send-experiment-designer

仓库创建 2025年12月18日最近提交 1 天前SkillHot 收录 20 天前
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产生可执行的变体矩阵与统计计划,方便做 promote/kill 决策。

这个 Skill 做什么

为邮件发送设计可检验的 A/B/多变量实验并给出样本量与显著性计划。

把邮件实验从想法变成可测的计划:帮你写出可证伪的假设、变量矩阵(每个单元只改一个因素)、样本量、MDE、检验功效和跑多长时间。合适在做 A/B、多变量或发送时间测试、以及想建立留出组时使用。特别之处是把统计学细节(样本和不确定性)和你自己的 ESP 数据结合,给出可执行的试验计划,但不会代替你做最终业务决策。

▸ 展开 SKILL.md 英文原文

Use when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email result statistically and practically material?"; produces a falsifiable hypothesis, one-variable-per-cell matrix, sample-size/MDE/duration/power plan, and an effect/uncertainty read from own ESP data. Applies only a precommitted owner-approved action rule; the helper never chooses a business action. Not for EQS/vetoes or writing the email. 邮件AB测试设计/多变量测试/发送时间测试/留出组/显著性判定

垂直行业A/B 测试样本量计算实验设计通用
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帮我安装这个 skill:https://raw.githubusercontent.com/aaron-he-zhu/aaron-marketing-skills/main/email/deliver/send-experiment-designer/SKILL.md
或 curl 直取 SKILL.md
curl -fsSL "https://raw.githubusercontent.com/aaron-he-zhu/aaron-marketing-skills/main/email/deliver/send-experiment-designer/SKILL.md"
SKILL.MD 节选查看完整文件 ↗
# Send Experiment Designer

Designs email experiments across four modes and reads them out: a falsifiable hypothesis, a variant matrix that isolates **one** variable per cell, a sample-size / minimum-detectable-effect / run-duration / power plan, and a documented effect/uncertainty read. It may apply an owner-approved precommitted action rule, but statistical output alone never chooses a business action.

**Mode set (pick one):**

| Mode | Isolated variable | Primary metric |
|------|-------------------|----------------|
| `a-b` | one change — subject *or* preheader *or* CTA *or* creative | open (subject) / click / CTOR (CTA/creative) |
| `multivariate` | 2+ factors crossed (e.g. subject × C
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