Pythagorean Expectancy & Luck Deviation
Identify lucky teams and predict regression.
Overview
This pillar analyzes the gap between a team's actual win record and their expected record based on run differential. It pinpoints overperforming and underperforming teams, signaling future regression to the mean.
What It Does
It calculates a team's Pythagorean Expectation, a formula that estimates what their win percentage should be based on runs scored and allowed. This expected record is then compared against the team's actual record. A large positive difference suggests a team is 'lucky' and likely to perform worse, while a negative difference suggests they are 'unlucky' and poised to improve.
Why It Matters
A team's record can be misleading due to random chance in close games. This pillar cuts through the noise of 'luck' to reveal a team's true strength, providing a more accurate baseline for future performance than the current standings alone.
How It Works
First, we gather a team's total runs scored and total runs allowed over a specific period. Next, we apply the Pythagorean Expectation formula to calculate their expected winning percentage. This percentage is then multiplied by the number of games played to find the expected number of wins. Finally, we subtract this number from the team's actual wins to find the 'luck deviation'.
Methodology
Expected Win % is calculated using the baseball-specific formula: (Runs Scored ^ 1.83) / ((Runs Scored ^ 1.83) + (Runs Allowed ^ 1.83)). The Luck Deviation is then quantified as: Actual Wins - (Expected Win % * Total Games Played). Analysis typically uses data from the current season, with a minimum of 40 games played for statistical relevance.
Edge & Advantage
It provides a statistical edge by identifying teams the market has overvalued due to a lucky streak, creating clear opportunities to position against them before their performance corrects.
Key Indicators
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Luck Deviation
highThe difference between actual wins and expected wins. A high positive number indicates luck.
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Run Differential
highThe net total of runs scored minus runs allowed. It's a strong indicator of a team's underlying quality.
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One-Run Game Record
mediumA team's win/loss record in games decided by a single run. A record far from .500 is often a sign of luck and is unsustainable.
Data Sources
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Provides comprehensive historical and current MLB team statistics, including runs scored and allowed.
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Offers up-to-date standings, team stats, and game logs.
Example Questions This Pillar Answers
- → Will the Baltimore Orioles win more than 90.5 games this season?
- → Which team will have a better winning percentage in the second half of the season: the Rangers or the Astros?
- → Will the San Diego Padres make the playoffs this year?
Tags
Use Pythagorean Expectancy & Luck Deviation on a real market
Run this analytical framework on any Polymarket or Kalshi event contract.
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