Timeliness and completeness of data on online assessment authenticity — data coverage, comparability, uncertainty and safeguards against unsupported inference.
Evidence concerning education participation and transition is reviewed for source definitions, coverage, comparability, uncertainty and limits on inference.
The reliability of evidence on provider responsibility for open content is examined together with the limits that apply when findings inform consequential decisions.
Review of timeliness and completeness of data on adult learning pathways addresses the unit of analysis, source definitions, missing data and transfer beyond the reported setting.
The reliability of evidence on learning-outcome transparency is examined together with the limits that apply when findings inform consequential decisions.
The analysis of trend analysis for psychosocial learner support identifies what the evidence establishes, where comparison is limited and which qualifications must be reported.
The reliability of evidence on data gaps in conflict settings is examined together with the limits that apply when findings inform consequential decisions.
The reliability of evidence on risk-based continuity planning is examined together with the limits that apply when findings inform consequential decisions.
The reliability of evidence on psychosocial learner support is examined together with the limits that apply when findings inform consequential decisions.
The article examines cross-border education in fragile settings, separating supported observations from causal claims and identifying where further evidence is required.