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title: "08 Metrics Career And Capstone"
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# Defect Reporting That Helps Teams

- Write clear repro steps and expected vs actual
- Attach evidence: logs, screenshots, environment
- Prioritize by user/business impact

References: https://www.istqb.org/certifications/certified-tester-foundation-level

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# QA Metrics That Matter

- Track leading indicators (flake rate, escaped defects)
- Track delivery outcomes alongside quality metrics
- Use metrics to improve systems, not punish people

References: https://dora.dev/ | https://testing.googleblog.com/2016/05/flaky-tests-at-google-and-how-we.html

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# Career Roadmap: QA to Quality Engineer

- Strengthen testing fundamentals and product thinking
- Build coding skills for automation and tooling
- Develop CI/CD, observability, and risk communication

References: https://docs.pytest.org/en/stable/ | https://playwright.dev/docs/intro

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# Capstone Project Blueprint

- Select a real web app with API dependencies
- Create test strategy + automated regression core
- Run in CI and publish quality dashboard artifacts

References: https://docs.github.com/en/actions | https://playwright.dev/docs/intro | https://learning.postman.com/docs/tests-and-scripts/write-scripts/test-scripts/

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