Data
PromptBeginner5 minmarkdownQuality: 24
- Summary of test data sources
analysis period
0
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131,779 skills indexed with the new KISS metadata standard.
Showing 24 of 131,779Categories: Data & Insights, Communication, Coding & Debugging, Data, General
General
PromptBeginner5 minmarkdownQuality: 24
Use checkboxes and stable IDs (e.g.
TRAN-PLAN-1.1):
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General
PromptBeginner5 minmarkdownQuality: 24
In TODO_test-analyzer.md
include:
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General
PromptBeginner5 minmarkdownQuality: 24
- Track coverage percentages at file
directory
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
Write all proposed analysis findings and any code snippets to TODO_test-analyzer.md only. Do not cre...
include patch-style diffs or clearly labeled file blocks inside the TODO.
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General
PromptBeginner5 minmarkdownQuality: 24
Test Framework Reports (JUnit XML
pytest
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General
PromptBeginner5 minmarkdownQuality: 24
Coverage Tools (Istanbul
Coverage.py
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General
PromptBeginner5 minmarkdownQuality: 24
- Parse structured test reports for pass/fail/skip counts
execution times
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Data
PromptBeginner5 minmarkdownQuality: 24
- Parse build logs for test execution results
timing data
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General
PromptBeginner5 minmarkdownQuality: 24
CI/CD Pipeline Logs (Jenkins
GitHub Actions
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General
PromptBeginner5 minmarkdownQuality: 24
- Focus coverage improvement on high-risk areas: payment flows
authentication
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Weight coverage by code complexity and change frequency
not just raw percentages
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General
PromptBeginner5 minmarkdownQuality: 24
- Classify flaky root causes: timing/async issues
test isolation
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General
PromptBeginner5 minmarkdownQuality: 24
- [ ] Recommendations are specific
actionable
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General
PromptBeginner5 minmarkdownQuality: 28
- Use statistical methods (chi-squared
correlation) to validate suspected patterns before reporting
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Distinguish between code bugs
test bugs
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General
PromptBeginner5 minmarkdownQuality: 24
- Provide specific
actionable next steps for each recommendation (not generic advice)
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General
PromptBeginner5 minmarkdownQuality: 24
After completing analysis
verify:
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Rank all findings by impact: developer time saved
risk reduced
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General
PromptBeginner5 minmarkdownQuality: 24
- Detect cyclical patterns (end-of-sprint degradation
day-of-week effects)
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General
PromptBeginner5 minmarkdownQuality: 24
- Categorize all failures: genuine bugs
flaky tests
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General
PromptBeginner5 minmarkdownQuality: 24
- Correlate failure clusters with specific components
teams
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General
PromptBeginner5 minmarkdownQuality: 24
- Yellow flags: Declining pass rates
stagnant coverage
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Data
PromptBeginner5 minmarkdownQuality: 24
- Verify data completeness: no missing test runs
coverage reports
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