Skills for Real Engineers. Straight from my .agents directory.
send-experiment-designer
Agent skill fromaaron-he-zhu/aaron-marketing-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
How to install send-experiment-designer
npx skills add aaron-he-zhu/aaron-marketing-skills# or add only this skill to Claude Code: copy the folder
email/deliver/send-experiment-designer/
# into
~/.claude/skills/send-experiment-designer/ (all projects)
.claude/skills/send-experiment-designer/ (one project)
1# Send Experiment Designer23Designs 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.45**Mode set (pick one):**67| Mode | Isolated variable | Primary metric |8|------|-------------------|----------------|9| `a-b` | one change — subject *or* preheader *or* CTA *or* creative | open (subject) / click / CTOR (CTA/creative) |10| `multivariate` | 2+ factors crossed (e.g. subject × CTA), one variable per cell | the goal metric, powered per cell |11| `send-time` | deploy hour/day; subject, segment, creative held constant | same-window engagement (open/click) |12| `hold-out` | send vs no-send (randomized control receives nothing / current default) | conversion or revenue-per-recipient (incremental lift) |1314Default 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.15…
Excerpt shown under the repository's Apache-2.0 license.
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