internet-data-analysis

🌐 Internet Data Analysis - Skill Collection

📋 Skill Overview

This is the entry skill forInternet Data Analysis, coordinating the following 7 professional analysis skills to provide a complete data solution for Internet business scenarios.

🎯 Included Professional Skills

Skill Name	Core Function	Applicable Scenarios
`ab-testing-analyzer`	AB test design, statistical testing, user segmentation	Product revamp, marketing campaign evaluation
`attribution-analysis-modeling`	Marketing attribution, channel ROI, Markov chain	Channel performance analysis, budget optimization
`content-analysis`	NLP, sentiment analysis, topic extraction	Content operations, user feedback analysis
`data-exploration-visualization`	EDA automation, professional visualization, modeling evaluation	In-depth data analysis, medical/financial data
`funnel-analysis`	Funnel analysis, conversion analysis	User journey, conversion rate optimization
`growth-model-analyzer`	Growth strategy, Uplift modeling, RFM analysis	User growth, marketing optimization
`ltv-predictor`	LTV prediction, RFM analysis	Customer value prediction, precision marketing

📊 Internet Data Analysis Scenarios

E-commerce Business

用户获取 → 行为分析 → 转化分析 → 价值预测 → 增长优化
  ↓           ↓           ↓           ↓           ↓
归因分析   漏斗分析   AB测试     LTV预测   增长模型

Content Business

内容生产 → 内容分发 → 用户互动 → 效果分析 → 策略优化
  ↓           ↓           ↓           ↓           ↓
           内容分析   内容分析   数据探索   归因分析

Growth Operations

策略设计 → A/B测试 → 效果评估 → 用户细分 → 规模增长
  ↓           ↓           ↓           ↓           ↓
增长模型   AB测试     数据探索   LTV预测   增长模型

🚀 Quick Start

Choose the Right Skill

Your Question	Recommended Skill
Which version performs better?	`ab-testing-analyzer`
How should the marketing budget be allocated?	`attribution-analysis-modeling`
Are user comments positive or negative?	`content-analysis`
At which step do users churn?	`funnel-analysis`
How can user growth be achieved?	`growth-model-analyzer`
What is the customer's future value?	`ltv-predictor`
Need to comprehensively explore the data?	`data-exploration-visualization`

📁 Skill Collection Structure

.trae/skills/
├── internet-data-analysis/          # ← 本入口技能
├── ab-testing-analyzer/             # AB测试分析
├── attribution-analysis-modeling/   # 归因分析建模
├── content-analysis/                # 内容分析
├── data-exploration-visualization/  # 数据探索可视化
├── funnel-analysis/                 # 漏斗分析
├── growth-model-analyzer/           # 增长模型分析
└── ltv-predictor/                   # LTV预测

💡 Usage Recommendations

Combine Skills

Multiple skills can be used in combination to form a complete analysis loop:

Example 1: E-commerce Growth Analysis

1. 用 funnel-analysis 找出流失点
2. 用 ab-testing-analyzer 测试改进方案
3. 用 attribution-analysis-modeling 优化渠道
4. 用 ltv-predictor 预测客户价值
5. 用 growth-model-analyzer 制定增长策略

Example 2: Content Operations Analysis

1. 用 content-analysis 分析用户反馈
2. 用 data-exploration-visualization 发现规律
3. 用 ab-testing-analyzer 优化内容策略
4. 用 attribution-analysis-modeling 评估渠道效果

🔗 Related Skills

In addition to the Internet analysis skill collection, general data analysis skills can also be used:

data-analysis - General 6-stage data analysis framework
data-explorer - Exploratory data analysis
visualization-specialist - Data visualization
hypothesis-generator - Hypothesis generation
quality-assurance - Data quality check
report-writer - Report generation
code-generator - Code generation

📚 References

"Data Analysis Kage Ten Talks" - Provides theoretical foundation
Detailed documentation within each professional skill

✅ Skill Features

✅ Professional Domain - Focused on Internet business scenarios
✅ Complete Coverage - The full process from customer acquisition to growth
✅ Independent Use - Each skill can be used separately
✅ Flexible Combination - Multiple skills work together to solve complex problems
✅ Practice-Oriented - Provides methodologies and templates

Start your Internet data analysis journey! 🚀