/performance-tracking
Use when monitoring account analytics, tracking growth metrics, or measuring content performance
$ npx -y skills add vivy-yi/xiaohongshu-skills --skill performance-tracking --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/performance-tracking
Context preview
The summary Claude sees to decide when to auto-load this skill.
Use when monitoring account analytics, tracking growth metrics, or measuring content performance
SKILL.md
performance-tracking.SKILL.mdname: performance-tracking
description: Use when monitoring account analytics, tracking growth metrics, or measuring content performance
Performance Tracking (绩效追踪)
Overview
Performance tracking is the systematic measurement and analysis of account metrics to understand what's working, what's not, and how to improve your Xiaohongshu strategy. Data removes guesswork—instead of relying on intuition or vanity metrics, you make decisions based on real evidence of what resonates with your audience and grows your account. The core principle: what gets measured gets managed. Tracking metrics consistently reveals patterns, opportunities, and problems invisible to casual observation. Most creators check their stats obsessively but never systematically analyze or act on them. Effective performance tracking requires defining clear goals, measuring the right metrics, reviewing data regularly, and—most importantly—taking action based on insights. The best-performing accounts review metrics weekly, run experiments monthly, and continuously optimize based on data.
**Key insight**: Top 10% of Xiaohongshu creators grow 5-8x faster than average creators, and data-driven decision-making is their key differentiator. They don't just post more—they post smarter by constantly testing, measuring, and iterating. Tracking reveals counterintuitive truths: your favorite content might not be your audience's favorite; your most time-consuming posts might underperform simple ones; posting at "off" times might work better for your niche. Without tracking, you're flying blind. With tracking, you can replicate success, avoid failures, and accelerate growth by focusing on what actually works. The goal isn't to become a data analyst—it's to make every post better than the last by learning from performance data.
When to Use
**Use when**:
- Starting new account (establish baseline metrics)
- Account growth stalled or declining (diagnose problems)
- Testing new content types or strategies (measure impact)
- Optimizing posting schedule (find best times/days)
- Preparing to monetize (demonstrate value to brands)
- Running campaigns or collaborations (track ROI)
- Making strategic decisions (back up with data)
- Monthly/quarterly business reviews (assess progress)
**Do NOT use when**:
- Just starting with insufficient data (need 20+ posts for patterns)
- Obsessing over daily fluctuations (focus on trends, not noise)
- Using data to justify creative risks (some posts won't track well but build brand)
- Focusing only on vanity metrics (followers without engagement is meaningless)
- Paralyzed by analysis (data should inform, not replace action)
Core Pattern
**Before** (guessing, reactive): ❌ "Post what feels right, hope it works" ❌ "Check likes obsessively, never analyze deeper" ❌ "Surprised when growth stalls, don't know why" ❌ "Can't replicate successful posts (don't know what worked)" ❌ "Make decisions based on intuition, not evidence" ❌ "Brands reject partnerships (no performance data)"
**After** (data-driven, proactive): ✅ "Every post tracked, patterns identified over time" ✅ "Weekly reviews reveal what content/timing works" ✅ "Spot problems early (engagement dropping), fix immediately" ✅ "Replicate success consistently (know what drives results)" ✅ "Make strategic decisions backed by data" ✅ "Demonstrate value to brands with performance reports"
**Key Metrics Framework**:
| Metric Category | Metrics | What It Measures | Target Range | |----------------|---------|------------------|--------------| | **Growth Metrics** | Followers, follower growth rate | Account expansion | +5-10% weekly (early), +2-5% (established) | | **Engagement Metrics** | Likes, comments, saves, shares | Audience resonance | 5-10% engagement rate | | **Reach Metrics** | Views, impressions, reach | Content distribution | Increasing trend | | **Content Metrics** | Best/worst performing posts | Content resonance | Identify top 20% | | **Audience Metrics** | Demographics, active hours | Audience understanding | Know your audience | | **Conversion Metrics** | Profile visits, link clicks | Business results | Track baseline |
Quick Reference
**Metric Definitions & Targets**:
| Metric | How to Calculate | Good Performance | Excellent Performance | |--------|------------------|------------------|----------------------| | **Engagement Rate** | (likes + comments + saves + shares) / views × 100% | 3-5% | 7%+ | | **Follower Growth Rate** | New followers / Total followers × 100% | +3-5%/week (new) | +10%/week (new) | | **Save Rate** | Saves / Views × 100% | 2-3% | 5%+ | | **Comment Rate** | Comments / Views × 100% | 1-2% | 3%+ | | **Share Rate** | Shares / Views × 100% | 0.5-1% | 2%+ | | **Profile Visit Rate** | Profile visits / Views × 100% | 5-10% | 15%+ |
**Performance Review Frequency**:
| Review Type | Frequency | Purpose | Key Actions | |-------------|-----------|---------|-------------| | **Daily check** | Daily | Monitor anomalies, engage | Respond to comments, note spikes | | **Weekly review** | Weekly | Identify patterns, adjust strategy | Update content calendar, test new things | | **Monthly deep-dive** | Monthly | Comprehensive analysis | Long-term trend analysis, goal setting | | **Quarterly strategy** | Quarterly | Strategic planning | Pivot if needed, set new goals |
**Data-Driven Optimization Cycle**:
1. HYPOTHESIZE: "I think tutorial carousels will perform well"
↓
2. TEST: Post 5 tutorial carousels over 2 weeks
↓
3. MEASURE: Average 8% engagement, 12% save rate (excellent)
↓
4. LEARN: Tutorials resonate, saves indicate high value
↓
5. SCALE: Increase tutorials to 50% of content
↓
6. REPEAT: Test new hypothesis (e.g., "video tutorials perform better")Implementation
Step 1: Define Clear Goals and KPIs
Before tracking, define what success looks like for your account.
**Goal-Setting Framework**:
**1. Primary Goal** (What matters most right now?):
**Common Goa
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name: performance-tracking description: Use when monitoring account analytics, tracking growth metrics, or measuring content performance
Performance Tracking (绩效追踪)
Overview
Performance tracking is the systematic measurement and analysis of account metrics to understand what's working, what's not, and how to improve your Xiaohongshu strategy. Data removes guesswork—instead of relying on intuition or vanity metrics, you make decisions based on real evidence of what resonates with your audience and grows your account. The core principle: what gets measured gets managed. Tracking metrics consistently reveals patterns, opportunities, and problems invisible to casual observation. Most creators check their stats obsessively but never systematically analyze or act on them. Effective performance tracking requires defining clear goals, measuring the right metrics, reviewing data regularly, and—most importantly—taking action based on insights. The best-performing accounts review metrics weekly, run experiments monthly, and continuously optimize based on data.
**Key insight**: Top 10% of Xiaohongshu creators grow 5-8x faster than average creators, and data-driven decision-making is their key differentiator. They don't just post more—they post smarter by constantly testing, measuring, and iterating. Tracking reveals counterintuitive truths: your favorite content might not be your audience's favorite; your most time-consuming posts might underperform simple ones; posting at "off" times might work better for your niche. Without tracking, you're flying blind. With tracking, you can replicate success, avoid failures, and accelerate growth by focusing on what actually works. The goal isn't to become a data analyst—it's to make every post better than the last by learning from performance data.
When to Use
**Use when**:
- Starting new account (establish baseline metrics)
- Account growth stalled or declining (diagnose problems)
- Testing new content types or strategies (measure impact)
- Optimizing posting schedule (find best times/days)
- Preparing to monetize (demonstrate value to brands)
- Running campaigns or collaborations (track ROI)
- Making strategic decisions (back up with data)
- Monthly/quarterly business reviews (assess progress)
**Do NOT use when**:
- Just starting with insufficient data (need 20+ posts for patterns)
- Obsessing over daily fluctuations (focus on trends, not noise)
- Using data to justify creative risks (some posts won't track well but build brand)
- Focusing only on vanity metrics (followers without engagement is meaningless)
- Paralyzed by analysis (data should inform, not replace action)
Core Pattern
**Before** (guessing, reactive): ❌ "Post what feels right, hope it works" ❌ "Check likes obsessively, never analyze deeper" ❌ "Surprised when growth stalls, don't know why" ❌ "Can't replicate successful posts (don't know what worked)" ❌ "Make decisions based on intuition, not evidence" ❌ "Brands reject partnerships (no performance data)"
**After** (data-driven, proactive): ✅ "Every post tracked, patterns identified over time" ✅ "Weekly reviews reveal what content/timing works" ✅ "Spot problems early (engagement dropping), fix immediately" ✅ "Replicate success consistently (know what drives results)" ✅ "Make strategic decisions backed by data" ✅ "Demonstrate value to brands with performance reports"
**Key Metrics Framework**:
| Metric Category | Metrics | What It Measures | Target Range | |----------------|---------|------------------|--------------| | **Growth Metrics** | Followers, follower growth rate | Account expansion | +5-10% weekly (early), +2-5% (established) | | **Engagement Metrics** | Likes, comments, saves, shares | Audience resonance | 5-10% engagement rate | | **Reach Metrics** | Views, impressions, reach | Content distribution | Increasing trend | | **Content Metrics** | Best/worst performing posts | Content resonance | Identify top 20% | | **Audience Metrics** | Demographics, active hours | Audience understanding | Know your audience | | **Conversion Metrics** | Profile visits, link clicks | Business results | Track baseline |
Quick Reference
**Metric Definitions & Targets**:
| Metric | How to Calculate | Good Performance | Excellent Performance | |--------|------------------|------------------|----------------------| | **Engagement Rate** | (likes + comments + saves + shares) / views × 100% | 3-5% | 7%+ | | **Follower Growth Rate** | New followers / Total followers × 100% | +3-5%/week (new) | +10%/week (new) | | **Save Rate** | Saves / Views × 100% | 2-3% | 5%+ | | **Comment Rate** | Comments / Views × 100% | 1-2% | 3%+ | | **Share Rate** | Shares / Views × 100% | 0.5-1% | 2%+ | | **Profile Visit Rate** | Profile visits / Views × 100% | 5-10% | 15%+ |
**Performance Review Frequency**:
| Review Type | Frequency | Purpose | Key Actions | |-------------|-----------|---------|-------------| | **Daily check** | Daily | Monitor anomalies, engage | Respond to comments, note spikes | | **Weekly review** | Weekly | Identify patterns, adjust strategy | Update content calendar, test new things | | **Monthly deep-dive** | Monthly | Comprehensive analysis | Long-term trend analysis, goal setting | | **Quarterly strategy** | Quarterly | Strategic planning | Pivot if needed, set new goals |
**Data-Driven Optimization Cycle**:
1. HYPOTHESIZE: "I think tutorial carousels will perform well"
↓
2. TEST: Post 5 tutorial carousels over 2 weeks
↓
3. MEASURE: Average 8% engagement, 12% save rate (excellent)
↓
4. LEARN: Tutorials resonate, saves indicate high value
↓
5. SCALE: Increase tutorials to 50% of content
↓
6. REPEAT: Test new hypothesis (e.g., "video tutorials perform better")Implementation
Step 1: Define Clear Goals and KPIs
Before tracking, define what success looks like for your account.
**Goal-Setting Framework**:
**1. Primary Goal** (What matters most right now?):
**Common Goa
版本: v3.0 Complete Edition 更新: 2025-01-22 状态: ✅ 完整 (139个技能)
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Open skill

