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Ab Test Analyzer

ASecurity

A/B 测试分析器 - 自动分析测试数据,计算统计显著性,给出优化建议。适合:产品经理、运营、增长黑客。

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  • Added September 10, 2026
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Scanned September 10, 2026

npx -y skills add luokai0/ai-agent-skills-by-luo-kai --skill ab-test-analyzer --agent claude-code

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SKILL.md
# ab-test-analyzer

## 描述
A/B 测试分析器 - 自动分析测试数据,计算统计显著性,给出优化建议。适合:产品经理、运营、增长黑客。

## 功能
- 数据导入与分析
- 统计显著性计算
- 可视化报告
- 优化建议
- 多变量测试支持

## 使用场景
1. 落地页优化 - 哪个版本转化高?
2. 邮件主题行 - 哪个打开率高?
3. 按钮文案 - 哪个点击率高?

## 命令示例
```bash
# 导入数据
openclaw run ab-test-analyzer import test_data.csv

# 分析结果
openclaw run ab-test-analyzer analyze --metric conversion

# 生成报告
openclaw run ab-test-analyzer report --output report.md
```

## 输出示例
```
📊 A/B 测试结果

测试:落地页 CTA 按钮颜色
指标:点击率

| 版本 | 访客 | 点击 | 点击率 |
|------|------|------|--------|
| A (蓝色) | 1000 | 50 | 5.0% |
| B (绿色) | 1000 | 75 | 7.5% |

结果:B 胜出
提升:+50%(5.0% → 7.5%)
置信度:95.2%(统计显著)

建议:
- 采用绿色按钮
- 继续测试其他元素
- 预计额外收入:+¥XXX/月
```

## 注意事项
- 需要足够样本量
- 建议置信度 > 95%
- 避免过早停止测试

Files in this skill

  • .clawhub/origin.json149 B
  • SKILL.md1.2 KB
  • _meta.json136 B
  • skill.json216 B

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