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send-experiment-designer

aaron-he-zhu/aa…g-skills

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

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安装命令

npx skills add https://github.com/aaron-he-zhu/aaron-marketing-skills --skill send-experiment-designer

SKILL.md

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 × CTA), one variable per cell the goal metric, powered per cell
send-time deploy hour/day; subject, segment, creative held constant same-window engagement (open/click)
hold-out send vs no-send (randomized control receives nothing / current default) conversion or revenue-per-recipient (incremental lift)

Default the mode from the request when it is unambiguous (e.g. "test two subject lines" → a-b, "best hour to send" → send-time, "measure incremental revenue" → hold-out); state the picked mode back and proceed.

Scope guard: this skill owns email experiment design + the significance read only. It scores the SEND E (Engagement) lever as a test signal — it does not compute the profile-weighted EQS or run the S1/S2/N1/D1 vetoes (email-quality-auditor does), and it does not write the subject/preheader/body/CTA under test (email-creative-builder does). Design here, produce there, gate there.

Quick Start