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
- Install the DeliveryCompass GitHub App on your organization (or use a PAT fallback under Advanced on Profile)
- 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.
Product scope
DeliveryCompass measures GitHub PR delivery. It does not replace Jira, full pipeline DORA, or enterprise portfolio tools. See product scope and product roadmap.