Peak vs. Decline Phase Detection
Identifying when a fighter's prime ends.
Overview
This pillar analyzes subtle shifts in a fighter's performance to detect the onset of athletic decline. It provides a crucial edge in markets where name recognition and past glory often inflate a fighter's odds.
What It Does
It tracks key performance indicators like strike volume, defensive success, and takedown efficiency over a fighter's recent history. By comparing these trends to their career baseline and age-based statistical models for their weight class, it identifies negative velocity in their core athletic abilities.
Why It Matters
The market is often slow to react to a fighter's decline, creating value in trading against aging legends. This pillar quantifies the decline, offering a data-driven reason to fade a popular favorite or back a rising underdog before the odds shift.
How It Works
First, a baseline performance profile is established using data from the fighter's peak years. Then, granular data from their last 3 to 5 fights is analyzed to calculate a rate of change for key metrics. This rate is compared against an age-based decline curve, generating a score that indicates the probability the fighter is past their peak.
Methodology
Calculates a 5-fight rolling average of Significant Strike Differential (SSD) and Takedown Success Rate (TSR). A sustained drop of over 15% from the fighter's career average flags a potential decline. An age factor is applied, adding 0.5 points to a 'Decline Score' for each year over 34 for weight classes under 170lbs, and over 32 for classes 170lbs and above.
Edge & Advantage
It provides a quantitative edge by spotting overvalued fighters before the general public, creating clear opportunities to position on underdogs against aging champions.
Key Indicators
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Rolling Strike Differential
highMeasures the trend in a fighter's offensive output versus their defensive liability over their last 5 fights.
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Reaction Time Degradation
highInferred from an increase in significant strikes absorbed per minute, indicating slower defensive reflexes.
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Age vs. Weight Class Median
mediumCompares the fighter's current age to the historical peak performance age for their specific weight division.
Data Sources
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Official source for historical fight-by-fight and round-by-round data for all UFC events.
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Provides detailed performance statistics and live tracking for MMA events.
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Crowdsourced database for fighter records, ages, and comprehensive fight histories.
Example Questions This Pillar Answers
- → Will Tony Ferguson win his next UFC fight?
- → Will the champion retain the title in the upcoming light heavyweight bout?
- → Will Jon Jones win a fight by decision in his next bout?
Tags
Use Peak vs. Decline Phase Detection on a real market
Run this analytical framework on any Polymarket or Kalshi event contract.
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