ab-test-readout

仓库创建 2026年1月29日最近提交 13 小时前SkillHot 收录 20 天前

▸ 精选理由

把统计结果转成可落地决策，适合产品与数据团队。

这个 Skill 做什么

分析A/B试验结果并生成可执行的读出与上下船建议。

把结束的A/B试验数据变成一份清晰的读出报告：给出结论、提升幅度与置信度、分群表现，并给出上/下线建议。用在实验结束后需要判断结果是否真实、有多大价值、以及是否应该上线变体时。特别会点出常见陷阱（如窥探性分析、样本偏差、新奇效应）并给出风险说明和建议。

▸ 展开 SKILL.md 英文原文

Analyse a finished A/B test and write the readout — the result, whether it's statistically and practically significant, what it means, and the ship/no-ship call. Use when asked to analyse experiment results, write an A/B test readout, interpret test data, or decide whether to ship a variant. Produces a clear verdict with the lift and confidence, segment cuts, the risks (peeking, novelty, sample), and a recommendation. Distinct from planning a test — this reads results.

研究检索实验解读统计显著性读出报告通用

1.2k

Stars

220

Forks

仓库内 Skill

+74

7 日增星

安装 / 使用

给你的 Agent 一句话（通用）

帮我安装这个 skill：https://raw.githubusercontent.com/mohitagw15856/pm-claude-skills/main/skills/ab-test-readout/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/mohitagw15856/pm-claude-skills/main/skills/ab-test-readout/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# A/B Test Readout Skill

The hard part of an experiment is the readout: not "B won" but "is this real, is it big enough to matter, and should we ship?" This skill turns results into an honest decision — and flags the ways A/B results lie.

## Working from a brief

Given results (even partial), **write the full readout anyway**. If significance isn't provided, reason about it from the numbers and flag what's needed to confirm. Mark assumed figures. Never declare a winner without addressing significance and sample.

## Required Inputs

Ask for (if not already provided):
- **The hypothesis** and the **primary metric**
- **Results** — control vs variant: conversions/rate, sample size per arm, d

via SKILL·HOT · 数据来自 GitHub 公开信息 · 原文版权归作者所有