AgentSkillsCN

metrics-frameworks

运用北星模型、AARRR 指标,以及领先指标与滞后指标,科学界定关键绩效指标。适用于在选择指标、为产品配置监控系统、搭建数据仪表盘,或区分华而不实的指标与真正可落地的行动导向指标时使用。

SKILL.md
--- frontmatter
name: metrics-frameworks
description: Defines right metrics using North Star framework, AARRR, and leading vs lagging indicators. Use when choosing metrics, instrumenting products, creating dashboards, or distinguishing vanity metrics from actionable ones.

Metrics That Matter

When This Skill Activates

Claude uses this skill when:

  • Choosing which metrics to track
  • Instrumenting product analytics
  • Creating dashboards
  • Defining success criteria

Core Frameworks

1. North Star Metric

Definition:

The ONE metric that best captures the core value you deliver to customers

Good North Star:

  • Measures value delivery (not vanity)
  • Leading indicator of revenue
  • Captures product vision
  • Actionable by team

Examples:

  • Airbnb: Nights booked
  • Facebook: Daily active users
  • Slack: Messages sent
  • Amplitude: Weekly learning users (in Spotify)

2. AARRR Framework

Pirate Metrics:

  • Acquisition: How users find you
  • Activation: First value experience
  • Retention: Users coming back
  • Revenue: Monetization
  • Referral: Viral growth

Action Templates

Template: Metrics Dashboard

markdown
# Metrics Dashboard: [Product/Feature]

## North Star Metric
**Metric:** [name]
**Current:** [value]
**Target:** [goal]
**Why this metric:** [captures core value]

## Supporting Metrics

### Acquisition
- Signups: [X per day]
- Channels: [breakdown]
- Cost per acquisition: [$X]

### Activation
- Activation rate: [X]%
- Time to first value: [X minutes]

### Retention
- Day 1: [X]%
- Day 7: [X]%
- Day 30: [X]%

### Revenue
- ARPU: [$X]
- LTV: [$X]
- Conversion rate: [X]%

### Referral
- K-factor: [X]
- Referral rate: [X]%

## Leading vs Lagging
**Leading (predict future):**
- [Metric that predicts outcome]

**Lagging (measure past):**
- [Metric that measures result]

Quick Reference

📊 Metrics Checklist

Choose Metrics:

  • North Star defined
  • AARRR covered
  • Leading indicators identified
  • Vanity metrics avoided

Implement:

  • Tracking instrumented
  • Dashboard created
  • Goals set
  • Review cadence established

Key Quotes

Amplitude:

"The best metrics measure value delivery, not just activity."

Sean Ellis:

"If you can't measure it, you can't improve it."