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Use when writing API documentation, creating developer tutorials, building devrel content, or engaging the developer community
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Based on SOC occupation classification
Use when conducting quality audits — reviewing process compliance, identifying gaps between defined process and actual practice, conducting structured inspections (code review audits, test quality reviews), and producing audit reports with remediation plans.
Use when managing quality risk — identifying quality risks in a product or release, applying risk-based testing prioritization, creating risk mitigation plans, and communicating quality risk to stakeholders for go/no-go decisions.
Use when designing or implementing test automation — choosing the right automation framework (Playwright, pytest, JUnit), Page Object Model, selector strategies, test isolation, managing flaky tests, and CI integration.
Use when managing defects — writing effective bug reports, applying severity/priority matrix, tracking defect lifecycle, conducting root cause analysis, and measuring defect metrics for process improvement.
Use when measuring and reporting QA quality — defect escape rate, test coverage analysis, flaky test rate, mean time to detect, shift-left metrics, and building quality dashboards for stakeholders.
Use when managing test data — designing test data strategies, using factories and builders, creating fixtures, generating synthetic data, masking PII for testing, and managing test database state.
| name | developer-advocacy |
| description | Use when writing API documentation, creating developer tutorials, building devrel content, or engaging the developer community |
When building developer-facing products, growing a developer community, or creating content that helps developers adopt your tools.
Every API must have:
Documentation should be tested — run every code example in CI.
Structure for a good tutorial:
Rule: every code snippet must work, copy-paste, right now.
Channels and what works:
