Shumate is a surname. Notable people with the surname include:

• Anderson E. Shumate (1879–1947), American politician
• David Shumate, American poet
• Fern Shumate (1910-2003), American writer
• Harold Shumate (1893–1983), American screenwriter
• Ignatius Elgin Shumate (1834-1907), American politician
• Jabar Shumate (born 1976), American politician
• Jessamine Shumate (1902-1990), American artist, historian and cartographer
• Jim Shumate (1921–2013), American bluegrass fiddler
• John Shumate (born 1952), American basketball player
• Keith Shumate, American college baseball player and coach
• Mark Shumate (born 1960), American football player
• Whitney Shumate (1896-1966), American businessman and civic leader

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