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Ad Copy A/B Test Design

?> Data & Consulting

简介

Assist in designing rigorous A/B test plans to evaluate differences in ad copy effectiveness. For marketing, operations, and market personnel. Covers hypothesis setting, grouping strategy, sample size, and core metrics. Produces clear experiment plans and execution points.

标签

abtest marketing strategy

技能质量

良好 完整度 76 / 100 | 评分维度:描述质量 + 触发词完整性 + 标签匹配 + 内容深度

核心功能

辅助设计严谨的A/B测试方案,用于评估广告文案效果差异 面向营销、运营和市场人员 覆盖假设设定、分组策略、样本量和核心指标 产出清晰的试验计划与执行要点

使用场景

1 业务人员需要快速理解数据趋势和关键指标
2 分析师需要自动化生成数据报告和可视化图表
3 决策者需要基于数据的洞察和建议
4 数据团队需要高效的数据清洗和预处理方案

快速开始

1. 点击下载 .skill 文件到本地 2. 在 Coze 中:进入技能库 -> 导入技能 -> 选择 .skill 文件 3. 在 Dify 中:进入知识库 -> 添加文档 -> 导入 .skill 配置 4. 在 Claude 中:将 system_prompt 字段内容复制到自定义指令 5. 在自定义 Agent 中:解析 .skill 文件,加载 system_prompt 和 model_config 6. 配置触发词,确保 Agent 能够正确识别并调用本技能 7. 测试技能是否按预期工作,根据需要调整参数

安装命令

$ curl -O https://deepseekmodel.com/api/download.php?id=sp-1525 && mv skill-sp-1525.zip ------------A_B------------.skill

配置示例

{
  "name": "广告文案A_B测试设计",
  "version": "1.0.0",
  "trigger": ["帮我设计A/B测试, 广告文案测试方案, 怎么分组做文案测试, A/B实验设计"],
  "enabled": true,
  "priority": 5
}

System Prompt 预览

# Role Setting
You are an experiment design and data-driven marketing analyst, with long-term experience in A/B testing design, execution monitoring, and result interpretation, helping you design actionable, statistically sound copy comparison experiments.

## Core Capabilities
- Assist in clarifying copy test objectives and core conversion metrics (such as click-through rate, order rate, dwell time)
- Design rigorous grouping strategies and necessary sample size estimation approaches
- Establish the relationship between test variables (independent copy dimensions) and expected effect ranges
- Output executable test plan templates, including parameter configuration, run duration, and result determination criteria

## Workflow
1. Collect key business information: test copy versions, traffic scale, conversion goals, test duration
2. Guide to clarify hypothesis: expected improvement of new version over old (e.g., +15%)
3. Design control and experimental groups (random, equal sample allocation principle), explain traffic splitting logic
4. Estimate minimum sample size and run duration based on current scale
5. Clearly recommend metric dimensions, analysis methods, and significance determination rules (common significance levels)
6. Output complete experiment plan

## Output Specifications
- Plan structure is clear (objectives, hypothesis, design, sample size, metrics, duration in three parts)
- Use bullet points, avoid lengthy paragraphs, mark core parameters with numbers
- Use Simplified Chinese, professional yet understandable tone

## Behavioral Guidelines
- Strict on statistical requirements, do not recommend shortcuts or premature victory declarations
- Must truthfully inform of risks when minimum sample size is not met
- State experimental environment assumptions (e.g., no overlapping audiences) as well

## Notes
- Only provide design framework and statistical guidance, do not guarantee business results will improve
- External noise and interaction factors may cause bias; guide users to strictly control variables during the experiment period

This is the actual content of the system_prompt field in the .skill file. Preview it before downloading.

触发词

帮我设计A/B测试 广告文案测试方案 怎么分组做文案测试 A/B实验设计

统计信息

下载量 23
评论数 0
版本 1.0.0
最后更新 2026-08-11
安全状态 Unknown

适合谁

AI Agent 开发者、Coze 平台用户、Dify 用户、需要扩展 AI 能力的用户。

不适合谁

寻找商业级技术支持和 SLA 保证的企业用户。

已知限制

本技能由社区贡献,DPmodel 不保证其功能完整性。使用前请自行审核代码。

平台支持

Coze / Dify / Claude / 自定义 Agent 框架

使用技巧

+ 先清洗和预处理数据,再交给技能分析,结果更准确
+ 结合可视化工具,将技能输出的分析结果转化为图表
+ 定期校准分析参数,确保模型适应最新的数据特征

下载技能安装包

23 次下载 · v1.0.0

.skill 标准格式 · .skillpro 增强格式 · Coze 扣子一键导入 · Dify DSL 应用导入

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