opportunity has passed. Institutions should monitor applications, incomplete cases, processing time, reasons for refusal, review outcomes and actual enrolment. Differences among learner groups should lead to examination of procedure and support, not automatic attribution to preference or capability.[REF-03] [REF-08] [REF-23]

timing and places, inaccessible, instruction in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 141. Fair access beyond formal admission to connect evidence with delivery, unequal effect and correction. Tuition, examination, translation, transport and living costs may each make nominal access unusable. Information, guidance, language support, disability accommodation, childcare and safe housing can determine whether a learner participates after admission. The responsible authority should identify which condition lies within the institution, municipality or national system and should attach a funded response. A scholarship count alone does not establish fair distribution or completion; a fee waiver does not resolve unavailable places or inaccessible instruction.[REF-17] [REF-26]

feasibility and competent, escalation, verification in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 142. Mobility-sensitive quality assurance to connect evidence with delivery, unequal effect and correction. A policy at central level can coexist with discretionary exclusion at the point of entry. Review should sample completed and unresolved cases, compare decisions against published criteria, test processing time and hear learner experience safely. It should distinguish a legitimate difference based on programme requirements from inconsistency caused by unfamiliarity, workload or bias. Corrective action should include decision guidance, competent staff, escalation and later verification.[REF-18] [REF-34]

uncertainty and applicant, reasonably, provide in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 142. Mobility-sensitive quality assurance to connect evidence with delivery, unequal effect and correction. Language proficiency, subject knowledge and general academic readiness are related but distinct. One instrument should not silently decide all three. Where assessment conditions differ from the learner's prior educational language or accessible format, the authority should acknowledge the additional demand and use complementary evidence. A provisional decision should be reviewed after actual study. Fairness does not require acceptance of every claim; it requires that the judgement address the relevant learning on evidence the applicant can reasonably provide.[REF-13] [REF-36]

capacity and referral, completed, decision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 143. Shared information without diffuse responsibility to connect evidence with delivery, unequal effect and correction. Their cooperation should shorten and improve decisions, but advisory exchange should not obscure the body responsible to the applicant. The decision record should name the competent authority, evidence received, advice relied upon, criterion, outcome, date and review route. If another body fails to respond, the deciding institution should use an authorised alternative or explain the interim arrangement; indefinite referral is not a completed decision.[REF-19] [REF-38]

comparability and records, during, movement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 143. Shared information without diffuse responsibility to connect evidence with delivery, unequal effect and correction. A receiving institution needs evidence of prior study and may need support information, but it does not automatically require migration, protection or health details. Purpose limitation, role-based access, secure transfer, correction and retention rules should be explicit. Learners should know which information will be exchanged. A portable record should improve continuity without becoming an uncontrolled dossier or a condition that excludes people whose records were lost during movement.[REF-06] [REF-07]

equity and routine, records, incomplete in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 144. The final 2019 standard to connect evidence with delivery, unequal effect and correction. A learner should be able to enter a transparent procedure, provide ordinary or alternative evidence, receive a reasoned and timely decision, obtain proportionate support, use recognised prior learning and pursue review without losing educational continuity. Public bodies should monitor not only decisions but delay, unresolved cases, partial recognition, take-up, progression and the distribution of outcomes. The least visible population should remain identified when routine records are incomplete.[REF-23] [REF-24] [REF-38]

authority and replaced, favourable, expectation in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 144. The final 2019 standard to connect evidence with delivery, unequal effect and correction. The Convention's adoption, the Compact's affirmation and national policy statements are institutional facts. They do not prove that an applicant received recognition, that a school admitted a displaced learner or that support reached a classroom. The annual record should follow commitment through authority, resources, operation, learner reach and later educational consequence. Where later evidence is not yet available, the responsible body and next review date should be stated rather than replaced by a favourable expectation.[REF-34] [REF-37] [REF-38]

distribution and duties, systems, provision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 144. The final 2019 standard to connect evidence with delivery, unequal effect and correction. Fair recognition does not remove national or institutional standards; it requires those standards to be relevant, transparent and applied without unjustified discrimination. Mobility should not reset education to zero. The public task is to preserve verified learning, identify genuine additional requirements and ensure that administrative uncertainty does not become permanent educational loss. ## Part XXIV — Public duties in mixed systems of provision[REF-08] [REF-27] [REF-38]

coverage and duration, competent, supervising in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 92. Public responsibility survives delegation to connect evidence with delivery, unequal effect and correction. Authorisation can allocate delivery functions; it cannot remove responsibility for access, minimum standards, non-discrimination, public oversight and remedy. The public record should identify the provider, legal basis, population, service, funding, duration and competent supervising body.[REF-08] [REF-17]

feasibility and standard, displaced, communities in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 92. Public responsibility survives delegation to connect evidence with delivery, unequal effect and correction. Learners require safe facilities, qualified and supported personnel, recognised curriculum or outcomes, continuity and a route to recognised progression. Temporary status should have a review and transition; it should not become an indefinite lower standard for displaced or poor communities.[REF-10] [REF-19]

remedy and credible, learners, identified in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 93. Authorisation and standards to connect evidence with delivery, unequal effect and correction. It should address governance, financial capacity, staff, safeguarding, curriculum, language, assessment, accessibility, records and closure arrangements. A licence is not proof of continuing compliance. Renewal and inspection should use proportionate evidence and act urgently where credible risk to learners is identified.[REF-12] [REF-18]

capacity and receive, accurate, information in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 93. Authorisation and standards to connect evidence with delivery, unequal effect and correction. Providers may contribute legitimate diversity, but institutional character cannot justify discrimination, unsafe practice or an unrecognised educational endpoint. Public authorities should state which standards are common, which variations are permitted and how families and learners receive accurate information.[REF-03] [REF-15]

continuity and exclude, intended, population in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 94. Finance, fees and equitable access to connect evidence with delivery, unequal effect and correction. A payment should be traceable through provider receipt to learner-facing operation. Public expenditure does not establish public value if selection, fees or location exclude the intended population.[REF-22] [REF-26]

equity and accessible, public, provision in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 94. Finance, fees and equitable access to connect evidence with delivery, unequal effect and correction. Nominal choice is not fair access when affordable providers are unavailable, information is misleading or admission screens out learners requiring support. Authorities should monitor enrolment, refusal, withdrawal, additional charges and completion and should maintain sufficient accessible public provision.[REF-01] [REF-06]

distribution and information, remains, protected in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 95. Information, accountability and remedy to connect evidence with delivery, unequal effect and correction. Provider self-report can show operation but does not replace independent verification. Commercial confidentiality should not conceal public funding, safety, recognised status or material learner outcomes. Personal information remains protected.[REF-02] [REF-23]

timing and entitlements, according, applicable in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 95. Information, accountability and remedy to connect evidence with delivery, unequal effect and correction. Families should not be required to negotiate alone with an institution controlling admission, records or certification. Closure, insolvency or withdrawal requires teach-out, record transfer, placement and protection of fees or entitlements according to applicable rules.[REF-07] [REF-24]

feasibility and evidence, available, cutoff in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 96. Temporal boundary and review to connect evidence with delivery, unequal effect and correction. This report does not use or imply that later report, later findings or later statistics. It interprets public responsibility from rights instruments, adopted education frameworks and evidence available by the cutoff.

uncertainty and equitable, recognised, education in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 96. Temporal boundary and review to connect evidence with delivery, unequal effect and correction. Plural delivery can expand capacity and innovation, but the public authority remains answerable for the system conditions under which every learner accesses safe, equitable and recognised education.

continuity and finance, standards, remedy in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 97. Education as a shared public endeavour to connect evidence with delivery, unequal effect and correction. Its publication does not create a binding legal instrument or prove later reform. It does, however, place a clear governance question before public authorities: how institutions, professionals, learners, communities and other actors can share educational work while the state preserves rights, equitable finance, standards and remedy.[REF-27] [REF-41]

equity and needed, powerful, groups in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 97. Education as a shared public endeavour to connect evidence with delivery, unequal effect and correction. Participation can strengthen relevance and legitimacy when people have information, accessible procedures and real influence. The competent authority remains responsible for places, teachers, curriculum conditions, safety and continuity and should finance the participation and support needed by less powerful groups.[REF-08] [REF-40]

distribution and broader, participation, activities in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 98. Cooperation in institutions to connect evidence with delivery, unequal effect and correction. Collaborative practice does not eliminate professional responsibility. Teachers require preparation, time, curricular support and authority to make reasoned decisions; learners require protection and an education broader than participation in activities.[REF-15] [REF-41]

timing and decision, capable, review in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 98. Cooperation in institutions to connect evidence with delivery, unequal effect and correction. The record should show who participated, who was absent, which evidence informed the judgement and how disagreement was addressed. Consultation is not completed by an event; it should affect a decision capable of review.[REF-10] [REF-18]

feasibility and withhold, essential, learning in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 99. Knowledge, curriculum and public authority to connect evidence with delivery, unequal effect and correction. Public authority should state the purposes and minimum conditions, support professional work and protect learners from discrimination or narrow interest. A common curriculum is not necessarily uniform delivery; local adaptation is not authority to withhold essential learning.[REF-03] [REF-12]

uncertainty and essential, educational, knowledge in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 99. Knowledge, curriculum and public authority to connect evidence with delivery, unequal effect and correction. Evidence used for policy should disclose population, source and limitation. Open exchange can support learning, but personal information, safeguarding and legitimate intellectual rights remain protected. Governance should resist both state monopoly over truth and unaccountable private control over essential educational knowledge.[REF-02] [REF-23]

capacity and safeguards, continuity, provisions in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 100. Finance and plural participation to connect evidence with delivery, unequal effect and correction. Contributions by families, communities, philanthropy or providers may supplement capacity but should not determine entitlement or create unequal standards. Public-private arrangements need authorisation, transparent finance, common safeguards and continuity provisions.[REF-17] [REF-26]

comparability and improvement, without, evidence in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 100. Finance and plural participation to connect evidence with delivery, unequal effect and correction. Equal formal opportunity can reproduce inequality where some learners require transport, language support, accessibility, nutrition or additional teaching. The public account should connect allocation to receipt and learner-facing operation and should not describe a partnership or expenditure as improvement without evidence of reach.[REF-01] [REF-22]

equity and result, policy, settlement in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 101. Temporal integrity and implementation test to connect evidence with delivery, unequal effect and correction. A later UNESCO ethics recommendation had not yet been adopted and is outside this report. No later decision, implementation result or policy settlement is used.

authority and shared, public, strengthened in Global Education Quality Annual Report 2021: Public Responsibility, Non-State Provision and Education Recovery require ### 101. Temporal integrity and implementation test to connect evidence with delivery, unequal effect and correction. A new social contract is not demonstrated by adopting its vocabulary. It is demonstrated through authorised decisions, resources, institutional operation and later evidence that educational rights and shared public life were strengthened.[REF-40] [REF-41]