would-humans-actually

Verifying human behavior requires evaluating whether a population will complete an action in a specific setting and time window. This involves primary-source checking and separating observed actions from self-report to produce a labeled verdict.

Validating observed action targets real-world behavior completion, whereas stated intent relies on self-report or engagement. The distinction prevents mistaking survey responses or opinions for actual adoption, requiring independence across evidence and explicit transport limits.

Validating adoption claims requires checking live primary sources to separate observed actions from mechanisms and inference. You must define the actor, action, setting, cost, alternative, and time window before judging if the adoption behavior is likely.

Testing behavioral hypotheses ethically involves recommending the smallest reversible, consented test. This includes setting clear thresholds, stop rules, privacy protections, rollback mechanisms, and opt-out controls before producing a live verdict.

Survey data should not predict retention when stated intent might be mistaken for observed action. Use alternative validation that targets behavioral claims through primary-source checking to determine if users will actually perform the retention action.

Producing a behavioral verdict requires defining the actor, action, setting, cost, alternative, and time window. This scope forces explicit transport limits and ensures the judgment evaluates whether the population will actually complete the specified action.