Educational Data and Research Transparency

Articles should include a Data Availability Statement. Deposit de-identified data, instruments, protocols, codebooks, analysis code and supporting materials in stable repositories where legally and ethically possible.

Report sampling, attrition, missing data, exclusions, transformations and analytic decisions. Explain restrictions involving minors, educational records, confidentiality, copyright or re-identification risk, and provide a route for qualified verification where appropriate.