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Graham Mueller

Applied mathematics refugee, PhD economist, interested in time series, machine learning and graph theory.

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As a lifelong boxing fan and someone whose everyday job involves analyzing large amounts of data, I thought it would be interesting to apply some quantitative analysis to a sport which has many subjective aspects to it.

ELO rating system

The Elo rating system is a method for calculating the relative skill levels of players in competitor-versus-competitor games. The difference in the ratings between two players serves as a predictor of the outcome of a match. Two players with equal ratings who play against each other are expected to score an equal number of wins.

If Player A has a rating of and Player B a rating of , the exact formula (using the logistic curve) for the expected score of Player A is

$${\displaystyle E_{A}={\frac {1}{1+10^{(R_{B}-R_{A})/400}}}}$$

Similarly the expected score for Player B is

$${\displaystyle E_{B}={\frac {1}{1+10^{(R_{A}-R_{B})/400}}}}$$

This could also be expressed by

$${\displaystyle E_{A}={\frac {Q_{A}}{Q_{A}+Q_{B}}}} $$

and

$${\displaystyle E_{B}={\frac {Q_{B}}{Q_{A}+Q_{B}}}}$$

where and .



A player whose rating is 100 points greater than their opponents is expected to win 64% of the time; if the difference is 200 points, then the expected probability of winning for the stronger player is 76%. This property of the Elo system allows us to compare fighters of different generations in fantasy match-ups.

Data

Boxrec is one source of historical boxing records, though incomplete, it is a good source for historical rankings, fighter biographical data, and match outcomes. Boxrec even has their own ranking system, which is described here. For this analysis, I used data from Boxrec to calculate the various rankings. Keep in mind Boxrec is incomplete and my sample is likely missing records and only goes until December 2014.

Rankings

Rank Fighter Elo Max
1. Sugar Ray Robinson 2069.52
2. Harry Greb 2052.88
3. Benny Leonard 2019.76
4. Henry Armstrong 2010.28
5. Willie Pep 1978.91
6. Joe Louis 1975.84
7. Archie Moore 1975.61
8. Freddie Steele 1963.16
9. Ezzard Charles 1962.89
10. Barney Ross 1947.24
11. Ike Williams 1946.65
12. Kid Gavilan 1933.69
13. Freddie Miller 1933.29
14. Tony Canzoneri 1932.09
15. Mickey Walker 1924.69
16. Lou Ambers 1923.47
17. Carlos Monzon 1920.35
18. Tommy Loughran 1918.15
19. Young Corbett III 1916.57
20. Muhammad Ali 1909.32
21. Ceferino Garcia 1907.26
22. Jose Napoles 1900.59
23. Bobo Olson 1899.97
24. Duilio Loi 1898.70
25. Maxie Rosenbloom 1897.43
Rank Fighter Elo Average
1. Sugar Ray Robinson 1855.00
2. Harry Greb 1817.61
3. Willie Pep 1806.41
4. Henry Armstrong 1759.86
5. Archie Moore 1756.91
6. Joe Louis 1739.19
7. Holman Williams 1732.01
8. Maxie Rosenbloom 1723.70
9. Luis Manuel Rodriguez 1721.78
10. Tony Canzoneri 1719.02
11. Freddie Miller 1716.27
12. Ezzard Charles 1715.72
13. Lew Tendler 1712.23
14. Kid Gavilan 1710.57
15. Kid Chocolate 1703.23
16. Young Stribling 1702.78
17. Ike Williams 1701.01
18. Benny Leonard 1699.89
19. Emile Griffith 1699.42
20. Lou Ambers 1689.37
21. Jackie Fields 1687.93
22. Tommy Gibbons 1687.08
23. Bobo Olson 1685.10
24. Wesley Ramey 1684.10
25. Muhammad Ali 1682.48

Sugar Ray Robinson is widely considered to the greatest pound for pound fighter and his Elo rating reflects that. The top 25 largely consists of fighters before the 1970s with the exception of Muhammad Ali. Elo ratings can exhibit an increase (inflation) or decrease (deflation) in the average player rating over time. Boxing has decreased in popularity over time.

Highest Rated Bouts:

Fighter Elo Record Opponent Elo Record Date
Jake LaMotta 1845.24 78-14-3 Sugar Ray Robinson (W,TKO) 2058.42 120-1-2 1951-02-14
Bobo Olson 1885.60 71-8-0 Sugar Ray Robinson (W,KO) 2014.54 137-4-2 1956-05-18
Sugar Ray Robinson (W,KO) 2003.29 136-4-2 Bobo Olson 1896.84 71-7-0 1955-12-09
Joe Louis 1966.90 58-1-0 Ezzard Charles (W,UD) 1918.10 66-5-1 1950-09-27
Henry Armstrong (D,PTS) 1987.04 106-12-6 Ceferino Garcia 1896.12 112-25-12 1940-03-01

Worst Mismatches:

Fighter Elo Record Opponent Elo Record
Al Benedict 985.94 10-26-0 Harry Greb (W,TKO) 1836.32 61-2-2
Willie Pep (W,PTS) 1898.36 161-4-1 Kenny Leach 1040.90 3-14-0
Willie Pep (W,PTS) 1872.37 185-6-1 Mario Eladio Colon 1043.31 15-47-8
Johnny Cockfield 10-84-9 867.80 Chalky Wright (W,TKO) 1774.65 153-34-18
Archie Moore (W,RTD) 1967.89 178-21-9 George Abinet 1073.68 6-14-1