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| League History Index | Players | Teams | Managers | Leagues | Leaderboards | Awards | Accomplishments |
| Rank | Player | EFF | YEAR | Open Season Leaderboard |
|---|---|---|---|---|
| 1 | Barney Bancroft | 1.122 | 1926-1940 | |
| 2 | Punkin Griffin | 1.101 | 1903-1913 | |
| 3 | Sammy Wing | 1.100 | 1885-1896 | |
| 4 | Tuck Crooks | 1.086 | 1896-1905 | |
| 5 | Emanuel Fairchild | 1.076 | 1912-1922 | |
| 6 | Wiley Woodcock* | 1.064 | 1913-1928 | |
| 7 | Agustus Rily | 1.063 | 1902-1910 | |
| 8 | Danny Wise | 1.062 | 1954-1965 | |
| 8 | Ephram Rohr | 1.062 | 1883-1888 | |
| 10 | Bill Kelly | 1.059 | 1933-1949 | |
| 11 | Roger Shafer | 1.058 | 1934-1947 | |
| 12 | Joe Bloodworth | 1.057 | 1905-1916 | |
| 13 | Mark Meador | 1.056 | 1952-1966 | |
| 14 | Uriah Beach | 1.054 | 1892-1900 | |
| 15 | Bruce Tonner# | 1.053 | 1954-1968 | |
| 16 | Tim Mary | 1.052 | 1876-1887 | |
| 17 | Spencer Lehr | 1.051 | 1904-1918 | |
| 18 | Mickey Fink | 1.049 | 1927-1940 | |
| 19 | Larry Powers | 1.047 | 1937-1951 | |
| 20 | Jimmie Fisher | 1.045 | 1934-1947 | |
| 21 | Milt Daniel | 1.042 | 1948-1964 | |
| 21 | Vincent Wellington | 1.042 | 1913-1923 | |
| 21 | Avery Brassard | 1.042 | 1935-1950 | |
| 24 | Thomas Keegan | 1.041 | 1897-1905 | |
| 24 | Tug Appel* | 1.041 | 1896-1913 | |
| 26 | Bud Mulligan | 1.040 | 1885-1893 | |
| 26 | Jose Nova# | 1.040 | 1960-1967 | |
| 26 | Ed Stanley | 1.040 | 1927-1942 | |
| 29 | Frank Sutton | 1.039 | 1938-1951 | |
| 29 | Bob Bates | 1.039 | 1935-1948 | |
| 29 | Keith Owens# | 1.039 | 1951-1968 | |
| 32 | Jerry Pickard | 1.037 | 1915-1925 | |
| 32 | Ron Nichols# | 1.037 | 1953-1968 | |
| 34 | Dick Norris | 1.035 | 1929-1942 | |
| 35 | Tom McMullin* | 1.027 | 1925-1942 | |
| 35 | Witness York | 1.027 | 1948-1967 | |
| 35 | Ed Andrews | 1.027 | 1881-1890 | |
| 38 | Madison Southworth | 1.026 | 1915-1932 | |
| 38 | Jake Smith | 1.026 | 1944-1958 | |
| 38 | Dave Deschamps# | 1.026 | 1959-1968 | |
| 41 | Ben Kelley | 1.025 | 1943-1962 | |
| 41 | Pat Isom | 1.025 | 1946-1963 | |
| 43 | Walton Lake | 1.024 | 1896-1908 | |
| 43 | Egbert Beaty | 1.024 | 1901-1914 | |
| 43 | Henery Masterson | 1.024 | 1904-1914 | |
| 43 | John Young | 1.024 | 1946-1967 | |
| 47 | Luther Hicks | 1.023 | 1919-1938 | |
| 47 | Zip Cooper | 1.023 | 1946-1963 | |
| 47 | Hub Anderson | 1.023 | 1945-1956 | |
| 50 | Tommy Blanks | 1.022 | 1946-1954 | |
| 50 | Willie Cooper# | 1.022 | 1957-1968 | |
| 52 | Bob Mitchell | 1.021 | 1936-1952 | |
| 52 | Archie Moon | 1.021 | 1948-1963 | |
| 52 | Danny Bueno# | 1.021 | 1958-1967 | |
| 52 | Homer Gifford | 1.021 | 1917-1925 | |
| 56 | Roy Kohler | 1.020 | 1912-1918 | |
| 56 | Doug Switzer | 1.020 | 1956-1966 | |
| 58 | Trick Sisson | 1.018 | 1917-1929 | |
| 58 | Bloop Moriarty | 1.018 | 1897-1911 | |
| 58 | Seymour McKinley | 1.018 | 1909-1919 | |
| 61 | Mathias Walls | 1.017 | 1883-1894 | |
| 62 | Archibald Godwin | 1.016 | 1884-1899 | |
| 62 | Antonio Stickel | 1.016 | 1950-1964 | |
| 64 | Miles Vickers | 1.014 | 1888-1903 | |
| 65 | George Rathbun | 1.013 | 1897-1905 | |
| 65 | Orlando Gutierrez | 1.013 | 1952-1962 | |
| 67 | Cy Atwater | 1.009 | 1944-1954 | |
| 68 | Robert Orrin | 1.008 | 1954-1966 | |
| 68 | Clifford Hatch | 1.008 | 1886-1895 | |
| 70 | Charlie Ragan | 1.007 | 1943-1959 | |
| 70 | Forest Covington | 1.007 | 1907-1921 | |
| 70 | Ken Warren | 1.007 | 1943-1957 | |
| 70 | Neil Fisher# | 1.007 | 1956-1968 | |
| 74 | Sherry Lewis | 1.005 | 1945-1959 | |
| 74 | Luther Smith | 1.005 | 1876-1886 | |
| 76 | Joe Rigoli | 1.004 | 1944-1955 | |
| 76 | Elmer Turner | 1.004 | 1928-1946 | |
| 78 | Walter Hoff | 1.002 | 1910-1921 | |
| 78 | Wilber Coon | 1.002 | 1912-1925 | |
| 80 | Kevin Pafford | 1.001 | 1952-1967 | |
| 80 | Hillyer Bryan# | 1.001 | 1950-1968 | |
| 82 | Naaman Manley | 0.999 | 1902-1909 | |
| 82 | Jefferson Cassidy | 0.999 | 1884-1892 | |
| 84 | Jim Long | 0.998 | 1930-1944 | |
| 84 | Dwight Richard | 0.998 | 1936-1947 | |
| 86 | Dave Wynn# | 0.997 | 1952-1967 | |
| 87 | Rufus Forsythe | 0.995 | 1911-1918 | |
| 88 | Donald Peter | 0.994 | 1884-1892 | |
| 89 | Ray Eckhardt | 0.992 | 1950-1964 | |
| 90 | Thomas Boswell | 0.991 | 1895-1903 | |
| 90 | Dick Sykes | 0.991 | 1931-1942 | |
| 92 | Hatrack Hines | 0.990 | 1950-1966 | |
| 92 | Jerome Fisk | 0.990 | 1895-1907 | |
| 92 | Pierre Ellsworth* | 0.990 | 1887-1907 | |
| 92 | Mathew Randal | 0.990 | 1886-1892 | |
| 96 | Gene McLaughlin# | 0.989 | 1956-1968 | |
| 97 | Dooley Sauer | 0.988 | 1906-1921 | |
| 97 | Bump Mullin | 0.988 | 1918-1928 | |
| 99 | Willie Black# | 0.987 | 1952-1968 | |
| 99 | Dewey Evans | 0.987 | 1944-1954 |
