Data Metrics Understanding
Use when analyzing Xiaohongshu account data, interpreting performance metrics, making...
Install
npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -g -a claude-code -y- Repository
- vivy-yi/xiaohongshu-skills520
- Category
- Marketing
- Updated
- 10mo ago
- License
- See repository
- Context cost
- Lightabout 1,040 tokens
- Runs scripts
- No, instructions only
What it does
Use when analyzing Xiaohongshu account data, interpreting performance metrics, making data-driven content decisions, or explaining what each metric means for account growth
Data Metrics Understanding (数据指标理解)
Overview
Data metrics understanding is knowing what each Xiaohongshu performance metric means, how to calculate it, what benchmarks indicate good vs. bad performance, and how to use metrics to optimize content strategy.
When to Use
Use when:
- Analyzing account performance
- Interpreting content data
- Setting performance goals
- Diagnosing growth issues
- Creating performance reports
Do NOT use when:
- Needing data export tools (use qiangua-data)
- Analyzing competitor data (use competitor-analysis)
Core Pattern
Before (metrics confusion):
❌ "What does engagement rate mean?"
❌ "Is 5% good or bad?"
❌ Don't know which metrics matter
❌ Overwhelmed by data dashboard
After (metrics clarity):
✅ Know what each metric measures
✅ Understand good vs. bad benchmarks
✅ Focus on metrics that matter
✅ Use data to drive decisions
7 Core Metrics:
- Views/Exposure - Content reach
- Engagement Rate - (Likes+Comments+Shares)/Views
- Save Rate - Saves/Views
- Follower Growth - New followers per post
- Completion Rate - Video/audio watched to end
- Click-Through Rate - Profile visits from content
- Share Rate - Shares/Views
Quick Reference
| Metric | Formula | Good Benchmark | What It Indicates |
|---|---|---|---|
| Views | Total impressions | 500+ for new accounts | Reach and discovery |
| Engagement Rate | (L+C+S)/Views | 8-12% | Content resonance |
| Save Rate | Saves/Views | 3-5% | Content value |
| Follower Growth | New followers/post | 5-10+ per 1K views | Conversion effectiveness |
| Completion Rate | Watched to end | 70%+ for videos | Content engagement |
| Share Rate | Shares/Views | 1-3% | Shareability |
