Research portal
Cohort data for occupational-health research
Cohort data from institutions that opted in, with names stripped out. Your ethics board signs off, then we sign an agreement.
What we can support
Burnout-prevalence longitudinal studies
Wellbeing paths by role, scenario, and time. Built for prevalence work.
Intervention effect studies
Before and after a change you can point to. Minimum n of 20 per cell.
Suppression-divergence validation
We check the suppression heuristic against burnout interviews. We help you set up the study.
Role-norm baseline tuning
Comparison that moves our role-normed defaults off the literature.
What we will not support
- Data about one identifiable or pseudonymized person.
- Predictive modeling that targets individual clinicians.
- Workforce surveillance that could touch pay, credentialing, or insurance.
- Attempts to reverse the aggregation.
What we require
IRB / REB approval
A current letter from your board. We take reciprocal review from other accredited boards.
Data Use Agreement
Signed by your research office. It bars re-identifying or passing data on.
Pre-registration (preferred)
Hypotheses, plan, and stopping rules on OSF. Required if we cite you.
Participant consent provenance
We check each institution covered research consent at onboarding.
Data residency & transfer
Data licensed in Canada stays in Canada. A border crossing needs its own clause.
Request the procurement bundle for the Data Use Agreement template.