What brings it back

• HAV-F

  Proprietary scouting composite without validation or receipts.

  • Formula and weights published
  • Validation against scouting outcomes
  • Source receipts on every render
  • Named owner accountable for the number

• wOBA

  Linear weights not validated against college run environments.

  • Named source data feed
  • Exact formula published on /methodology
  • College-level (not MLB) constants and level-of-play fit
  • Minimum sample size stated wherever the number renders
  • Update cadence shown from real metadata, not copy
  • Plain-English glossary entry linked next to every appearance

• wRC+

  Headline use without translation or defensible college-level scaling.

  • Named source data feed
  • Exact formula published on /methodology
  • College-level (not MLB) constants and level-of-play fit
  • Minimum sample size stated wherever the number renders
  • Update cadence shown from real metadata, not copy
  • Plain-English glossary entry linked next to every appearance

• FIP

  League constant and HR rates not validated for D1 play.

  • Named source data feed
  • Exact formula published on /methodology
  • College-level (not MLB) constants and level-of-play fit
  • Minimum sample size stated wherever the number renders
  • Update cadence shown from real metadata, not copy
  • Plain-English glossary entry linked next to every appearance