Stearnes is considered by some as one of the great all-around players in the history of baseball, but because of his race and his quiet personality, he never received the recognition that many believe he deserved. He batted over .400 three times and led the Negro leagues in home runs seven times. He is credited with 176 home runs in his Negro league career, the all-time Negro league record, and 50 more than second-place Mule Suttles. Since Negro league seasons were very short, sometimes lasting fewer than 30 games, it is unclear how many home runs Stearnes might have hit in a 154-game major league season. The 175-pound Stearnes was a fast baserunner despite his awkward-looking running form, and was one of the best outfielders of his generation. In 2001, writer Bill James ranked Stearnes as the 25th greatest baseball player of all-time and the best left fielder in the Negro leagues.