ICEQC-R-2022-08 — Learning Poverty after the Pandemic: Scope, Estimation and Policy Use

The combined schooling-and-learning concept defines a material issue within the indicator definition. For the combined schooling-and-learning concept, the affected population is children in and outside school near the reference age, and the immediate evidence concerns schooling deprivation and minimum reading proficiency. In estimating the combined schooling-and-learning concept, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on the combined schooling-and-learning concept, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-05] [REF-29] [REF-30] [REF-70]

The principal risk is that one component or a general education deficit is called learning poverty. In estimating the combined schooling-and-learning concept, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on the combined schooling-and-learning concept, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-05] [REF-29] [REF-30]

The recommended response is to publish both components and the exact combination. Within evidence on the combined schooling-and-learning concept, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of the combined schooling-and-learning concept, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of the combined schooling-and-learning concept, a bounded range is preferable to unwarranted precision.[REF-29] [REF-30] [REF-70]

Evidence for the combined schooling-and-learning concept should distinguish direct observation, linked assessment and modelled value. For interpretation of the combined schooling-and-learning concept, school registers, household surveys and assessments observe different populations. In policy use of the combined schooling-and-learning concept, disagreement may reveal timing, coverage or construct differences. For reporting on the combined schooling-and-learning concept, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-05] [REF-70]

Equity analysis for the combined schooling-and-learning concept should retain levels and counts by material group where evidence permits. In policy use of the combined schooling-and-learning concept, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on the combined schooling-and-learning concept, small samples and differential missingness require restrained conclusions. For the combined schooling-and-learning concept, context should direct support without lowering the common standard.[REF-29] [REF-30] [REF-70]

Policy use of the combined schooling-and-learning concept should connect the indicator to the institution controlling the barrier. For reporting on the combined schooling-and-learning concept, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For the combined schooling-and-learning concept, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-05] [REF-29] [REF-30] [REF-70]

Incentive review for the combined schooling-and-learning concept should monitor admission, assessment participation, exclusions and curriculum breadth. For the combined schooling-and-learning concept, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating the combined schooling-and-learning concept, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-29] [REF-30] [REF-70]

Public accountability for the combined schooling-and-learning concept should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating the combined schooling-and-learning concept, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on the combined schooling-and-learning concept, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-05] [REF-29] [REF-30] [REF-70]

Reference age and education stage defines a material issue within the population boundary. For reference age and education stage, the affected population is children approaching the end of primary-age foundations, and the immediate evidence concerns age, grade and exposure. In estimating reference age and education stage, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on reference age and education stage, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-06] [REF-17] [REF-38] [REF-70]

The principal risk is that age ten is treated as a uniform grade or instructional history. In estimating reference age and education stage, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on reference age and education stage, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-06] [REF-17] [REF-38]

The recommended response is to state age, grade mapping and late-entry treatment. Within evidence on reference age and education stage, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of reference age and education stage, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of reference age and education stage, a bounded range is preferable to unwarranted precision.[REF-17] [REF-38] [REF-70]

Evidence for reference age and education stage should distinguish direct observation, linked assessment and modelled value. For interpretation of reference age and education stage, school registers, household surveys and assessments observe different populations. In policy use of reference age and education stage, disagreement may reveal timing, coverage or construct differences. For reporting on reference age and education stage, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-06] [REF-70]

Equity analysis for reference age and education stage should retain levels and counts by material group where evidence permits. In policy use of reference age and education stage, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on reference age and education stage, small samples and differential missingness require restrained conclusions. For reference age and education stage, context should direct support without lowering the common standard.[REF-17] [REF-38] [REF-70]

Policy use of reference age and education stage should connect the indicator to the institution controlling the barrier. For reporting on reference age and education stage, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For reference age and education stage, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-06] [REF-17] [REF-38] [REF-70]

Incentive review for reference age and education stage should monitor admission, assessment participation, exclusions and curriculum breadth. For reference age and education stage, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating reference age and education stage, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-17] [REF-38] [REF-70]

Public accountability for reference age and education stage should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating reference age and education stage, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on reference age and education stage, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-06] [REF-17] [REF-38] [REF-70]

Minimum reading as a threshold defines a material issue within the proficiency boundary. For minimum reading as a threshold, the affected population is children assessed or estimated around a reading standard, and the immediate evidence concerns domain, threshold and classification. In estimating minimum reading as a threshold, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on minimum reading as a threshold, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-02] [REF-17] [REF-30] [REF-70]

The principal risk is that the standard is treated as all literacy or all learning. In estimating minimum reading as a threshold, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on minimum reading as a threshold, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-02] [REF-17] [REF-30]

The recommended response is to state construct, threshold and unmeasured aims. Within evidence on minimum reading as a threshold, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of minimum reading as a threshold, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of minimum reading as a threshold, a bounded range is preferable to unwarranted precision.[REF-17] [REF-30] [REF-70]

Evidence for minimum reading as a threshold should distinguish direct observation, linked assessment and modelled value. For interpretation of minimum reading as a threshold, school registers, household surveys and assessments observe different populations. In policy use of minimum reading as a threshold, disagreement may reveal timing, coverage or construct differences. For reporting on minimum reading as a threshold, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-02] [REF-70]

Equity analysis for minimum reading as a threshold should retain levels and counts by material group where evidence permits. In policy use of minimum reading as a threshold, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on minimum reading as a threshold, small samples and differential missingness require restrained conclusions. For minimum reading as a threshold, context should direct support without lowering the common standard.[REF-17] [REF-30] [REF-70]

Policy use of minimum reading as a threshold should connect the indicator to the institution controlling the barrier. For reporting on minimum reading as a threshold, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For minimum reading as a threshold, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-02] [REF-17] [REF-30] [REF-70]

Incentive review for minimum reading as a threshold should monitor admission, assessment participation, exclusions and curriculum breadth. For minimum reading as a threshold, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating minimum reading as a threshold, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-17] [REF-30] [REF-70]

Public accountability for minimum reading as a threshold should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating minimum reading as a threshold, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on minimum reading as a threshold, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-02] [REF-17] [REF-30] [REF-70]

A population indicator, not a learner label defines a material issue within the interpretive restraint. For a population indicator, not a learner label, the affected population is children represented in aggregate evidence, and the immediate evidence concerns population share and uncertainty. In estimating a population indicator, not a learner label, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on a population indicator, not a learner label, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-10] [REF-21] [REF-38] [REF-70]

The principal risk is that the term is assigned to individual learners or communities as identity. In estimating a population indicator, not a learner label, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on a population indicator, not a learner label, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-10] [REF-21] [REF-38]

The recommended response is to use it for bounded population monitoring. Within evidence on a population indicator, not a learner label, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of a population indicator, not a learner label, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of a population indicator, not a learner label, a bounded range is preferable to unwarranted precision.[REF-21] [REF-38] [REF-70]

Evidence for a population indicator, not a learner label should distinguish direct observation, linked assessment and modelled value. For interpretation of a population indicator, not a learner label, school registers, household surveys and assessments observe different populations. In policy use of a population indicator, not a learner label, disagreement may reveal timing, coverage or construct differences. For reporting on a population indicator, not a learner label, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-10] [REF-70]

Equity analysis for a population indicator, not a learner label should retain levels and counts by material group where evidence permits. In policy use of a population indicator, not a learner label, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on a population indicator, not a learner label, small samples and differential missingness require restrained conclusions. For a population indicator, not a learner label, context should direct support without lowering the common standard.[REF-21] [REF-38] [REF-70]

Policy use of a population indicator, not a learner label should connect the indicator to the institution controlling the barrier. For reporting on a population indicator, not a learner label, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For a population indicator, not a learner label, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-10] [REF-21] [REF-38] [REF-70]

Incentive review for a population indicator, not a learner label should monitor admission, assessment participation, exclusions and curriculum breadth. For a population indicator, not a learner label, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating a population indicator, not a learner label, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-21] [REF-38] [REF-70]

Public accountability for a population indicator, not a learner label should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating a population indicator, not a learner label, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on a population indicator, not a learner label, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-10] [REF-21] [REF-38] [REF-70]

Policy urgency without inevitability defines a material issue within the public purpose. For policy urgency without inevitability, the affected population is authorities responsible for foundational learning, and the immediate evidence concerns scale of need and feasible response. In estimating policy urgency without inevitability, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on policy urgency without inevitability, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-01] [REF-22] [REF-64] [REF-70]

The principal risk is that a high estimate becomes fatalism or blame. In estimating policy urgency without inevitability, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on policy urgency without inevitability, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-01] [REF-22] [REF-64]

The recommended response is to connect the signal to opportunity, teaching and finance. Within evidence on policy urgency without inevitability, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of policy urgency without inevitability, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of policy urgency without inevitability, a bounded range is preferable to unwarranted precision.[REF-22] [REF-64] [REF-70]

Evidence for policy urgency without inevitability should distinguish direct observation, linked assessment and modelled value. For interpretation of policy urgency without inevitability, school registers, household surveys and assessments observe different populations. In policy use of policy urgency without inevitability, disagreement may reveal timing, coverage or construct differences. For reporting on policy urgency without inevitability, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-01] [REF-70]

Equity analysis for policy urgency without inevitability should retain levels and counts by material group where evidence permits. In policy use of policy urgency without inevitability, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on policy urgency without inevitability, small samples and differential missingness require restrained conclusions. For policy urgency without inevitability, context should direct support without lowering the common standard.[REF-22] [REF-64] [REF-70]

Policy use of policy urgency without inevitability should connect the indicator to the institution controlling the barrier. For reporting on policy urgency without inevitability, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For policy urgency without inevitability, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-01] [REF-22] [REF-64] [REF-70]

Incentive review for policy urgency without inevitability should monitor admission, assessment participation, exclusions and curriculum breadth. For policy urgency without inevitability, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating policy urgency without inevitability, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-22] [REF-64] [REF-70]

Public accountability for policy urgency without inevitability should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating policy urgency without inevitability, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on policy urgency without inevitability, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-01] [REF-22] [REF-64] [REF-70]

Temporal status at the cutoff defines a material issue within the cutoff boundary. For temporal status at the cutoff, the affected population is users seeking post-pandemic estimates, and the immediate evidence concerns evidence available by 14 June 2022. In estimating temporal status at the cutoff, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on temporal status at the cutoff, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-19] [REF-65] [REF-71] [REF-72]

The principal risk is that a later global estimate is implied or quoted as already available. In estimating temporal status at the cutoff, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on temporal status at the cutoff, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-19] [REF-65] [REF-71]

The recommended response is to exclude the later June 2022 estimate. Within evidence on temporal status at the cutoff, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of temporal status at the cutoff, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of temporal status at the cutoff, a bounded range is preferable to unwarranted precision.[REF-65] [REF-71] [REF-72]

Evidence for temporal status at the cutoff should distinguish direct observation, linked assessment and modelled value. For interpretation of temporal status at the cutoff, school registers, household surveys and assessments observe different populations. In policy use of temporal status at the cutoff, disagreement may reveal timing, coverage or construct differences. For reporting on temporal status at the cutoff, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-19] [REF-72]

Equity analysis for temporal status at the cutoff should retain levels and counts by material group where evidence permits. In policy use of temporal status at the cutoff, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on temporal status at the cutoff, small samples and differential missingness require restrained conclusions. For temporal status at the cutoff, context should direct support without lowering the common standard.[REF-65] [REF-71] [REF-72]

Policy use of temporal status at the cutoff should connect the indicator to the institution controlling the barrier. For reporting on temporal status at the cutoff, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For temporal status at the cutoff, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-19] [REF-65] [REF-71] [REF-72]

Incentive review for temporal status at the cutoff should monitor admission, assessment participation, exclusions and curriculum breadth. For temporal status at the cutoff, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating temporal status at the cutoff, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-65] [REF-71] [REF-72]

Public accountability for temporal status at the cutoff should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating temporal status at the cutoff, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on temporal status at the cutoff, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-19] [REF-65] [REF-71] [REF-72]

Out-of-school population definition defines a material issue within the schooling component. For out-of-school population definition, the affected population is children of the relevant official age, and the immediate evidence concerns enrolment status, programme and population denominator. In estimating out-of-school population definition, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on out-of-school population definition, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-05] [REF-07] [REF-26] [REF-70]

The principal risk is that different participation definitions are pooled. In estimating out-of-school population definition, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on out-of-school population definition, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-05] [REF-07] [REF-26]

The recommended response is to publish the operative status and coverage. Within evidence on out-of-school population definition, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of out-of-school population definition, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of out-of-school population definition, a bounded range is preferable to unwarranted precision.[REF-07] [REF-26] [REF-70]

Evidence for out-of-school population definition should distinguish direct observation, linked assessment and modelled value. For interpretation of out-of-school population definition, school registers, household surveys and assessments observe different populations. In policy use of out-of-school population definition, disagreement may reveal timing, coverage or construct differences. For reporting on out-of-school population definition, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-05] [REF-70]

Equity analysis for out-of-school population definition should retain levels and counts by material group where evidence permits. In policy use of out-of-school population definition, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on out-of-school population definition, small samples and differential missingness require restrained conclusions. For out-of-school population definition, context should direct support without lowering the common standard.[REF-07] [REF-26] [REF-70]

Policy use of out-of-school population definition should connect the indicator to the institution controlling the barrier. For reporting on out-of-school population definition, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For out-of-school population definition, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-05] [REF-07] [REF-26] [REF-70]

Incentive review for out-of-school population definition should monitor admission, assessment participation, exclusions and curriculum breadth. For out-of-school population definition, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating out-of-school population definition, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-07] [REF-26] [REF-70]

Public accountability for out-of-school population definition should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating out-of-school population definition, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on out-of-school population definition, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-05] [REF-07] [REF-26] [REF-70]

Administrative enrolment and actual attendance defines a material issue within the participation evidence. For administrative enrolment and actual attendance, the affected population is children registered but unevenly attending, and the immediate evidence concerns registration, attendance and interruption. In estimating administrative enrolment and actual attendance, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on administrative enrolment and actual attendance, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-05] [REF-12] [REF-56] [REF-71]

The principal risk is that enrolment is assumed to mean sustained schooling. In estimating administrative enrolment and actual attendance, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on administrative enrolment and actual attendance, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-05] [REF-12] [REF-56]

The recommended response is to report attendance and exposure where available. Within evidence on administrative enrolment and actual attendance, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of administrative enrolment and actual attendance, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of administrative enrolment and actual attendance, a bounded range is preferable to unwarranted precision.[REF-12] [REF-56] [REF-71]

Evidence for administrative enrolment and actual attendance should distinguish direct observation, linked assessment and modelled value. For interpretation of administrative enrolment and actual attendance, school registers, household surveys and assessments observe different populations. In policy use of administrative enrolment and actual attendance, disagreement may reveal timing, coverage or construct differences. For reporting on administrative enrolment and actual attendance, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-05] [REF-71]

Equity analysis for administrative enrolment and actual attendance should retain levels and counts by material group where evidence permits. In policy use of administrative enrolment and actual attendance, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on administrative enrolment and actual attendance, small samples and differential missingness require restrained conclusions. For administrative enrolment and actual attendance, context should direct support without lowering the common standard.[REF-12] [REF-56] [REF-71]

Policy use of administrative enrolment and actual attendance should connect the indicator to the institution controlling the barrier. For reporting on administrative enrolment and actual attendance, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For administrative enrolment and actual attendance, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-05] [REF-12] [REF-56] [REF-71]

Incentive review for administrative enrolment and actual attendance should monitor admission, assessment participation, exclusions and curriculum breadth. For administrative enrolment and actual attendance, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating administrative enrolment and actual attendance, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-12] [REF-56] [REF-71]

Public accountability for administrative enrolment and actual attendance should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating administrative enrolment and actual attendance, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on administrative enrolment and actual attendance, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-05] [REF-12] [REF-56] [REF-71]

Household and school source reconciliation defines a material issue within the source alignment. For household and school source reconciliation, the affected population is children appearing differently across records and surveys, and the immediate evidence concerns population, residence and participation. In estimating household and school source reconciliation, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on household and school source reconciliation, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-07] [REF-08] [REF-09] [REF-70]

The principal risk is that source disagreement is hidden by selecting one figure. In estimating household and school source reconciliation, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on household and school source reconciliation, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-07] [REF-08] [REF-09]

The recommended response is to map definitions and unmatched groups. Within evidence on household and school source reconciliation, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of household and school source reconciliation, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of household and school source reconciliation, a bounded range is preferable to unwarranted precision.[REF-08] [REF-09] [REF-70]

Evidence for household and school source reconciliation should distinguish direct observation, linked assessment and modelled value. For interpretation of household and school source reconciliation, school registers, household surveys and assessments observe different populations. In policy use of household and school source reconciliation, disagreement may reveal timing, coverage or construct differences. For reporting on household and school source reconciliation, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-07] [REF-70]

Equity analysis for household and school source reconciliation should retain levels and counts by material group where evidence permits. In policy use of household and school source reconciliation, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on household and school source reconciliation, small samples and differential missingness require restrained conclusions. For household and school source reconciliation, context should direct support without lowering the common standard.[REF-08] [REF-09] [REF-70]

Policy use of household and school source reconciliation should connect the indicator to the institution controlling the barrier. For reporting on household and school source reconciliation, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For household and school source reconciliation, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-07] [REF-08] [REF-09] [REF-70]

Incentive review for household and school source reconciliation should monitor admission, assessment participation, exclusions and curriculum breadth. For household and school source reconciliation, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating household and school source reconciliation, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-08] [REF-09] [REF-70]

Public accountability for household and school source reconciliation should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating household and school source reconciliation, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on household and school source reconciliation, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-07] [REF-08] [REF-09] [REF-70]

Displacement, mobility and missing records defines a material issue within the mobile population. For displacement, mobility and missing records, the affected population is refugee and displaced children across systems, and the immediate evidence concerns location, registration and current education. In estimating displacement, mobility and missing records, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on displacement, mobility and missing records, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-31] [REF-37] [REF-39] [REF-69]

The principal risk is that mobile learners disappear or are counted in several frames. In estimating displacement, mobility and missing records, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on displacement, mobility and missing records, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-31] [REF-37] [REF-39]

The recommended response is to use dated protected reconciliation. Within evidence on displacement, mobility and missing records, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of displacement, mobility and missing records, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of displacement, mobility and missing records, a bounded range is preferable to unwarranted precision.[REF-37] [REF-39] [REF-69]

Evidence for displacement, mobility and missing records should distinguish direct observation, linked assessment and modelled value. For interpretation of displacement, mobility and missing records, school registers, household surveys and assessments observe different populations. In policy use of displacement, mobility and missing records, disagreement may reveal timing, coverage or construct differences. For reporting on displacement, mobility and missing records, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-31] [REF-69]

Equity analysis for displacement, mobility and missing records should retain levels and counts by material group where evidence permits. In policy use of displacement, mobility and missing records, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on displacement, mobility and missing records, small samples and differential missingness require restrained conclusions. For displacement, mobility and missing records, context should direct support without lowering the common standard.[REF-37] [REF-39] [REF-69]

Policy use of displacement, mobility and missing records should connect the indicator to the institution controlling the barrier. For reporting on displacement, mobility and missing records, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For displacement, mobility and missing records, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-31] [REF-37] [REF-39] [REF-69]

Incentive review for displacement, mobility and missing records should monitor admission, assessment participation, exclusions and curriculum breadth. For displacement, mobility and missing records, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating displacement, mobility and missing records, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-37] [REF-39] [REF-69]

Public accountability for displacement, mobility and missing records should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating displacement, mobility and missing records, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on displacement, mobility and missing records, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-31] [REF-37] [REF-39] [REF-69]

Closure, reopening and effective exposure defines a material issue within the pandemic participation. For closure, reopening and effective exposure, the affected population is children affected by school closure and uneven return, and the immediate evidence concerns closure, contact, reopening and attendance. In estimating closure, reopening and effective exposure, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on closure, reopening and effective exposure, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-48] [REF-50] [REF-56] [REF-72]

The principal risk is that formal reopening is treated as restored schooling. In estimating closure, reopening and effective exposure, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on closure, reopening and effective exposure, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-48] [REF-50] [REF-56]

The recommended response is to report actual return and instructional contact. Within evidence on closure, reopening and effective exposure, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of closure, reopening and effective exposure, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of closure, reopening and effective exposure, a bounded range is preferable to unwarranted precision.[REF-50] [REF-56] [REF-72]

Evidence for closure, reopening and effective exposure should distinguish direct observation, linked assessment and modelled value. For interpretation of closure, reopening and effective exposure, school registers, household surveys and assessments observe different populations. In policy use of closure, reopening and effective exposure, disagreement may reveal timing, coverage or construct differences. For reporting on closure, reopening and effective exposure, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-48] [REF-72]

Equity analysis for closure, reopening and effective exposure should retain levels and counts by material group where evidence permits. In policy use of closure, reopening and effective exposure, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on closure, reopening and effective exposure, small samples and differential missingness require restrained conclusions. For closure, reopening and effective exposure, context should direct support without lowering the common standard.[REF-50] [REF-56] [REF-72]

Policy use of closure, reopening and effective exposure should connect the indicator to the institution controlling the barrier. For reporting on closure, reopening and effective exposure, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For closure, reopening and effective exposure, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-48] [REF-50] [REF-56] [REF-72]

Incentive review for closure, reopening and effective exposure should monitor admission, assessment participation, exclusions and curriculum breadth. For closure, reopening and effective exposure, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating closure, reopening and effective exposure, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-50] [REF-56] [REF-72]

Public accountability for closure, reopening and effective exposure should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating closure, reopening and effective exposure, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on closure, reopening and effective exposure, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-48] [REF-50] [REF-56] [REF-72]

Non-formal and temporary provision defines a material issue within the provider coverage. For non-formal and temporary provision, the affected population is children in community, temporary or alternative education, and the immediate evidence concerns programme recognition and substantive participation. In estimating non-formal and temporary provision, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on non-formal and temporary provision, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-06] [REF-13] [REF-32] [REF-70]

The principal risk is that only ordinary public-school records represent schooling. In estimating non-formal and temporary provision, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on non-formal and temporary provision, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-06] [REF-13] [REF-32]

The recommended response is to state included provision and comparability. Within evidence on non-formal and temporary provision, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of non-formal and temporary provision, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of non-formal and temporary provision, a bounded range is preferable to unwarranted precision.[REF-13] [REF-32] [REF-70]

Evidence for non-formal and temporary provision should distinguish direct observation, linked assessment and modelled value. For interpretation of non-formal and temporary provision, school registers, household surveys and assessments observe different populations. In policy use of non-formal and temporary provision, disagreement may reveal timing, coverage or construct differences. For reporting on non-formal and temporary provision, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-06] [REF-70]

Equity analysis for non-formal and temporary provision should retain levels and counts by material group where evidence permits. In policy use of non-formal and temporary provision, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on non-formal and temporary provision, small samples and differential missingness require restrained conclusions. For non-formal and temporary provision, context should direct support without lowering the common standard.[REF-13] [REF-32] [REF-70]

Policy use of non-formal and temporary provision should connect the indicator to the institution controlling the barrier. For reporting on non-formal and temporary provision, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For non-formal and temporary provision, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-06] [REF-13] [REF-32] [REF-70]

Incentive review for non-formal and temporary provision should monitor admission, assessment participation, exclusions and curriculum breadth. For non-formal and temporary provision, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating non-formal and temporary provision, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-13] [REF-32] [REF-70]

Public accountability for non-formal and temporary provision should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating non-formal and temporary provision, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on non-formal and temporary provision, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-06] [REF-13] [REF-32] [REF-70]

Reading construct and assessment framework defines a material issue within the construct evidence. For reading construct and assessment framework, the affected population is children taking different reading assessments, and the immediate evidence concerns content, language, task and intended use. In estimating reading construct and assessment framework, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on reading construct and assessment framework, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-17] [REF-29] [REF-30] [REF-46]

The principal risk is that shared subject labels imply equivalent constructs. In estimating reading construct and assessment framework, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on reading construct and assessment framework, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-17] [REF-29] [REF-30]

The recommended response is to publish overlap and material difference. Within evidence on reading construct and assessment framework, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of reading construct and assessment framework, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of reading construct and assessment framework, a bounded range is preferable to unwarranted precision.[REF-29] [REF-30] [REF-46]

Evidence for reading construct and assessment framework should distinguish direct observation, linked assessment and modelled value. For interpretation of reading construct and assessment framework, school registers, household surveys and assessments observe different populations. In policy use of reading construct and assessment framework, disagreement may reveal timing, coverage or construct differences. For reporting on reading construct and assessment framework, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-17] [REF-46]

Equity analysis for reading construct and assessment framework should retain levels and counts by material group where evidence permits. In policy use of reading construct and assessment framework, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on reading construct and assessment framework, small samples and differential missingness require restrained conclusions. For reading construct and assessment framework, context should direct support without lowering the common standard.[REF-29] [REF-30] [REF-46]

Policy use of reading construct and assessment framework should connect the indicator to the institution controlling the barrier. For reporting on reading construct and assessment framework, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For reading construct and assessment framework, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-17] [REF-29] [REF-30] [REF-46]

Incentive review for reading construct and assessment framework should monitor admission, assessment participation, exclusions and curriculum breadth. For reading construct and assessment framework, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating reading construct and assessment framework, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-29] [REF-30] [REF-46]

Public accountability for reading construct and assessment framework should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating reading construct and assessment framework, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on reading construct and assessment framework, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-17] [REF-29] [REF-30] [REF-46]

Assessment eligibility and participation defines a material issue within the assessment population. For assessment eligibility and participation, the affected population is children eligible, present, absent or excluded, and the immediate evidence concerns target population, participation and accommodation. In estimating assessment eligibility and participation, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on assessment eligibility and participation, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-09] [REF-15] [REF-17] [REF-38]

The principal risk is that tested learners represent every child in the age group. In estimating assessment eligibility and participation, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on assessment eligibility and participation, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-09] [REF-15] [REF-17]

The recommended response is to publish population steps and exclusions. Within evidence on assessment eligibility and participation, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of assessment eligibility and participation, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of assessment eligibility and participation, a bounded range is preferable to unwarranted precision.[REF-15] [REF-17] [REF-38]

Evidence for assessment eligibility and participation should distinguish direct observation, linked assessment and modelled value. For interpretation of assessment eligibility and participation, school registers, household surveys and assessments observe different populations. In policy use of assessment eligibility and participation, disagreement may reveal timing, coverage or construct differences. For reporting on assessment eligibility and participation, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-09] [REF-38]

Equity analysis for assessment eligibility and participation should retain levels and counts by material group where evidence permits. In policy use of assessment eligibility and participation, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on assessment eligibility and participation, small samples and differential missingness require restrained conclusions. For assessment eligibility and participation, context should direct support without lowering the common standard.[REF-15] [REF-17] [REF-38]

Policy use of assessment eligibility and participation should connect the indicator to the institution controlling the barrier. For reporting on assessment eligibility and participation, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For assessment eligibility and participation, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-09] [REF-15] [REF-17] [REF-38]

Incentive review for assessment eligibility and participation should monitor admission, assessment participation, exclusions and curriculum breadth. For assessment eligibility and participation, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating assessment eligibility and participation, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-15] [REF-17] [REF-38]

Public accountability for assessment eligibility and participation should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating assessment eligibility and participation, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on assessment eligibility and participation, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-09] [REF-15] [REF-17] [REF-38]

Language and accessibility defines a material issue within the valid participation. For language and accessibility, the affected population is multilingual learners and children requiring accommodation, and the immediate evidence concerns assessment language, format and support. In estimating language and accessibility, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on language and accessibility, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-10] [REF-13] [REF-15] [REF-42]

The principal risk is that language or inaccessible format contaminates reading evidence. In estimating language and accessibility, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on language and accessibility, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-10] [REF-13] [REF-15]

The recommended response is to state conditions and provide accessible participation. Within evidence on language and accessibility, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of language and accessibility, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of language and accessibility, a bounded range is preferable to unwarranted precision.[REF-13] [REF-15] [REF-42]

Evidence for language and accessibility should distinguish direct observation, linked assessment and modelled value. For interpretation of language and accessibility, school registers, household surveys and assessments observe different populations. In policy use of language and accessibility, disagreement may reveal timing, coverage or construct differences. For reporting on language and accessibility, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-10] [REF-42]

Equity analysis for language and accessibility should retain levels and counts by material group where evidence permits. In policy use of language and accessibility, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on language and accessibility, small samples and differential missingness require restrained conclusions. For language and accessibility, context should direct support without lowering the common standard.[REF-13] [REF-15] [REF-42]

Policy use of language and accessibility should connect the indicator to the institution controlling the barrier. For reporting on language and accessibility, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For language and accessibility, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-10] [REF-13] [REF-15] [REF-42]

Incentive review for language and accessibility should monitor admission, assessment participation, exclusions and curriculum breadth. For language and accessibility, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating language and accessibility, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-13] [REF-15] [REF-42]

Public accountability for language and accessibility should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating language and accessibility, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on language and accessibility, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-10] [REF-13] [REF-15] [REF-42]

Linking across instruments defines a material issue within the scale alignment. For linking across instruments, the affected population is systems using national, regional or international assessments, and the immediate evidence concerns common domain, anchor and linking error. In estimating linking across instruments, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on linking across instruments, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-05] [REF-09] [REF-17] [REF-46]

The principal risk is that scores are treated as directly interchangeable. In estimating linking across instruments, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on linking across instruments, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-05] [REF-09] [REF-17]

The recommended response is to retain source and linking uncertainty. Within evidence on linking across instruments, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of linking across instruments, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of linking across instruments, a bounded range is preferable to unwarranted precision.[REF-09] [REF-17] [REF-46]

Evidence for linking across instruments should distinguish direct observation, linked assessment and modelled value. For interpretation of linking across instruments, school registers, household surveys and assessments observe different populations. In policy use of linking across instruments, disagreement may reveal timing, coverage or construct differences. For reporting on linking across instruments, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-05] [REF-46]

Equity analysis for linking across instruments should retain levels and counts by material group where evidence permits. In policy use of linking across instruments, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on linking across instruments, small samples and differential missingness require restrained conclusions. For linking across instruments, context should direct support without lowering the common standard.[REF-09] [REF-17] [REF-46]

Policy use of linking across instruments should connect the indicator to the institution controlling the barrier. For reporting on linking across instruments, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For linking across instruments, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-05] [REF-09] [REF-17] [REF-46]

Incentive review for linking across instruments should monitor admission, assessment participation, exclusions and curriculum breadth. For linking across instruments, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating linking across instruments, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-09] [REF-17] [REF-46]

Public accountability for linking across instruments should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating linking across instruments, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on linking across instruments, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-05] [REF-09] [REF-17] [REF-46]

Modelled values and direct observations defines a material issue within the estimation status. For modelled values and direct observations, the affected population is countries without a recent comparable assessment, and the immediate evidence concerns covariates, model and uncertainty. In estimating modelled values and direct observations, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on modelled values and direct observations, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-09] [REF-19] [REF-38] [REF-70]

The principal risk is that modelled estimates circulate as observed results. In estimating modelled values and direct observations, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on modelled values and direct observations, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-09] [REF-19] [REF-38]

The recommended response is to label estimation and publish model limitations. Within evidence on modelled values and direct observations, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of modelled values and direct observations, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of modelled values and direct observations, a bounded range is preferable to unwarranted precision.[REF-19] [REF-38] [REF-70]

Evidence for modelled values and direct observations should distinguish direct observation, linked assessment and modelled value. For interpretation of modelled values and direct observations, school registers, household surveys and assessments observe different populations. In policy use of modelled values and direct observations, disagreement may reveal timing, coverage or construct differences. For reporting on modelled values and direct observations, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-09] [REF-70]

Equity analysis for modelled values and direct observations should retain levels and counts by material group where evidence permits. In policy use of modelled values and direct observations, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on modelled values and direct observations, small samples and differential missingness require restrained conclusions. For modelled values and direct observations, context should direct support without lowering the common standard.[REF-19] [REF-38] [REF-70]

Policy use of modelled values and direct observations should connect the indicator to the institution controlling the barrier. For reporting on modelled values and direct observations, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For modelled values and direct observations, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-09] [REF-19] [REF-38] [REF-70]

Incentive review for modelled values and direct observations should monitor admission, assessment participation, exclusions and curriculum breadth. For modelled values and direct observations, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating modelled values and direct observations, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-19] [REF-38] [REF-70]

Public accountability for modelled values and direct observations should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating modelled values and direct observations, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on modelled values and direct observations, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-09] [REF-19] [REF-38] [REF-70]

Reference year and pandemic projection defines a material issue within the temporal estimation. For reference year and pandemic projection, the affected population is users interpreting evidence before and after disruption, and the immediate evidence concerns observation year, assumed effect and projection date. In estimating reference year and pandemic projection, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on reference year and pandemic projection, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-19] [REF-52] [REF-71] [REF-72]

The principal risk is that older observations plus assumptions are called measured post-pandemic learning. In estimating reference year and pandemic projection, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on reference year and pandemic projection, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-19] [REF-52] [REF-71]

The recommended response is to separate observation, projection and scenario. Within evidence on reference year and pandemic projection, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of reference year and pandemic projection, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of reference year and pandemic projection, a bounded range is preferable to unwarranted precision.[REF-52] [REF-71] [REF-72]

Evidence for reference year and pandemic projection should distinguish direct observation, linked assessment and modelled value. For interpretation of reference year and pandemic projection, school registers, household surveys and assessments observe different populations. In policy use of reference year and pandemic projection, disagreement may reveal timing, coverage or construct differences. For reporting on reference year and pandemic projection, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-19] [REF-72]

Equity analysis for reference year and pandemic projection should retain levels and counts by material group where evidence permits. In policy use of reference year and pandemic projection, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on reference year and pandemic projection, small samples and differential missingness require restrained conclusions. For reference year and pandemic projection, context should direct support without lowering the common standard.[REF-52] [REF-71] [REF-72]

Policy use of reference year and pandemic projection should connect the indicator to the institution controlling the barrier. For reporting on reference year and pandemic projection, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For reference year and pandemic projection, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-19] [REF-52] [REF-71] [REF-72]

Incentive review for reference year and pandemic projection should monitor admission, assessment participation, exclusions and curriculum breadth. For reference year and pandemic projection, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating reference year and pandemic projection, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-52] [REF-71] [REF-72]

Public accountability for reference year and pandemic projection should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating reference year and pandemic projection, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on reference year and pandemic projection, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-19] [REF-52] [REF-71] [REF-72]

Poverty and household resources defines a material issue within the socioeconomic inequality. For poverty and household resources, the affected population is children in households with different material capacity, and the immediate evidence concerns wealth group, participation and proficiency. In estimating poverty and household resources, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on poverty and household resources, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-03] [REF-04] [REF-38] [REF-71]

The principal risk is that relative wealth groups are treated as fixed absolute conditions. In estimating poverty and household resources, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on poverty and household resources, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-03] [REF-04] [REF-38]

The recommended response is to state construction and current access evidence. Within evidence on poverty and household resources, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of poverty and household resources, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of poverty and household resources, a bounded range is preferable to unwarranted precision.[REF-04] [REF-38] [REF-71]

Evidence for poverty and household resources should distinguish direct observation, linked assessment and modelled value. For interpretation of poverty and household resources, school registers, household surveys and assessments observe different populations. In policy use of poverty and household resources, disagreement may reveal timing, coverage or construct differences. For reporting on poverty and household resources, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-03] [REF-71]

Equity analysis for poverty and household resources should retain levels and counts by material group where evidence permits. In policy use of poverty and household resources, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on poverty and household resources, small samples and differential missingness require restrained conclusions. For poverty and household resources, context should direct support without lowering the common standard.[REF-04] [REF-38] [REF-71]

Policy use of poverty and household resources should connect the indicator to the institution controlling the barrier. For reporting on poverty and household resources, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For poverty and household resources, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-03] [REF-04] [REF-38] [REF-71]

Incentive review for poverty and household resources should monitor admission, assessment participation, exclusions and curriculum breadth. For poverty and household resources, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating poverty and household resources, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-04] [REF-38] [REF-71]

Public accountability for poverty and household resources should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating poverty and household resources, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on poverty and household resources, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-03] [REF-04] [REF-38] [REF-71]

Location and service geography defines a material issue within the territorial inequality. For location and service geography, the affected population is children in remote, rural and informal-settlement communities, and the immediate evidence concerns distance, staffing, connectivity and learning. In estimating location and service geography, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on location and service geography, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-07] [REF-11] [REF-38] [REF-53]

The principal risk is that rural-urban averages conceal local service barriers. In estimating location and service geography, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on location and service geography, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-07] [REF-11] [REF-38]

The recommended response is to link group levels to territorial conditions. Within evidence on location and service geography, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of location and service geography, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of location and service geography, a bounded range is preferable to unwarranted precision.[REF-11] [REF-38] [REF-53]

Evidence for location and service geography should distinguish direct observation, linked assessment and modelled value. For interpretation of location and service geography, school registers, household surveys and assessments observe different populations. In policy use of location and service geography, disagreement may reveal timing, coverage or construct differences. For reporting on location and service geography, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-07] [REF-53]

Equity analysis for location and service geography should retain levels and counts by material group where evidence permits. In policy use of location and service geography, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on location and service geography, small samples and differential missingness require restrained conclusions. For location and service geography, context should direct support without lowering the common standard.[REF-11] [REF-38] [REF-53]

Policy use of location and service geography should connect the indicator to the institution controlling the barrier. For reporting on location and service geography, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For location and service geography, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-07] [REF-11] [REF-38] [REF-53]

Incentive review for location and service geography should monitor admission, assessment participation, exclusions and curriculum breadth. For location and service geography, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating location and service geography, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-11] [REF-38] [REF-53]

Public accountability for location and service geography should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating location and service geography, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on location and service geography, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-07] [REF-11] [REF-38] [REF-53]

Disability and accessible evidence defines a material issue within the disability inequality. For disability and accessible evidence, the affected population is children with varied functional and support needs, and the immediate evidence concerns participation, accommodation and reading evidence. In estimating disability and accessible evidence, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on disability and accessible evidence, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-10] [REF-15] [REF-38] [REF-53]

The principal risk is that inaccessible collection excludes children and improves averages. In estimating disability and accessible evidence, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on disability and accessible evidence, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-10] [REF-15] [REF-38]

The recommended response is to report functional coverage and exclusions. Within evidence on disability and accessible evidence, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of disability and accessible evidence, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of disability and accessible evidence, a bounded range is preferable to unwarranted precision.[REF-15] [REF-38] [REF-53]

Evidence for disability and accessible evidence should distinguish direct observation, linked assessment and modelled value. For interpretation of disability and accessible evidence, school registers, household surveys and assessments observe different populations. In policy use of disability and accessible evidence, disagreement may reveal timing, coverage or construct differences. For reporting on disability and accessible evidence, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-10] [REF-53]

Equity analysis for disability and accessible evidence should retain levels and counts by material group where evidence permits. In policy use of disability and accessible evidence, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on disability and accessible evidence, small samples and differential missingness require restrained conclusions. For disability and accessible evidence, context should direct support without lowering the common standard.[REF-15] [REF-38] [REF-53]

Policy use of disability and accessible evidence should connect the indicator to the institution controlling the barrier. For reporting on disability and accessible evidence, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For disability and accessible evidence, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-10] [REF-15] [REF-38] [REF-53]

Incentive review for disability and accessible evidence should monitor admission, assessment participation, exclusions and curriculum breadth. For disability and accessible evidence, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating disability and accessible evidence, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-15] [REF-38] [REF-53]

Public accountability for disability and accessible evidence should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating disability and accessible evidence, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on disability and accessible evidence, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-10] [REF-15] [REF-38] [REF-53]

Gender and stage-specific barriers defines a material issue within the gender inequality. For gender and stage-specific barriers, the affected population is girls, boys and children facing gendered constraints, and the immediate evidence concerns participation, reading and material context. In estimating gender and stage-specific barriers, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on gender and stage-specific barriers, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-03] [REF-14] [REF-38] [REF-65]

The principal risk is that parity hides low levels or opposing local gaps. In estimating gender and stage-specific barriers, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on gender and stage-specific barriers, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-03] [REF-14] [REF-38]

The recommended response is to publish levels and relevant mechanisms. Within evidence on gender and stage-specific barriers, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of gender and stage-specific barriers, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of gender and stage-specific barriers, a bounded range is preferable to unwarranted precision.[REF-14] [REF-38] [REF-65]

Evidence for gender and stage-specific barriers should distinguish direct observation, linked assessment and modelled value. For interpretation of gender and stage-specific barriers, school registers, household surveys and assessments observe different populations. In policy use of gender and stage-specific barriers, disagreement may reveal timing, coverage or construct differences. For reporting on gender and stage-specific barriers, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-03] [REF-65]

Equity analysis for gender and stage-specific barriers should retain levels and counts by material group where evidence permits. In policy use of gender and stage-specific barriers, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on gender and stage-specific barriers, small samples and differential missingness require restrained conclusions. For gender and stage-specific barriers, context should direct support without lowering the common standard.[REF-14] [REF-38] [REF-65]

Policy use of gender and stage-specific barriers should connect the indicator to the institution controlling the barrier. For reporting on gender and stage-specific barriers, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For gender and stage-specific barriers, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-03] [REF-14] [REF-38] [REF-65]

Incentive review for gender and stage-specific barriers should monitor admission, assessment participation, exclusions and curriculum breadth. For gender and stage-specific barriers, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating gender and stage-specific barriers, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-14] [REF-38] [REF-65]

Public accountability for gender and stage-specific barriers should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating gender and stage-specific barriers, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on gender and stage-specific barriers, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-03] [REF-14] [REF-38] [REF-65]

Migration, language and exposure defines a material issue within the mobility inequality. For migration, language and exposure, the affected population is migrant and displaced children, and the immediate evidence concerns arrival, instructional language and time in education. In estimating migration, language and exposure, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on migration, language and exposure, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-31] [REF-39] [REF-42] [REF-69]

The principal risk is that movement is treated as ability or institutional fault. In estimating migration, language and exposure, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on migration, language and exposure, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-31] [REF-39] [REF-42]

The recommended response is to retain common standards with exposure evidence. Within evidence on migration, language and exposure, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of migration, language and exposure, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of migration, language and exposure, a bounded range is preferable to unwarranted precision.[REF-39] [REF-42] [REF-69]

Evidence for migration, language and exposure should distinguish direct observation, linked assessment and modelled value. For interpretation of migration, language and exposure, school registers, household surveys and assessments observe different populations. In policy use of migration, language and exposure, disagreement may reveal timing, coverage or construct differences. For reporting on migration, language and exposure, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-31] [REF-69]

Equity analysis for migration, language and exposure should retain levels and counts by material group where evidence permits. In policy use of migration, language and exposure, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on migration, language and exposure, small samples and differential missingness require restrained conclusions. For migration, language and exposure, context should direct support without lowering the common standard.[REF-39] [REF-42] [REF-69]

Policy use of migration, language and exposure should connect the indicator to the institution controlling the barrier. For reporting on migration, language and exposure, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For migration, language and exposure, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-31] [REF-39] [REF-42] [REF-69]

Incentive review for migration, language and exposure should monitor admission, assessment participation, exclusions and curriculum breadth. For migration, language and exposure, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating migration, language and exposure, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-39] [REF-42] [REF-69]

Public accountability for migration, language and exposure should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating migration, language and exposure, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on migration, language and exposure, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-31] [REF-39] [REF-42] [REF-69]

Intersection, sample and confidentiality defines a material issue within the intersectional evidence. For intersection, sample and confidentiality, the affected population is small populations affected by several conditions, and the immediate evidence concerns joint level, count and interval. In estimating intersection, sample and confidentiality, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on intersection, sample and confidentiality, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-08] [REF-09] [REF-20] [REF-38]

The principal risk is that unstable small estimates support firm ranks or expose people. In estimating intersection, sample and confidentiality, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on intersection, sample and confidentiality, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-08] [REF-09] [REF-20]

The recommended response is to select relevant intersections and protect disclosure. Within evidence on intersection, sample and confidentiality, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of intersection, sample and confidentiality, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of intersection, sample and confidentiality, a bounded range is preferable to unwarranted precision.[REF-09] [REF-20] [REF-38]

Evidence for intersection, sample and confidentiality should distinguish direct observation, linked assessment and modelled value. For interpretation of intersection, sample and confidentiality, school registers, household surveys and assessments observe different populations. In policy use of intersection, sample and confidentiality, disagreement may reveal timing, coverage or construct differences. For reporting on intersection, sample and confidentiality, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-08] [REF-38]

Equity analysis for intersection, sample and confidentiality should retain levels and counts by material group where evidence permits. In policy use of intersection, sample and confidentiality, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on intersection, sample and confidentiality, small samples and differential missingness require restrained conclusions. For intersection, sample and confidentiality, context should direct support without lowering the common standard.[REF-09] [REF-20] [REF-38]

Policy use of intersection, sample and confidentiality should connect the indicator to the institution controlling the barrier. For reporting on intersection, sample and confidentiality, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For intersection, sample and confidentiality, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-08] [REF-09] [REF-20] [REF-38]

Incentive review for intersection, sample and confidentiality should monitor admission, assessment participation, exclusions and curriculum breadth. For intersection, sample and confidentiality, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating intersection, sample and confidentiality, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-09] [REF-20] [REF-38]

Public accountability for intersection, sample and confidentiality should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating intersection, sample and confidentiality, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on intersection, sample and confidentiality, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-08] [REF-09] [REF-20] [REF-38]

Finding learners outside education defines a material issue within the access response. For finding learners outside education, the affected population is children represented in the schooling-deprivation component, and the immediate evidence concerns location, barrier and prompt education route. In estimating finding learners outside education, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on finding learners outside education, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-04] [REF-13] [REF-23] [REF-70]

The principal risk is that the estimate remains an abstract global percentage. In estimating finding learners outside education, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on finding learners outside education, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-04] [REF-13] [REF-23]

The recommended response is to fund outreach, admission and continuity. Within evidence on finding learners outside education, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of finding learners outside education, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of finding learners outside education, a bounded range is preferable to unwarranted precision.[REF-13] [REF-23] [REF-70]

Evidence for finding learners outside education should distinguish direct observation, linked assessment and modelled value. For interpretation of finding learners outside education, school registers, household surveys and assessments observe different populations. In policy use of finding learners outside education, disagreement may reveal timing, coverage or construct differences. For reporting on finding learners outside education, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-04] [REF-70]

Equity analysis for finding learners outside education should retain levels and counts by material group where evidence permits. In policy use of finding learners outside education, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on finding learners outside education, small samples and differential missingness require restrained conclusions. For finding learners outside education, context should direct support without lowering the common standard.[REF-13] [REF-23] [REF-70]

Policy use of finding learners outside education should connect the indicator to the institution controlling the barrier. For reporting on finding learners outside education, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For finding learners outside education, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-04] [REF-13] [REF-23] [REF-70]

Incentive review for finding learners outside education should monitor admission, assessment participation, exclusions and curriculum breadth. For finding learners outside education, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating finding learners outside education, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-13] [REF-23] [REF-70]

Public accountability for finding learners outside education should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating finding learners outside education, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on finding learners outside education, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-04] [REF-13] [REF-23] [REF-70]

Diagnosis tied to focused teaching defines a material issue within the instructional response. For diagnosis tied to focused teaching, the affected population is children below the reading threshold for varied reasons, and the immediate evidence concerns component need, teaching and follow-up. In estimating diagnosis tied to focused teaching, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on diagnosis tied to focused teaching, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-01] [REF-02] [REF-24] [REF-29]

The principal risk is that one threshold category receives generic remediation. In estimating diagnosis tied to focused teaching, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on diagnosis tied to focused teaching, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-01] [REF-02] [REF-24]

The recommended response is to use direct learner evidence for teaching. Within evidence on diagnosis tied to focused teaching, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of diagnosis tied to focused teaching, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of diagnosis tied to focused teaching, a bounded range is preferable to unwarranted precision.[REF-02] [REF-24] [REF-29]

Evidence for diagnosis tied to focused teaching should distinguish direct observation, linked assessment and modelled value. For interpretation of diagnosis tied to focused teaching, school registers, household surveys and assessments observe different populations. In policy use of diagnosis tied to focused teaching, disagreement may reveal timing, coverage or construct differences. For reporting on diagnosis tied to focused teaching, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-01] [REF-29]

Equity analysis for diagnosis tied to focused teaching should retain levels and counts by material group where evidence permits. In policy use of diagnosis tied to focused teaching, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on diagnosis tied to focused teaching, small samples and differential missingness require restrained conclusions. For diagnosis tied to focused teaching, context should direct support without lowering the common standard.[REF-02] [REF-24] [REF-29]

Policy use of diagnosis tied to focused teaching should connect the indicator to the institution controlling the barrier. For reporting on diagnosis tied to focused teaching, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For diagnosis tied to focused teaching, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-01] [REF-02] [REF-24] [REF-29]

Incentive review for diagnosis tied to focused teaching should monitor admission, assessment participation, exclusions and curriculum breadth. For diagnosis tied to focused teaching, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating diagnosis tied to focused teaching, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-02] [REF-24] [REF-29]

Public accountability for diagnosis tied to focused teaching should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating diagnosis tied to focused teaching, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on diagnosis tied to focused teaching, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-01] [REF-02] [REF-24] [REF-29]

Teacher support and curriculum coherence defines a material issue within the professional response. For teacher support and curriculum coherence, the affected population is teachers strengthening foundational reading, and the immediate evidence concerns materials, coaching and instructional time. In estimating teacher support and curriculum coherence, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on teacher support and curriculum coherence, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-18] [REF-24] [REF-36] [REF-64]

The principal risk is that assessment growth is funded without teacher capacity. In estimating teacher support and curriculum coherence, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on teacher support and curriculum coherence, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-18] [REF-24] [REF-36]

The recommended response is to provide sustained curriculum-linked support. Within evidence on teacher support and curriculum coherence, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of teacher support and curriculum coherence, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of teacher support and curriculum coherence, a bounded range is preferable to unwarranted precision.[REF-24] [REF-36] [REF-64]

Evidence for teacher support and curriculum coherence should distinguish direct observation, linked assessment and modelled value. For interpretation of teacher support and curriculum coherence, school registers, household surveys and assessments observe different populations. In policy use of teacher support and curriculum coherence, disagreement may reveal timing, coverage or construct differences. For reporting on teacher support and curriculum coherence, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-18] [REF-64]

Equity analysis for teacher support and curriculum coherence should retain levels and counts by material group where evidence permits. In policy use of teacher support and curriculum coherence, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on teacher support and curriculum coherence, small samples and differential missingness require restrained conclusions. For teacher support and curriculum coherence, context should direct support without lowering the common standard.[REF-24] [REF-36] [REF-64]

Policy use of teacher support and curriculum coherence should connect the indicator to the institution controlling the barrier. For reporting on teacher support and curriculum coherence, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For teacher support and curriculum coherence, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-18] [REF-24] [REF-36] [REF-64]

Incentive review for teacher support and curriculum coherence should monitor admission, assessment participation, exclusions and curriculum breadth. For teacher support and curriculum coherence, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating teacher support and curriculum coherence, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-24] [REF-36] [REF-64]

Public accountability for teacher support and curriculum coherence should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating teacher support and curriculum coherence, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on teacher support and curriculum coherence, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-18] [REF-24] [REF-36] [REF-64]

Broad curriculum and later progression defines a material issue within the curriculum protection. For broad curriculum and later progression, the affected population is children receiving foundational support, and the immediate evidence concerns reading, wider learning and recognized progression. In estimating broad curriculum and later progression, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on broad curriculum and later progression, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-13] [REF-22] [REF-27] [REF-53]

The principal risk is that indicator pressure displaces science, arts or social learning. In estimating broad curriculum and later progression, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on broad curriculum and later progression, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-13] [REF-22] [REF-27]

The recommended response is to add support while preserving curriculum breadth. Within evidence on broad curriculum and later progression, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of broad curriculum and later progression, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of broad curriculum and later progression, a bounded range is preferable to unwarranted precision.[REF-22] [REF-27] [REF-53]

Evidence for broad curriculum and later progression should distinguish direct observation, linked assessment and modelled value. For interpretation of broad curriculum and later progression, school registers, household surveys and assessments observe different populations. In policy use of broad curriculum and later progression, disagreement may reveal timing, coverage or construct differences. For reporting on broad curriculum and later progression, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-13] [REF-53]

Equity analysis for broad curriculum and later progression should retain levels and counts by material group where evidence permits. In policy use of broad curriculum and later progression, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on broad curriculum and later progression, small samples and differential missingness require restrained conclusions. For broad curriculum and later progression, context should direct support without lowering the common standard.[REF-22] [REF-27] [REF-53]

Policy use of broad curriculum and later progression should connect the indicator to the institution controlling the barrier. For reporting on broad curriculum and later progression, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For broad curriculum and later progression, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-13] [REF-22] [REF-27] [REF-53]

Incentive review for broad curriculum and later progression should monitor admission, assessment participation, exclusions and curriculum breadth. For broad curriculum and later progression, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating broad curriculum and later progression, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-22] [REF-27] [REF-53]

Public accountability for broad curriculum and later progression should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating broad curriculum and later progression, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on broad curriculum and later progression, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-13] [REF-22] [REF-27] [REF-53]

Avoiding exclusion and threshold gaming defines a material issue within the incentive protection. For avoiding exclusion and threshold gaming, the affected population is children and schools affected by public targets, and the immediate evidence concerns admission, assessment participation and teaching. In estimating avoiding exclusion and threshold gaming, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on avoiding exclusion and threshold gaming, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-16] [REF-21] [REF-27] [REF-70]

The principal risk is that results improve through exclusion or narrow rehearsal. In estimating avoiding exclusion and threshold gaming, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on avoiding exclusion and threshold gaming, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-16] [REF-21] [REF-27]

The recommended response is to monitor population, exclusions and curriculum. Within evidence on avoiding exclusion and threshold gaming, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of avoiding exclusion and threshold gaming, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of avoiding exclusion and threshold gaming, a bounded range is preferable to unwarranted precision.[REF-21] [REF-27] [REF-70]

Evidence for avoiding exclusion and threshold gaming should distinguish direct observation, linked assessment and modelled value. For interpretation of avoiding exclusion and threshold gaming, school registers, household surveys and assessments observe different populations. In policy use of avoiding exclusion and threshold gaming, disagreement may reveal timing, coverage or construct differences. For reporting on avoiding exclusion and threshold gaming, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-16] [REF-70]

Equity analysis for avoiding exclusion and threshold gaming should retain levels and counts by material group where evidence permits. In policy use of avoiding exclusion and threshold gaming, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on avoiding exclusion and threshold gaming, small samples and differential missingness require restrained conclusions. For avoiding exclusion and threshold gaming, context should direct support without lowering the common standard.[REF-21] [REF-27] [REF-70]

Policy use of avoiding exclusion and threshold gaming should connect the indicator to the institution controlling the barrier. For reporting on avoiding exclusion and threshold gaming, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For avoiding exclusion and threshold gaming, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-16] [REF-21] [REF-27] [REF-70]

Incentive review for avoiding exclusion and threshold gaming should monitor admission, assessment participation, exclusions and curriculum breadth. For avoiding exclusion and threshold gaming, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating avoiding exclusion and threshold gaming, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-21] [REF-27] [REF-70]

Public accountability for avoiding exclusion and threshold gaming should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating avoiding exclusion and threshold gaming, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on avoiding exclusion and threshold gaming, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-16] [REF-21] [REF-27] [REF-70]

Finance linked to learner need defines a material issue within the resource response. For finance linked to learner need, the affected population is schools and communities facing different barriers, and the immediate evidence concerns allocation, delivery and beneficiary receipt. In estimating finance linked to learner need, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on finance linked to learner need, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-03] [REF-18] [REF-63] [REF-72]

The principal risk is that resources follow average results instead of service cost and excluded learners. In estimating finance linked to learner need, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on finance linked to learner need, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-03] [REF-18] [REF-63]

The recommended response is to fund verified access and teaching needs. Within evidence on finance linked to learner need, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of finance linked to learner need, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of finance linked to learner need, a bounded range is preferable to unwarranted precision.[REF-18] [REF-63] [REF-72]

Evidence for finance linked to learner need should distinguish direct observation, linked assessment and modelled value. For interpretation of finance linked to learner need, school registers, household surveys and assessments observe different populations. In policy use of finance linked to learner need, disagreement may reveal timing, coverage or construct differences. For reporting on finance linked to learner need, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-03] [REF-72]

Equity analysis for finance linked to learner need should retain levels and counts by material group where evidence permits. In policy use of finance linked to learner need, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on finance linked to learner need, small samples and differential missingness require restrained conclusions. For finance linked to learner need, context should direct support without lowering the common standard.[REF-18] [REF-63] [REF-72]

Policy use of finance linked to learner need should connect the indicator to the institution controlling the barrier. For reporting on finance linked to learner need, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For finance linked to learner need, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-03] [REF-18] [REF-63] [REF-72]

Incentive review for finance linked to learner need should monitor admission, assessment participation, exclusions and curriculum breadth. For finance linked to learner need, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating finance linked to learner need, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-18] [REF-63] [REF-72]

Public accountability for finance linked to learner need should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating finance linked to learner need, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on finance linked to learner need, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-03] [REF-18] [REF-63] [REF-72]

Component-level publication defines a material issue within the reporting transparency. For component-level publication, the affected population is users interpreting the combined estimate, and the immediate evidence concerns schooling deprivation, learning component and combination. In estimating component-level publication, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on component-level publication, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-05] [REF-19] [REF-46] [REF-70]

The principal risk is that a single percentage conceals which component drives change. In estimating component-level publication, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on component-level publication, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-05] [REF-19] [REF-46]

The recommended response is to publish each component and formula. Within evidence on component-level publication, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of component-level publication, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of component-level publication, a bounded range is preferable to unwarranted precision.[REF-19] [REF-46] [REF-70]

Evidence for component-level publication should distinguish direct observation, linked assessment and modelled value. For interpretation of component-level publication, school registers, household surveys and assessments observe different populations. In policy use of component-level publication, disagreement may reveal timing, coverage or construct differences. For reporting on component-level publication, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-05] [REF-70]

Equity analysis for component-level publication should retain levels and counts by material group where evidence permits. In policy use of component-level publication, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on component-level publication, small samples and differential missingness require restrained conclusions. For component-level publication, context should direct support without lowering the common standard.[REF-19] [REF-46] [REF-70]

Policy use of component-level publication should connect the indicator to the institution controlling the barrier. For reporting on component-level publication, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For component-level publication, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-05] [REF-19] [REF-46] [REF-70]

Incentive review for component-level publication should monitor admission, assessment participation, exclusions and curriculum breadth. For component-level publication, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating component-level publication, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-19] [REF-46] [REF-70]

Public accountability for component-level publication should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating component-level publication, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on component-level publication, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-05] [REF-19] [REF-46] [REF-70]

Metadata beside the estimate defines a material issue within the metadata discipline. For metadata beside the estimate, the affected population is public users comparing systems and years, and the immediate evidence concerns population, source, threshold, year and status. In estimating metadata beside the estimate, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on metadata beside the estimate, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-05] [REF-09] [REF-19] [REF-46]

The principal risk is that numbers detach from their evidential conditions. In estimating metadata beside the estimate, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on metadata beside the estimate, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-05] [REF-09] [REF-19]

The recommended response is to place essential metadata with the claim. Within evidence on metadata beside the estimate, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of metadata beside the estimate, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of metadata beside the estimate, a bounded range is preferable to unwarranted precision.[REF-09] [REF-19] [REF-46]

Evidence for metadata beside the estimate should distinguish direct observation, linked assessment and modelled value. For interpretation of metadata beside the estimate, school registers, household surveys and assessments observe different populations. In policy use of metadata beside the estimate, disagreement may reveal timing, coverage or construct differences. For reporting on metadata beside the estimate, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-05] [REF-46]

Equity analysis for metadata beside the estimate should retain levels and counts by material group where evidence permits. In policy use of metadata beside the estimate, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on metadata beside the estimate, small samples and differential missingness require restrained conclusions. For metadata beside the estimate, context should direct support without lowering the common standard.[REF-09] [REF-19] [REF-46]

Policy use of metadata beside the estimate should connect the indicator to the institution controlling the barrier. For reporting on metadata beside the estimate, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For metadata beside the estimate, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-05] [REF-09] [REF-19] [REF-46]

Incentive review for metadata beside the estimate should monitor admission, assessment participation, exclusions and curriculum breadth. For metadata beside the estimate, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating metadata beside the estimate, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-09] [REF-19] [REF-46]

Public accountability for metadata beside the estimate should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating metadata beside the estimate, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on metadata beside the estimate, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-05] [REF-09] [REF-19] [REF-46]

Uncertainty and sensitivity defines a material issue within the estimation restraint. For uncertainty and sensitivity, the affected population is countries with modelled or linked evidence, and the immediate evidence concerns interval, alternative assumption and conclusion stability. In estimating uncertainty and sensitivity, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on uncertainty and sensitivity, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-08] [REF-09] [REF-38] [REF-70]

The principal risk is that point estimates imply false precision. In estimating uncertainty and sensitivity, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on uncertainty and sensitivity, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-08] [REF-09] [REF-38]

The recommended response is to show sensitivity to plausible alternatives. Within evidence on uncertainty and sensitivity, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of uncertainty and sensitivity, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of uncertainty and sensitivity, a bounded range is preferable to unwarranted precision.[REF-09] [REF-38] [REF-70]

Evidence for uncertainty and sensitivity should distinguish direct observation, linked assessment and modelled value. For interpretation of uncertainty and sensitivity, school registers, household surveys and assessments observe different populations. In policy use of uncertainty and sensitivity, disagreement may reveal timing, coverage or construct differences. For reporting on uncertainty and sensitivity, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-08] [REF-70]

Equity analysis for uncertainty and sensitivity should retain levels and counts by material group where evidence permits. In policy use of uncertainty and sensitivity, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on uncertainty and sensitivity, small samples and differential missingness require restrained conclusions. For uncertainty and sensitivity, context should direct support without lowering the common standard.[REF-09] [REF-38] [REF-70]

Policy use of uncertainty and sensitivity should connect the indicator to the institution controlling the barrier. For reporting on uncertainty and sensitivity, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For uncertainty and sensitivity, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-08] [REF-09] [REF-38] [REF-70]

Incentive review for uncertainty and sensitivity should monitor admission, assessment participation, exclusions and curriculum breadth. For uncertainty and sensitivity, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating uncertainty and sensitivity, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-09] [REF-38] [REF-70]

Public accountability for uncertainty and sensitivity should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating uncertainty and sensitivity, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on uncertainty and sensitivity, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-08] [REF-09] [REF-38] [REF-70]

Revision history and temporal integrity defines a material issue within the version control. For revision history and temporal integrity, the affected population is users following later data and estimates, and the immediate evidence concerns version, cause and comparative effect. In estimating revision history and temporal integrity, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on revision history and temporal integrity, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-09] [REF-19] [REF-20] [REF-72]

The principal risk is that later estimates overwrite what was known at cutoff. In estimating revision history and temporal integrity, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on revision history and temporal integrity, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-09] [REF-19] [REF-20]

The recommended response is to retain dated versions and correction notes. Within evidence on revision history and temporal integrity, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of revision history and temporal integrity, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of revision history and temporal integrity, a bounded range is preferable to unwarranted precision.[REF-19] [REF-20] [REF-72]

Evidence for revision history and temporal integrity should distinguish direct observation, linked assessment and modelled value. For interpretation of revision history and temporal integrity, school registers, household surveys and assessments observe different populations. In policy use of revision history and temporal integrity, disagreement may reveal timing, coverage or construct differences. For reporting on revision history and temporal integrity, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-09] [REF-72]

Equity analysis for revision history and temporal integrity should retain levels and counts by material group where evidence permits. In policy use of revision history and temporal integrity, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on revision history and temporal integrity, small samples and differential missingness require restrained conclusions. For revision history and temporal integrity, context should direct support without lowering the common standard.[REF-19] [REF-20] [REF-72]

Policy use of revision history and temporal integrity should connect the indicator to the institution controlling the barrier. For reporting on revision history and temporal integrity, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For revision history and temporal integrity, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-09] [REF-19] [REF-20] [REF-72]

Incentive review for revision history and temporal integrity should monitor admission, assessment participation, exclusions and curriculum breadth. For revision history and temporal integrity, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating revision history and temporal integrity, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-19] [REF-20] [REF-72]

Public accountability for revision history and temporal integrity should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating revision history and temporal integrity, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on revision history and temporal integrity, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-09] [REF-19] [REF-20] [REF-72]

Public language without stigma defines a material issue within the communication ethics. For public language without stigma, the affected population is children and communities represented by the indicator, and the immediate evidence concerns bounded population finding and substantive entitlement. In estimating public language without stigma, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on public language without stigma, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-10] [REF-21] [REF-38] [REF-70]

The principal risk is that the poverty label stigmatizes learners or countries. In estimating public language without stigma, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on public language without stigma, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-10] [REF-21] [REF-38]

The recommended response is to use precise aggregate language and actionable context. Within evidence on public language without stigma, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of public language without stigma, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of public language without stigma, a bounded range is preferable to unwarranted precision.[REF-21] [REF-38] [REF-70]

Evidence for public language without stigma should distinguish direct observation, linked assessment and modelled value. For interpretation of public language without stigma, school registers, household surveys and assessments observe different populations. In policy use of public language without stigma, disagreement may reveal timing, coverage or construct differences. For reporting on public language without stigma, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-10] [REF-70]

Equity analysis for public language without stigma should retain levels and counts by material group where evidence permits. In policy use of public language without stigma, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on public language without stigma, small samples and differential missingness require restrained conclusions. For public language without stigma, context should direct support without lowering the common standard.[REF-21] [REF-38] [REF-70]

Policy use of public language without stigma should connect the indicator to the institution controlling the barrier. For reporting on public language without stigma, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For public language without stigma, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-10] [REF-21] [REF-38] [REF-70]

Incentive review for public language without stigma should monitor admission, assessment participation, exclusions and curriculum breadth. For public language without stigma, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating public language without stigma, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-21] [REF-38] [REF-70]

Public accountability for public language without stigma should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating public language without stigma, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on public language without stigma, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-10] [REF-21] [REF-38] [REF-70]

Finding, owner, finance and review defines a material issue within the accountability chain. For finding, owner, finance and review, the affected population is institutions able to correct access and learning barriers, and the immediate evidence concerns finding, authority, action, resource and later learner condition. In estimating finding, owner, finance and review, a valid account states the population, age or level, source, reference year and evidence status. Within evidence on finding, owner, finance and review, the combined indicator should not erase the different meanings of schooling deprivation and reading proficiency.[REF-18] [REF-27] [REF-64] [REF-72]

The principal risk is that monitoring ends at publication or assigns blame to learners. In estimating finding, owner, finance and review, this can create a false comparison, hide excluded learners or turn an aggregate signal into an individual label. Within evidence on finding, owner, finance and review, review should reconstruct who enters each component, how the denominator is formed and which observations, links or assumptions support the estimate.[REF-18] [REF-27] [REF-64]

The recommended response is to name competent action and funded review. Within evidence on finding, owner, finance and review, publication should preserve component values, source identity, population coverage, threshold, observation year, model status and uncertainty. For interpretation of finding, owner, finance and review, when a later estimate changes, the earlier evidence record should remain dated and available. In policy use of finding, owner, finance and review, a bounded range is preferable to unwarranted precision.[REF-27] [REF-64] [REF-72]

Evidence for finding, owner, finance and review should distinguish direct observation, linked assessment and modelled value. For interpretation of finding, owner, finance and review, school registers, household surveys and assessments observe different populations. In policy use of finding, owner, finance and review, disagreement may reveal timing, coverage or construct differences. For reporting on finding, owner, finance and review, combining sources requires an explicit mapping and should not make unlike data appear directly interchangeable.[REF-18] [REF-72]

Equity analysis for finding, owner, finance and review should retain levels and counts by material group where evidence permits. In policy use of finding, owner, finance and review, poverty, territory, disability, gender, language and movement can affect participation and assessment. For reporting on finding, owner, finance and review, small samples and differential missingness require restrained conclusions. For finding, owner, finance and review, context should direct support without lowering the common standard.[REF-27] [REF-64] [REF-72]

Policy use of finding, owner, finance and review should connect the indicator to the institution controlling the barrier. For reporting on finding, owner, finance and review, schooling deprivation calls for outreach, admission and continuity; learning shortfall calls for direct diagnosis, teaching and follow-up. For finding, owner, finance and review, teacher support, accessible materials and finance should be traced to learner receipt rather than inferred from policy adoption.[REF-18] [REF-27] [REF-64] [REF-72]

Incentive review for finding, owner, finance and review should monitor admission, assessment participation, exclusions and curriculum breadth. For finding, owner, finance and review, a public target can improve through better education, but also through population selection or narrow rehearsal. In estimating finding, owner, finance and review, group coverage and wider learning should remain visible, and high-consequence decisions should never rely on the aggregate indicator alone.[REF-27] [REF-64] [REF-72]

Public accountability for finding, owner, finance and review should state the finding, uncertainty, competent owner, financed response and later learner-facing test. In estimating finding, owner, finance and review, communication should avoid stigma and distinguish what was known by 14 June 2022 from later estimates. Within evidence on finding, owner, finance and review, corrections should identify their cause and effect on comparison without rewriting the contemporaneous record.[REF-18] [REF-27] [REF-64] [REF-72]

An indicator record for the combined schooling-and-learning concept should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of the combined schooling-and-learning concept, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of the combined schooling-and-learning concept, this keeps urgency compatible with statistical and educational restraint.[REF-05] [REF-29] [REF-30] [REF-70]

An indicator record for reference age and education stage should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of reference age and education stage, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of reference age and education stage, this keeps urgency compatible with statistical and educational restraint.[REF-06] [REF-17] [REF-38] [REF-70]

An indicator record for minimum reading as a threshold should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of minimum reading as a threshold, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of minimum reading as a threshold, this keeps urgency compatible with statistical and educational restraint.[REF-02] [REF-17] [REF-30] [REF-70]

An indicator record for a population indicator, not a learner label should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of a population indicator, not a learner label, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of a population indicator, not a learner label, this keeps urgency compatible with statistical and educational restraint.[REF-10] [REF-21] [REF-38] [REF-70]

An indicator record for policy urgency without inevitability should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of policy urgency without inevitability, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of policy urgency without inevitability, this keeps urgency compatible with statistical and educational restraint.[REF-01] [REF-22] [REF-64] [REF-70]

An indicator record for temporal status at the cutoff should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of temporal status at the cutoff, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of temporal status at the cutoff, this keeps urgency compatible with statistical and educational restraint.[REF-19] [REF-65] [REF-71] [REF-72]

An indicator record for out-of-school population definition should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of out-of-school population definition, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of out-of-school population definition, this keeps urgency compatible with statistical and educational restraint.[REF-05] [REF-07] [REF-26] [REF-70]

An indicator record for administrative enrolment and actual attendance should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of administrative enrolment and actual attendance, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of administrative enrolment and actual attendance, this keeps urgency compatible with statistical and educational restraint.[REF-05] [REF-12] [REF-56] [REF-71]

An indicator record for household and school source reconciliation should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of household and school source reconciliation, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of household and school source reconciliation, this keeps urgency compatible with statistical and educational restraint.[REF-07] [REF-08] [REF-09] [REF-70]

An indicator record for displacement, mobility and missing records should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of displacement, mobility and missing records, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of displacement, mobility and missing records, this keeps urgency compatible with statistical and educational restraint.[REF-31] [REF-37] [REF-39] [REF-69]

An indicator record for closure, reopening and effective exposure should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of closure, reopening and effective exposure, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of closure, reopening and effective exposure, this keeps urgency compatible with statistical and educational restraint.[REF-48] [REF-50] [REF-56] [REF-72]

An indicator record for non-formal and temporary provision should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of non-formal and temporary provision, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of non-formal and temporary provision, this keeps urgency compatible with statistical and educational restraint.[REF-06] [REF-13] [REF-32] [REF-70]

An indicator record for reading construct and assessment framework should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of reading construct and assessment framework, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of reading construct and assessment framework, this keeps urgency compatible with statistical and educational restraint.[REF-17] [REF-29] [REF-30] [REF-46]

An indicator record for assessment eligibility and participation should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of assessment eligibility and participation, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of assessment eligibility and participation, this keeps urgency compatible with statistical and educational restraint.[REF-09] [REF-15] [REF-17] [REF-38]

An indicator record for language and accessibility should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of language and accessibility, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of language and accessibility, this keeps urgency compatible with statistical and educational restraint.[REF-10] [REF-13] [REF-15] [REF-42]

An indicator record for linking across instruments should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of linking across instruments, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of linking across instruments, this keeps urgency compatible with statistical and educational restraint.[REF-05] [REF-09] [REF-17] [REF-46]

An indicator record for modelled values and direct observations should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of modelled values and direct observations, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of modelled values and direct observations, this keeps urgency compatible with statistical and educational restraint.[REF-09] [REF-19] [REF-38] [REF-70]

An indicator record for reference year and pandemic projection should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of reference year and pandemic projection, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of reference year and pandemic projection, this keeps urgency compatible with statistical and educational restraint.[REF-19] [REF-52] [REF-71] [REF-72]

An indicator record for poverty and household resources should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of poverty and household resources, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of poverty and household resources, this keeps urgency compatible with statistical and educational restraint.[REF-03] [REF-04] [REF-38] [REF-71]

An indicator record for location and service geography should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of location and service geography, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of location and service geography, this keeps urgency compatible with statistical and educational restraint.[REF-07] [REF-11] [REF-38] [REF-53]

An indicator record for disability and accessible evidence should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of disability and accessible evidence, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of disability and accessible evidence, this keeps urgency compatible with statistical and educational restraint.[REF-10] [REF-15] [REF-38] [REF-53]

An indicator record for gender and stage-specific barriers should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of gender and stage-specific barriers, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of gender and stage-specific barriers, this keeps urgency compatible with statistical and educational restraint.[REF-03] [REF-14] [REF-38] [REF-65]

An indicator record for migration, language and exposure should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of migration, language and exposure, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of migration, language and exposure, this keeps urgency compatible with statistical and educational restraint.[REF-31] [REF-39] [REF-42] [REF-69]

An indicator record for intersection, sample and confidentiality should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of intersection, sample and confidentiality, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of intersection, sample and confidentiality, this keeps urgency compatible with statistical and educational restraint.[REF-08] [REF-09] [REF-20] [REF-38]

An indicator record for finding learners outside education should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of finding learners outside education, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of finding learners outside education, this keeps urgency compatible with statistical and educational restraint.[REF-04] [REF-13] [REF-23] [REF-70]

An indicator record for diagnosis tied to focused teaching should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of diagnosis tied to focused teaching, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of diagnosis tied to focused teaching, this keeps urgency compatible with statistical and educational restraint.[REF-01] [REF-02] [REF-24] [REF-29]

An indicator record for teacher support and curriculum coherence should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of teacher support and curriculum coherence, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of teacher support and curriculum coherence, this keeps urgency compatible with statistical and educational restraint.[REF-18] [REF-24] [REF-36] [REF-64]

An indicator record for broad curriculum and later progression should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of broad curriculum and later progression, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of broad curriculum and later progression, this keeps urgency compatible with statistical and educational restraint.[REF-13] [REF-22] [REF-27] [REF-53]

An indicator record for avoiding exclusion and threshold gaming should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of avoiding exclusion and threshold gaming, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of avoiding exclusion and threshold gaming, this keeps urgency compatible with statistical and educational restraint.[REF-16] [REF-21] [REF-27] [REF-70]

An indicator record for finance linked to learner need should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of finance linked to learner need, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of finance linked to learner need, this keeps urgency compatible with statistical and educational restraint.[REF-03] [REF-18] [REF-63] [REF-72]

An indicator record for component-level publication should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of component-level publication, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of component-level publication, this keeps urgency compatible with statistical and educational restraint.[REF-05] [REF-19] [REF-46] [REF-70]

An indicator record for metadata beside the estimate should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of metadata beside the estimate, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of metadata beside the estimate, this keeps urgency compatible with statistical and educational restraint.[REF-05] [REF-09] [REF-19] [REF-46]

An indicator record for uncertainty and sensitivity should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of uncertainty and sensitivity, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of uncertainty and sensitivity, this keeps urgency compatible with statistical and educational restraint.[REF-08] [REF-09] [REF-38] [REF-70]

An indicator record for revision history and temporal integrity should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of revision history and temporal integrity, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of revision history and temporal integrity, this keeps urgency compatible with statistical and educational restraint.[REF-09] [REF-19] [REF-20] [REF-72]

An indicator record for public language without stigma should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of public language without stigma, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of public language without stigma, this keeps urgency compatible with statistical and educational restraint.[REF-10] [REF-21] [REF-38] [REF-70]

An indicator record for finding, owner, finance and review should preserve the population, component, source, observation year, linking or model method, uncertainty, policy interpretation and version. For interpretation of finding, owner, finance and review, it should identify which action can be taken now and what additional evidence would change the conclusion. In policy use of finding, owner, finance and review, this keeps urgency compatible with statistical and educational restraint.[REF-18] [REF-27] [REF-64] [REF-72]