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Bolden was born January 19, 1935, to Daniel and Ophelia Bolden in East St. Louis, Illinois. He attended Lincoln High School in East St. Louis, Illinois. Bolden graduated cum laude from Lincoln University with a B.A. in music composition. Afterwards, he became the first African-American detective with the Pinkerton National Detective Agency prior to becoming a highway patrolman with the Illinois State Police.