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Hidden Edges

Stats that stay invisible

Ten data-scientist views computed from the raw fight record. Not totals — signal.

01 · Octagon Jitters

Does the cage actually matter on debut?

First-round output in a fighter's UFC debut, second fight, and post-layoff (>540 days) return — vs. their normal-fight baseline.

ContextR1 samplesAvg R1 landedAvg R1 attemptsR1 acc %Avg KD
02 · Cage Mileage

Damage absorbed, not fights fought

Two 22-5 records aren't equal. Total UFC rounds, estimated max minutes inside the cage, and total significant strikes absorbed. Top 25 by absorbed damage.

FighterFightsRoundsEst. minSig absorbedPer roundKDs taken
03 · Style Matchup

Rock-paper-scissors on the feet

Per-style win rate from the K-means style clusters. Which archetype beats which.

Style Avs Style BFightsA winsA win %
04 · Judge Fingerprint

The judges who see fights differently

Per-judge average disagreement with the other two on a round, and total outlier rounds scored. The bigger the number, the more idiosyncratic the eye.

JudgeRoundsAvg gapOutliers
05 · Weight-Cut Tax

What missing weight actually costs

UFC win rate split by whether the fighter made weight, missed weight, or had no weigh-in record.

StatusFightsWinsWin %
06 · CLV Career Path

Fighters the market keeps underrating

Win rate vs. market-implied probability at close, min. 5 priced fights. Positive = the books keep getting them wrong. Top 15 by CLV.

FighterFightsWin %Market %CLV
07 · Cardio Cliff

The fighters who collapse in round 3

Ratio of round-3 strike attempts vs. round-1, across fights that reached round 3. Bottom 25 = the steepest drop-off. 100% = same output. Below 70% = the cliff.

Fighter3R fightsR1 attemptsR3 attemptsR3 ÷ R1
08 · Damage-Adjusted Record

Wins that were almost losses

Per fighter (min. 5 wins): share of wins that were finishes vs. unanimous vs. split/majority. High close-decision % = a record that's softer than it looks.

FighterWinsFinishUnanSplitMajFinish %Close %
09 · Promotion SOS

Strength of schedule across promotions

Average tier (S=1, A=2, B=3, C=4) of the promotions a fighter has competed in across their full career. Lower = tougher resume.

FighterCareerAvg tierS/A fightsTop tier %
10 · Referee Threshold

The referees who let it go longest

For TKO/KO stoppages: average significant strikes landed by the winner before the fight was waved off, per referee (min. 10 stoppages).

RefereeStoppagesAvg strikesAvg round