Score Calibration

Builder Score Engine

Adjust scoring weights and monitor score distribution across the platform.

Score Weights

Weights must sum to 100%. Changes trigger a full recalculation.

30%

Active days, update frequency, event streaks

25%

Product stage progression, shipped features, lifecycle transitions

20%

Meaningful comments, thread depth, feedback received

15%

Hiring, collaboration, funding interest

10%

Followers, reactions (low weight)

Score Distribution

0-20012 builders
200-40028 builders
400-60045 builders
600-80038 builders
800-100019 builders
142 total buildersAvg: 547Median: 512

Recalculation Info

  • Scores recalculate automatically every hour via pg_cron.
  • Manual recalculation processes all builders immediately.
  • Weight changes affect all future calculations.