send-experiment-designer

Installation
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 significance read with a promote / kill / keep-testing decision.

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 goal-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

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send-experiment-designer — aaron-he-zhu/aaron-marketing-skills