AERJ Data Transparency & Policy

•
1.1k
•

Prepares transparency, reporting standards, and data-availability packages for American Educational Research Journal manuscripts.

The AERJ Data Transparency & Policy skill assists educational researchers in preparing comprehensive transparency, reporting, and data-availability materials for submissions to the American Educational Research Journal (AERJ). It ensures full compliance with AERA Standards for Reporting on Empirical Social Science Research across both quantitative and qualitative methods, as well as adherence to the AERA Code of Ethics. Whether managing public-use data, restricted administrative datasets (such as SLDS or district data), synthetic datasets, or qualitative audit trails and coding schemes, this skill guides authors in building robust, inspectable, and reproducible research workflows directly into their manuscript preparation.

Key Features

01Structures qualitative transparency trails including coding schemes, exemplars, and reflexivity
02Constructs reproducible quantitative bundles with pinned dependencies, seeds, and master scripts
03Generates compliant data availability statements, access paths, and synthetic data strategies
04Provides standardized checklists for handling restricted-use, SLDS, or IRB-protected data
05Aligns manuscripts with AERA quantitative and qualitative empirical reporting standards
061,069 GitHub stars

Use Cases

01Documenting restricted administrative or SLDS datasets with synthetic equivalents and access protocols
02Establishing transparent qualitative audit trails and coding frameworks for educational research papers
03Preparing data availability statements and replication packages for AERJ manuscript submissions