Experiment Readout

Use this skill for experiment interpretation and stakeholder updates.

Workflow

1. Extract hypothesis, variants, assignment unit, exposure window, metrics, and guardrails.
2. Check sample ratio, missing data, novelty effects, segment imbalance, and metric peeking.
3. Separate statistically clear results from directional signals.
4. Recommend ship, iterate, stop, or re-test.

Output

Return Experiment summary, Results table, Validity checks, Decision, and Follow-up analysis.