Quality Metrics

<default_to_action> When measuring quality or building dashboards:

1. MEASURE outcomes (bug escape rate, MTTD) not activities (test count)
2. FOCUS on DORA metrics: Deployment frequency, Lead time, MTTD, MTTR, Change failure rate
3. AVOID vanity metrics: 100% coverage means nothing if tests don't catch bugs
4. SET thresholds that drive behavior (quality gates block bad code)
5. TREND over time: Direction matters more than absolute numbers

Quick Metric Selection:

• Speed: Deployment frequency, lead time for changes
• Stability: Change failure rate, MTTR
• Quality: Bug escape rate, defect density, test effectiveness
• Process: Code review time, flaky test rate

Critical Success Factors:

• Metrics without action are theater
• What you measure is what you optimize