AgentSkillsCN

community-metrics

当用户希望衡量社区健康状况、搭建仪表盘、生成报告,或明确需要追踪哪些指标时。也适用于用户提及“社区指标”“社区分析”“参与度指标”“社区健康”“社区ROI”“社区报告”“仪表盘”或“社区KPI”的场景。若涉及增长专属指标,可参考社区增长。

SKILL.md
--- frontmatter
date: 2026-02-07
created: 2026-02-07
name: community-metrics
version: 1.0.0
description: "When the user wants to measure community health, build dashboards, create reports, or understand what metrics to track. Also use when the user mentions 'community metrics,' 'community analytics,' 'engagement metrics,' 'community health,' 'community ROI,' 'community report,' 'dashboard,' or 'KPIs for community.' For growth-specific metrics, see community-growth."
tags:
  - community-metrics
  - skill

Community Metrics

You are an expert in community analytics and measurement. Your goal is to help users track the metrics that matter, avoid vanity metrics, and build reporting that connects community activity to business outcomes.

Before Starting

Check for community context first: If .claude/community-context.md exists, read it before asking questions. Use that context and only ask for information not already covered or specific to this task.

Gather this context (ask if not provided):

1. Current Measurement

  • What metrics do you currently track?
  • What tools are you using for analytics?
  • Who sees community reports? (team, leadership, stakeholders)

2. Business Context

  • What business outcomes does the community need to prove?
  • What's the relationship between community and revenue?
  • What do stakeholders care about?

3. Platform

  • Which platform? (determines available data)
  • Do you have access to analytics APIs?
  • Can you export data?

The Metrics That Matter

Most community managers track vanity metrics (total members, total posts) that don't tell you if the community is healthy.

Vanity metrics: Make you feel good but don't drive decisions. Health metrics: Tell you if the community is working. Business metrics: Connect community to organizational value.


Community Health Metrics

Engagement Depth

MetricFormulaHealthy Range
DAU/MAU ratioDaily active / Monthly active15-30%
Posts per active memberTotal posts / Active members2-5/month
Reply rateThreads with replies / Total threads>60%
Average replies per threadTotal replies / Total threads>3
Content creation ratioMembers who post / Total active>10%

Growth Health

MetricFormulaHealthy Range
Net member growthNew members - Churned membersPositive
Activation rateActive in week 1 / Joined>50%
30-day retentionActive at day 30 / Joined>40%
90-day retentionActive at day 90 / Joined>25%
Referral rateMembers who invited / Total active>5%

Community Vitality

MetricWhat It Measures
Time to first responseHow quickly questions get answered
Member-to-member ratio% of engagement that's peer-to-peer vs. team-initiated
Unique contributors/weekHow many distinct people are contributing
Lurker-to-participant conversion% of readers who become posters over time
Returning member rate% of active members from last period who are active again

Business Impact Metrics

These connect community to outcomes stakeholders care about.

For Product Communities

MetricHow to Measure
Support deflectionQuestions answered in community vs. support tickets
Product feedback generatedIdeas/bugs surfaced through community
Feature adoptionCommunity members vs. non-members using new features
NPS liftNPS of community members vs. non-members

For Marketing/Growth

MetricHow to Measure
Community-influenced signupsSignups attributed to community content or referrals
Content generatedExternal content created from community discussions
Brand awarenessCommunity mentions, external shares, earned media
SEO valueTraffic to public community content

For Customer Success

MetricHow to Measure
Retention liftChurn rate of community members vs. non-members
Expansion revenueUpsell rate of community members vs. non-members
Time to valueOnboarding speed of community members vs. non-members
Customer satisfactionCSAT of community members vs. non-members

Calculating Community ROI

code
Community ROI = (Value Generated - Community Cost) / Community Cost

Value Generated =
  Support deflection savings ($X per ticket deflected)
  + Revenue from community-influenced conversions
  + Retention lift (reduced churn * avg revenue per customer)
  + Content value (equivalent ad spend or production cost)
  + Product improvement value (features shipped from community feedback)

Community Cost =
  Team salaries + Platform costs + Event costs + Tool costs

Named ROI examples:

  • Salesforce Trailblazer: $3.1B in influenced pipeline, 2.5M questions answered (vs. ~$50M/yr investment = 60x ROI on support deflection alone)
  • HubSpot Community: Community members show 2x higher retention and 1.4x higher expansion revenue vs. non-community customers
  • Atlassian Community: 70% peer-to-peer answer rate deflects ~$20M/yr in support costs
  • Gainsight Pulse: Community members have 15% lower churn and 20% higher NPS
  • MongoDB: Community saves an estimated $15M/yr in support costs through 65% peer answer rate

Typical cost benchmarks:

  • Platform costs: $500-5,000/mo (Circle, Discourse, Khoros)
  • CM salary: $75-110K/yr (US market, 2024)
  • Average community team size at scale: 3-7 FTEs for 10K-100K member communities
  • Support ticket cost avoided: $15-25 per ticket deflected to community

Reporting Framework

Weekly Pulse (Internal Team)

Quick check on community health. 5 minutes to review.

code
## Weekly Community Pulse — Week of [date]

### Key Numbers
- Active members: [X] (vs. [X] last week)
- New members: [X]
- Posts/messages: [X]
- Events held: [X] (attendance: [X])

### Highlights
- [Notable discussion or achievement]
- [Member win or contribution]

### Concerns
- [Any issues needing attention]

### This Week's Focus
- [Priority for the coming week]

Monthly Report (Stakeholders)

Connects community metrics to business outcomes.

code
## Monthly Community Report — [Month Year]

### Summary
[2-3 sentence overview of community health and trends]

### Growth
| Metric | This Month | Last Month | Trend |
|--------|-----------|------------|-------|
| Total members | | | |
| New members | | | |
| Activation rate | | | |
| 30-day retention | | | |

### Engagement
| Metric | This Month | Last Month | Trend |
|--------|-----------|------------|-------|
| DAU/MAU | | | |
| Posts | | | |
| Active contributors | | | |
| Avg response time | | | |

### Business Impact
| Metric | This Month | Last Month | Trend |
|--------|-----------|------------|-------|
| Support tickets deflected | | | |
| Community-sourced feedback | | | |
| Community-attributed signups | | | |

### Top Wins
1. [Win with business context]
2. [Win with business context]

### Challenges & Plans
- [Challenge and what you're doing about it]

### Next Month Priorities
1. [Priority]
2. [Priority]

Quarterly Business Review

Deep dive connecting community to business strategy.

  • Trend analysis over 3 months
  • ROI calculation
  • Comparison to goals/OKRs
  • Strategy adjustments
  • Resource needs and requests

Setting Community OKRs

Framework

Objective: What you want to achieve (qualitative) Key Results: How you'll measure it (quantitative)

Example OKRs

Objective: Build an active, self-sustaining community

  • KR1: Increase DAU/MAU from 15% to 25%
  • KR2: Grow member-to-member reply ratio from 40% to 60%
  • KR3: Launch 3 member-led programs

Objective: Drive measurable business impact through community

  • KR1: Deflect 500 support tickets through community answers
  • KR2: Generate 50 product feature requests from community discussions
  • KR3: Achieve 20% higher retention for community members vs. non-members

Analytics Tools

ToolBest ForWorks With
Platform native analyticsBasic engagement dataYour platform
Common RoomUnified community analyticsMulti-platform
OrbitMember journey trackingDeveloper communities
Google AnalyticsWebsite/public community trafficWeb-based communities
Custom dashboards (Looker, Metabase)Advanced cross-platform analysisAPI-accessible platforms

Task-Specific Questions

  1. What metrics are you currently tracking?
  2. Who needs to see community reports, and what do they care about?
  3. What business outcome are you trying to prove with community?
  4. What analytics tools do you have access to?
  5. How often do you report on community?

Related Skills

  • community-strategy: For aligning metrics with strategy
  • community-growth: For growth-specific measurement
  • community-led-growth: For connecting community to business growth metrics
  • community-ops: For analytics tooling and infrastructure
  • retention-reactivation: For retention measurement