The Community Analytics Dashboard tracks 6 core metrics — active contributors, post-to-reply ratio, average response time, moderation-flag rate, repeat-contributor retention, and sentiment trend — reviewed weekly by the moderation team and monthly by editorial. A healthy thread typically shows a reply-to-post ratio above 2:1 within 48 hours; threads falling below that get surfaced for editorial attention (a staff reply, a related-article link) rather than being left to stall. The dashboard is an internal operations tool — it doesn't publish individual user data, only aggregate community health signals.
At a glance — tracked metrics
| Metric | What it signals |
|---|---|
| Active contributors (30-day) | Community size trend |
| Reply-to-post ratio | Whether posts get engagement or go quiet |
| Avg. response time | How fast questions get answered |
| Moderation-flag rate | Share of posts needing review |
| Repeat-contributor retention | Whether contributors keep coming back |
| Sentiment trend | Overall tone shift, positive/neutral/negative |
Why these six metrics
Each metric answers a different operational question rather than duplicating the others. Contributor count alone can mask a community that's growing but not engaging; reply ratio and response time catch whether questions actually get answered. Moderation-flag rate is a health check on tone and rule-compliance; retention shows whether the community keeps the same core of contributors or constantly churns; sentiment trend catches a slow shift toward frustration before it shows up as an exodus.
How each metric is used operationally
- Reply-to-post ratio below 2:1 within 48 hours flags a thread for editorial follow-up (a staff reply or a linked related article).
- Response time trending upward flags a need for more active moderators or contributor incentives (see Engagement and Gamification section).
- Moderation-flag rate spikes trigger a review of whether a specific topic or event is driving rule-breaking content.
- Sentiment trend drops prompt a qualitative review of recent threads, not just a numeric response.
Review cadence
- Moderation team reviews the dashboard weekly, focused on response time and flag rate.
- Editorial reviews it monthly, focused on contributor retention and sentiment trend, to inform content planning.
- Quarterly, both teams jointly review trend lines over the prior three months to catch slower-moving shifts.
What the dashboard is not
It's an internal aggregate-health tool, not a public leaderboard or a per-user tracking system — no individual posting history or personal data is surfaced through it beyond what's already visible on public profiles. It exists to keep the community functional and useful, not to rank or single out individual contributors.
All dashboard metrics are aggregate community-level figures. Individual contributor data used to calculate metrics follows the same privacy rules as the rest of the site — see the Privacy Policy for details.
Frequently asked questions
What counts as a "healthy" community thread?
Who reviews the community analytics dashboard?
Does the dashboard show individual user data?
What happens if moderation-flag rate spikes?
Is this dashboard public?
Sources & further reading
- Online community health metrics guidance — FeverBee (community management standards reference)
- COPPA and general privacy guidance for online platforms — Federal Trade Commission
Figures, prices and policy details were current at the last-updated date above. Automotive pricing, incentives and regulations change frequently — verify time-sensitive details with the linked primary sources. Read our editorial policy and fact-checking standards.
