Monitoring and Metrics

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Monitoring and Metrics

What to monitor

  • Crash reports (count, reproducibility, severity)
  • Performance complaints (latency/throughput pain points)
  • API friction (confusing names, missing abstractions)

Quantitative metrics captured weekly

  • loc_written
  • time_to_productivity_hours
  • pain_points_count
  • critical_bugs_count
  • core_api_sentiment_positive (boolean per tester/week)
  • real_world_project_progress (none/in-progress/completed)

Data collection format

  • CSV per week under data/beta_feedback/week-<n>.csv
  • One row per tester

Rollup KPIs (acceptance)

  • >= 80% positive core API sentiment
  • < 2 critical bugs per tester
  • Average learning curve < 4 hours
  • >= 1 completed real-world project