| name | experiment-readout |
| description | Analyze and communicate A/B tests or product experiments, including hypothesis, guardrails, sample ratio, metric definitions, effect size, uncertainty, segmentation, caveats, and launch recommendation. |
| version | 0.1.0 |
Experiment Readout
Use this skill for experiment interpretation and stakeholder updates.
Workflow
- Extract hypothesis, variants, assignment unit, exposure window, metrics, and
guardrails.
- Check sample ratio, missing data, novelty effects, segment imbalance, and
metric peeking.
- Separate statistically clear results from directional signals.
- Recommend ship, iterate, stop, or re-test.
Output
Return Experiment summary, Results table, Validity checks, Decision,
and Follow-up analysis.