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QA Metrics và Building QA Culture

Test Strategy and QA Leadership Bài 3/60

QA Metrics

Quality Metrics

MetricFormulaTarget
Defect DensityBugs / KLOC (thousand lines of code)<5
Defect Escape RateProd bugs / Total bugs found<10%
Test CoverageCovered lines / Total lines>80%
Automation RateAuto tests / Total tests>60%
Mean Time to DetectTime from bug introduced to found<1 sprint
Mean Time to FixTime from bug reported to fixedP1: <4h, P2: <24h

Process Metrics

  • Test execution rate (tests/day)
  • Test case creation rate
  • Regression test pass rate
  • Flaky test rate (target: <5%)
  • CI pipeline success rate

Building QA Culture

Quality is Everyone's Responsibility

  • Developers write unit tests (not QA)
  • Code reviews include testability
  • QA involved from requirements (shift-left)
  • Definition of Done includes testing
  • Blameless bug post-mortems

QA in Agile Teams

  • QA as part of cross-functional team
  • QA participates in grooming (testability review)
  • Acceptance criteria reviewed by QA
  • QA pairs with developers
  • Exploratory testing every sprint

QA Career Path

LevelFocus
Junior QATest execution, bug reporting
QA EngineerTest design, automation
Senior QAStrategy, mentoring, tooling
QA LeadTeam management, process
| QA Manager | Organization-wide quality strategy |