Situation: Leadership noticed inconsistent delivery velocity across squads and initially proposed tracking individual pull request counts and lines of code committed to measure engineering productivity.
Task: I needed to guide leadership away from vanity metrics that encourage perverse incentives (such as inflating commits or splitting PRs unnecessarily) and establish meaningful, team-centric health metrics.
Action: I presented an alternative measurement framework based on DORA metrics (Deployment Frequency, Lead Time for Changes, Change Failure Rate, and Mean Time to Restore) combined with quarterly team developer satisfaction surveys. I emphasized that these metrics assess systemic team health, automation efficiency, and software delivery throughput rather than individual performance. We visualized these metrics on shared squad dashboards and used them during sprint retrospectives to identify process bottlenecks, such as slow code reviews or flaky staging environments, rather than as punitive ranking criteria.
Result: Over six months, deployment frequency increased by 3x and change failure rates dropped below 2%, while developer satisfaction scores rose by 28%. The team embraced the metrics because they served as tools to remove daily engineering friction.