ad-test-designer
把统计决策标准化，适合需要科学化投放优化的团队。
涉及统计假设与样本限制，结论需结合业务判断。
设计广告与着陆页的A/B及增量性实验并给出样本量和推广决策。
为广告投放设计 A/B 或增量性实验，产出清晰的假设、变量矩阵、样本量/时长/功效计划，并能从导出结果计算效果大小和不确定性。常用在要验证创意或着陆页是否带来真实增量、估算推广该扩大还是收紧时。它只负责实验设计与统计解读，不写创意也不会替你做商业决策，最多按事先同意的规则建议操作。
▸ 展开 SKILL.md 英文原文
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
帮我安装这个 skill：https://raw.githubusercontent.com/aaron-he-zhu/aaron-marketing-skills/main/ad/orchestrate/ad-test-designer/SKILL.mdcurl -fsSL "https://raw.githubusercontent.com/aaron-he-zhu/aaron-marketing-skills/main/ad/orchestrate/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 ```text Design an A/B test for two landing-page hero variants. B