测试与安全

ad-test-designer

aaron-he-zhu/aa…g-skills

Use when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this result statistically and practically material?"; produces a hypothesis, variant matrix, sample-size/duration/power plan, and a documented effect/uncertainty read from own exported results. It applies only a precommitted owner-approved action rule; the statistical helper never chooses a business action. Not for producing variants — use ad-creative-builder; not for reading back one shipped change — use paid-measurement-loop. 广告AB测试设计/实验设计/显著性判定/增效测试

  • 1050 次安装
  • 3000 星标
  • 收录于

安装命令

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

SKILL.md

Ad Test Designer

Designs paid-ad creative/landing A/B/n and incrementality tests and reads them out: hypothesis, variant matrix, sample-size/duration/power plan, effect size, uncertainty, practical-effect status, and guardrail state. This skill owns experiment design + statistical interpretation. It may apply an owner-approved, precommitted action rule, but it never treats a p-value or helper output as an automatic business decision. It does not produce variants (ad-creative-builder), read back one already-shipped change (paid-measurement-loop), or do cross-channel reporting (performance-analyzer).

Quick Start

Design an A/B test for two landing-page hero variants. Baseline CVR is 3%, I want to detect a 15% lift. Goal is DR.
I have 4 RSA creative variants to test on a prospecting set. Build the variant matrix, sample size, and run duration.
Here's my finished test results CSV (variant, sessions, conversions). Is the winner significant — promote or kill?

Skill Contract