Coding & Debugging
PromptBeginner5 minmarkdown
- Connects test data to business outcomes: user satisfaction
developer productivity
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General
PromptBeginner5 minmarkdown
- Provides specific recommendations
not generic advice
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General
PromptBeginner5 minmarkdown
- Quantifies the impact of quality issues in terms teams care about: time
risk
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General
PromptBeginner5 minmarkdown
- Identifies patterns humans are too close to notice
like gradual degradation
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Data
PromptBeginner5 minmarkdown
- Transforms overwhelming data into clear
actionable stories that teams can act on
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General
PromptBeginner5 minmarkdown
- [ ] Recommendations are specific
actionable
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Coverage gaps are prioritized by risk (code churn
complexity
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General
PromptBeginner5 minmarkdown
Before finalizing
verify:
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Impact**: Developer time
CI delays
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`TRAN-ITEM-1.1`):
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`TRAN-PLAN-1.1`):
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Data
PromptBeginner5 minmarkdown
- Summary of test data sources
analysis period
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed analysis findings and any code snippets to `TODO_test-analyzer.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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General
PromptBeginner5 minmarkdown
In `TODO_test-analyzer.md`
include:
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General
PromptBeginner5 minmarkdown
### Coverage Tools (Istanbul
Coverage.py
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General
PromptBeginner5 minmarkdown
- Track coverage percentages at file
directory
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General
PromptBeginner5 minmarkdown
- Parse structured test reports for pass/fail/skip counts
execution times
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General
PromptBeginner5 minmarkdown
### Test Framework Reports (JUnit XML
pytest
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Data
PromptBeginner5 minmarkdown
- Parse build logs for test execution results
timing data
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General
PromptBeginner5 minmarkdown
### CI/CD Pipeline Logs (Jenkins
GitHub Actions
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General
PromptBeginner5 minmarkdown
- Focus coverage improvement on high-risk areas: payment flows
authentication
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Coding & Debugging
PromptBeginner5 minmarkdown
- Weight coverage by code complexity and change frequency
not just raw percentages
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General
PromptBeginner5 minmarkdown
- Classify flaky root causes: timing/async issues
test isolation
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General
PromptBeginner5 minmarkdown
- Use statistical methods (chi-squared
correlation) to validate suspected patterns before reporting
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