测试与安全

measure-experiment-results

product-on-purpose/pm-skills

Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations. Use after experiments conclude to communicate findings, inform decisions, and build organizational knowledge.

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安装命令

npx skills add https://github.com/product-on-purpose/pm-skills --skill measure-experiment-results

SKILL.md

Experiment Results

An experiment results document captures what happened when you tested a hypothesis, including statistical outcomes, segment analysis, learnings, and clear recommendations. Good results documentation turns individual experiments into organizational knowledge that improves future decision-making.

When to Use

  • After an A/B test or experiment reaches statistical significance
  • When an experiment is ended early (for any reason)
  • To communicate findings to stakeholders who weren't involved
  • During decision-making about whether to ship, iterate, or kill a feature
  • To build a repository of learnings that inform future experiments

When NOT to Use

  • The experiment is not designed or run yet -> use measure-experiment-design
  • The results demand a direction decision -> use iterate-pivot-decision; this skill reports the evidence, that one decides
  • You want the transferable learning banked for the organization -> follow up with iterate-lessons-log
  • Your data is survey responses, not a controlled experiment -> use measure-survey-analysis