A one-page gate to run before you ship an online assessment: design the test to resist cheating first (randomized pools, parameterized variants, application and authentic tasks, process evidence), add proportionate deterrence and detection, keep every flag under human review with an appeal, and clear the GDPR/FERPA data-minimisation questions. Engineering guidance, not legal advice.
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