Data and research analysis

Monitoring SDG 4: access, completion and equity evidence in the 2026 GEM Report

Data and Research Analysis

SDG 4 monitoring evidence records out-of-school estimates, completion trends and disaggregation gaps while preserving the limits of provider-level inference.

Access and completion remain uneven

The 2026 monitoring evidence shows that global access and completion remain far from the SDG 4 ambition and that progress is distributed unevenly. The report estimates 273 million children and youth out of school and presents completion rates that decline sharply across successive education levels. These are system indicators, not a provider certification result.[S1]

The report places access, completion and equity within the wider SDG 4 monitoring framework. The out-of-school estimate and completion rates describe the scale and distribution of system outcomes. They do not establish why a particular learner is excluded or whether a named provider's re-engagement measure is effective. Those questions require a defined local population and follow-through evidence.[S1]

The monitoring evidence behind the headline figures

The report gives global completion estimates of 88 percent for primary, 78 percent for lower secondary and 61 percent for upper secondary education. It also examines learning, early childhood, vocational and tertiary participation, literacy, sustainability, facilities and teachers. The accompanying data-coverage discussion shows why every headline figure needs its indicator definition, population and uncertainty.[S1]

The monitoring chapters cover the successive education levels and other SDG 4 themes, while the data discussion identifies uneven availability across indicators and disaggregation dimensions. A provider record can add applications, admissions, attendance, participation, progression, completion, support and exit reasons. Reconciliation is required because these operational measures do not necessarily use the same population or period as global indicators.[S1]

Effectiveness evidence follows learners through identification, contact, re-entry, participation and completion rather than counting referral as success. The record can distinguish new entrants from returning learners and report sustained engagement over a defined period. Reasons for non-entry or later withdrawal provide evidence for corrective action, especially where financial, geographic, disability, language or protection barriers affect particular groups.[S1]

From global indicators to provider records

GEM monitoring covers countries and regions against SDG 4 targets. It can identify groups and issues requiring closer attention. An institutional conclusion needs the provider’s admissions, attendance, participation, progression, completion and support records, disaggregated in a lawful and statistically responsible manner.[S1]

GEM monitoring is designed for countries, regions and global progress. It can identify a population or issue needing closer examination. Institutional analysis is narrower and includes only the services, cohorts, locations and decisions within the declared scope. Learners outside administrative records need explicit consideration because exclusion can remove them from the very datasets used to measure access.[S1]

Coverage gaps and causal limits

Recent-data coverage differs widely across indicators and is stronger for some dimensions than others. Disaggregation by sex is more available than by wealth or location, and conflict-affected populations can be undercounted. Global estimates cannot establish the cause of exclusion in a particular institution.[S1]

Recent-data coverage differs by indicator and disaggregation. Sex-disaggregated information is more widely available than some wealth, location or disability breakdowns, and conflict-affected populations can be undercounted. Global estimates combine national sources with methodological adjustments. Apparent change may reflect new data as well as a change in educational conditions.[S1]

Connection to published ICEQC requirements

The GEM Report remains external evidence. For present ICEQC certification, equity and non-discrimination are governed by the published ICEQC requirement, not by this article or by an inferred GEM threshold. The contemporaneous link below identifies that controlled clause without claiming UNESCO endorsement.

For this publication position, the related links identify the contemporaneous ICEQC clauses governing equality, equity, non-discrimination and quality monitoring. The GEM Report remains external evidence: it supplies no ICEQC threshold and conveys no UNESCO endorsement. Conformity is determined only against the applicable published ICEQC requirements and verified evidence.