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| League History Index | Players | Teams | Managers | Leagues | Leaderboards | Awards | Accomplishments |
| Rank | Player | EFF | YEAR | Open Season Leaderboard |
|---|---|---|---|---|
| 1 | Clint Thomas | 1.051 | 1923-1928 | |
| 2 | Joe DiMaggio# | 1.046 | 1932-1941 | |
| 3 | Vince DiMaggio# | 1.043 | 1932-1941 | |
| 4 | Oscar Charleston# | 1.041 | 1921-1936 | |
| 5 | Bill Lawrence# | 1.037 | 1929-1941 | |
| 6 | Jigger Statz# | 1.036 | 1921-1941 | |
| 7 | Taylor Douthit | 1.020 | 1929-1931 | |
| 7 | Cool Papa Bell# | 1.020 | 1923-1938 | |
| 9 | Frenchy Uhalt# | 1.013 | 1928-1941 | |
| 10 | Turkey Stearnes# | 1.011 | 1921-1941 | |
| 11 | Gene Benson# | 1.008 | 1936-1941 | |
| 12 | George Shively | 0.996 | 1921-1925 | |
| 13 | Jelly Gardner | 0.995 | 1921-1930 | |
| 14 | Cristobal Torriente | 0.993 | 1921-1931 | |
| 15 | Mel Almada# | 0.978 | 1932-1934 | |
| 16 | Earl Averill# | 0.971 | 1926-1941 | |
| 17 | Myril Hoag# | 0.967 | 1926-1940 | |
| 18 | Cleo Carlyle | 0.966 | 1928-1938 | |
| 19 | Fred Berger# | 0.954 | 1928-1938 |
