GitHub metrics for engineering managers
GitHub metrics for engineering managers are pull-request delivery signals — merge throughput, lead time, and review responsiveness — computed from GitHub metadata on consistent definitions across teams. Engineering managers use them for staff meetings and coaching, not source-code surveillance. DeliveryCompass is engineering intelligence for GitHub PR delivery; it imports PR and review statistics only.
What GitHub metrics should an engineering manager track?
Start with three core KPIs on the same date range for every mapped team:
| Metric | What it tells you | Definition |
|---|---|---|
| Merge throughput | Volume shipped | Merged PRs in the period |
| Lead time | Flow speed | Median hours open → merge |
| Review responsiveness | Review bottlenecks | Median hours to first human review |
Add attention signals from the weekly summary for period-over-period coaching callouts.
What GitHub does not give you out of the box
- Team-scoped lead time and throughput with manual repo mapping
- Period-over-period attention across teams on one definition
- Weekly leadership handouts aligned to dashboard KPIs
When are spreadsheets or BI enough?
- Spreadsheets — one manager, one team, occasional reviews
- BI tools — you have a data platform team and cross-system reporting needs
- Purpose-built GitHub delivery dashboards — staff meetings every week, five-plus teams, definitions must stay consistent
See choosing delivery metrics for a full comparison.
Common mistakes
- Tracking commit counts instead of merged work
- Comparing teams on different date ranges or PR filters
- Stack-ranking individuals instead of coaching teams
- Expecting real-time data when GitHub syncs daily
Getting started checklist
- Create account at onboarding
- Connect GitHub PAT (
read:org,repo) - Wait for bootstrap import
- Map repos to teams on Teams & repos
- Review Overview and Weekly summary
FAQ
Do you read our source code?
No. DeliveryCompass imports PR and review metadata — timestamps, authors, line counts, filenames. No diffs or file contents. See statistics only.
How is this different from DORA dashboards?
Full DORA needs CI/CD and incident data. We focus on a PR-native subset from GitHub. See limitations.
Can I compare teams fairly?
Yes — same formulas org-wide; team scope depends on repo mapping. Unassigned repos count at org level only.
What about contributor-level metrics?
Contributor views use the same KPIs plus code-change statistics from merged PRs. Use for 1:1 coaching, not public rankings.
Pilot scope
DeliveryCompass is Early Access software for GitHub PR delivery metrics. It does not replace Jira, full pipeline DORA, or enterprise portfolio tools. See pilot scope and product roadmap.