Skills for Real Engineers. Straight from my .agents directory.
measure-experiment-results
Agent skill fromproduct-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.
How to install measure-experiment-results
npx skills add product-on-purpose/pm-skills# or add only this skill to Claude Code: copy the folder
skills/measure-experiment-results/
# into
~/.claude/skills/measure-experiment-results/ (all projects)
.claude/skills/measure-experiment-results/ (one project)
1<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->2# Experiment Results34An 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.56## When to Use78- After an A/B test or experiment reaches statistical significance9- When an experiment is ended early (for any reason)10- To communicate findings to stakeholders who weren't involved11- During decision-making about whether to ship, iterate, or kill a feature12- To build a repository of learnings that inform future experiments1314## When NOT to Use1516- The experiment is not designed or run yet -> use `measure-experiment-design`17- The results demand a direction decision -> use `iterate-pivot-decision`; this skill reports the evidence, that one decides18- You want the transferable learning banked for the organization -> follow up with `iterate-lessons-log`19- Your data is survey responses, not a controlled experiment -> use `measure-survey-analysis`2021## Instructions2223When asked to document experiment results, follow these steps:24251. **Summarize the Experiment**26 Provide context: what was tested, when it ran, how much traffic it received. Link to the original experiment design document if one exists.27282. **Restate the Hypothesis**29…
Excerpt shown under the repository's Apache-2.0 license.
More skills in pm-skills
Similar skill repositories
An agentic skills framework & software development methodology that works.
Public repository for Agent Skills
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More
Production-grade engineering skills for AI coding agents.
