Cardio Gas Tank & Volume Sustainability
Predicting stamina depletion and late-fight output capability
Overview
This pillar analyzes fighter stamina profiles to predict performance degradation in later rounds. It separates early-burst finishers from high-volume marathon fighters who win decisions.
What It Does
It calculates strike frequency decay across rounds using historical fight data. The system adjusts for grappling exchanges which drain energy faster than striking. It flags potential exhaustion points based on the opponent's pressure style and historical pace.
Why It Matters
Fatigue is the great equalizer in combat sports. Identifying when a fighter's output will crash allows for high-value live trading against them or pre-match positions on decision outcomes versus finishes.
How It Works
We ingest round-by-round significant strike data and control time duration from previous bouts. We compare these metrics against a fighter's historical fatigue curve. Then we simulate how the specific opponent's pace will accelerate or decelerate that energy drain.
Methodology
Uses a volume-decay algorithm comparing Round 1 output versus Round 3 and Round 5 averages. Incorporates EPO (Estimated Pace Output) metrics weighted by reported weight cut severity and camp duration. Adjusts for altitude differences and opponent grappling intensity factor.
Edge & Advantage
Exploits the market tendency to overvalue Round 1 knockout artists who lack 15-minute conditioning. This is essential for live betting the 'fade' after a fast start.
Key Indicators
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R3/R5 Drop-off Rate
highThe percentage decrease in strike attempts in final rounds compared to the first round.
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Grappling Exhaustion Coefficient
highMeasurement of how wrestling exchanges accelerate the fighter's fatigue curve.
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Pace Sustainability Score
mediumA 1-100 rating of a fighter's ability to maintain a high actions-per-minute rate.
Data Sources
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Official League Stats
Raw data on significant strikes attempted and landed per round.
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Compubox/FightMetric
Granular data distinguishing between jabs, power strikes, and ground strikes.
Example Questions This Pillar Answers
- → Will Fighter A land more significant strikes in Round 3 than Round 1?
- → Will the fight go the distance given the cardio profiles?
- → Who will win Round 3 on the judges' scorecards?
Tags
Use Cardio Gas Tank & Volume Sustainability on a real market
Run this analytical framework on any Polymarket or Kalshi event contract.
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