Robinson was raised in Chicago. A self-taught musician, Robinson's love for ragtime began in the 7th grade His mother purchased a piano and he spent the next three years submerged in the self study of music. In 1988 Robinson took lessons with Theodore Bargman at the American Conservatory of Music in downtown Chicago. He also studied sight-reading and began to compose music in various styles including ragtime piano.