References
Curated list of external and internal sources used to build this toolkit.
Repo-hosted Reference Assets
Cross-phase reference materials that are hosted with this toolkit.
| Asset | Description | Link |
|---|---|---|
| GitHub Copilot Metrics PDF | Cross-phase metrics reference covering adoption and ROI metrics. Courtesy of Warren Joubert, Microsoft (Senior Software Solutions Engineer). | Download PDF |
External Sources
Public documentation, tools, and research referenced throughout this toolkit.
| Source | Description | Link |
|---|---|---|
| GitHub Copilot usage metrics concepts | Official metrics documentation | docs.github.com |
| View usage & adoption dashboard | Dashboard access guide | docs.github.com |
| View code generation dashboard | Code gen metrics guide | docs.github.com |
| REST API: Copilot Usage Metrics | API endpoint reference | docs.github.com |
| Measuring AI Impact with DevLake | Blog: DORA + Copilot correlation approach | devblogs.microsoft.com |
| gh-devlake | GitHub CLI extension for DevLake deployment | DevExpGBB/gh-devlake |
| copilot-metrics-viewer | Web dashboard for Copilot metrics | copilot-metrics-viewer |
| copilot-metrics-tools | Premium request consumption analyzer | tgrall/copilot-metrics-tools |
| copilot-adoption-viewer-power-bi | Power BI dashboard template | copilot-adoption-viewer-power-bi |
| Apache DevLake | Open-source dev data platform | devlake.apache.org |
| DORA Research | DevOps Research and Assessment | dora.dev |
| Interpreting Copilot metrics | How to read dashboard data | docs.github.com |
Internal Sources
Microsoft-internal only
Internal sources are Microsoft-internal and not publicly accessible. They are listed for reference and attribution only.
The following artifacts were discovered via internal M365 search and informed the content of this toolkit:
- Copilot Metrics Overview FAQ (SharePoint) — Comprehensive metrics FAQ covering API endpoints, data freshness, and common questions
- Copilot Metrics - Overview Deck (GA) (SharePoint) — GA positioning deck for customer conversations and executive briefings
- Copilot Metrics Universe Field Docs 2025 (SharePoint) — Field seller guidance on metrics landscape and customer engagement
- 12/25 GitHub Copilot Technical Update Briefing (SharePoint) — Technical deep-dive covering NDJSON format, code generation dashboard, and API changes
- Solution Optimization for GitHub Copilot (SharePoint) — ROI justification frameworks, Power BI templates, Grafana dashboards, and holistic measurement approaches
- Legacy Copilot Metrics API Retirement Notice (Email) — Sunset dates and migration guidance for legacy API consumers
- Apache DevLake GBB Offsite Deck — DORA-based metrics methodology, PR cycle time analysis, architecture, decision criteria, and known limitations
- ROI-GitHub-Copilot deck — DORA, SPACE, and PR metrics frameworks for executive discussions