Consent & transparency
We inform institutions and users how data is used in research — no unauthorized personal use.
Data ethics & privacy
We use learner data responsibly — transparency, anonymization, and institutional consent.
Anonymization
Data is aggregated and anonymized before analysis — we never publish identifiable individual records.
Fairness & inclusion
We consider diversity in samples and avoid model bias — especially in EDU Access.
Security & governance
Access controls, encryption, and audit logs — aligned with EDU policies and partner requirements.
Want the detailed methodology?
See our applied research steps from data collection to impact measurement.