Tale of the tape · factor breakdown
Things to consider
Matt Guymon has a 4" reach advantage — extra distance to land clean jabs and stay outside the pocket unless Quentin Gaskins can force infighting.
Edges are the gap between the model's probability and the de-vigged market probability. Higher edge = more potential value. ⚠ = low data confidence.
Matt Guymon has a 4" reach advantage — extra distance to land clean jabs and stay outside the pocket unless Quentin Gaskins can force infighting.
Royal Ryan Reber is 6 years older. In bare knuckle, hand durability and cut vulnerability decline fast past 35 — this is a meaningful physical gap.
Royal Ryan Reber has a 3" reach advantage — extra distance to land clean jabs and stay outside the pocket unless Joshua Oxendine can force infighting.
5-year age gap favors the younger fighter. Watch for cardio and hand durability in the later rounds.
Justin Williams is making their BKFC debut. The gap from gloved boxing/MMA to bare knuckle is real — cuts, hand swelling, and 2-minute rounds all favor Tony Murphy's experience.
4-year age gap favors the younger fighter. Watch for cardio and hand durability in the later rounds.
Mike Heckert has a 3" reach advantage — extra distance to land clean jabs and stay outside the pocket unless Justin Walters can force infighting.
Israel Rodriguez has a 3" reach advantage — extra distance to land clean jabs and stay outside the pocket unless Jason DiNunzio can force infighting.
Gabriel Hernandez is making their BKFC debut. The gap from gloved boxing/MMA to bare knuckle is real — cuts, hand swelling, and 2-minute rounds all favor Chachi Versace's experience.
The PropsBot model is a transparent factor-based scoring system — not a black box. For every bout we score the two fighters on ten+ dimensions, combine via weighted sum, and convert to a probability via a logistic function. That model probability is then compared to the de-vigged moneyline from the market to flag potential value.
Per-factor accuracy from our point-in-time backtest (skipped where data is thin):
Each factor's edge strength is its own sub-score — a 1" reach gap barely moves the needle; a 6" gap is meaningful. Missing data drops a factor's weight to zero rather than guessing.