Skills

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
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:

  1. Views/Exposure - Content reach
  2. Engagement Rate - (Likes+Comments+Shares)/Views
  3. Save Rate - Saves/Views
  4. Follower Growth - New followers per post
  5. Completion Rate - Video/audio watched to end
  6. Click-Through Rate - Profile visits from content
  7. Share Rate - Shares/Views

Quick Reference

MetricFormulaGood BenchmarkWhat It Indicates
ViewsTotal impressions500+ for new accountsReach and discovery
Engagement Rate(L+C+S)/Views8-12%Content resonance
Save RateSaves/Views3-5%Content value
Follower GrowthNew followers/post5-10+ per 1K viewsConversion effectiveness
Completion RateWatched to end70%+ for videosContent engagement
Share RateShares/Views1-3%Shareability

Implementation

Step 1: Track Essential Metrics

Read the whole SKILL.md on GitHub

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