Sparks became a member of the Chi Phi Fraternity at Ohio Weslayen and a founder and charter member of the Iota chapter at the Ohio State University. He served as the Grand Gamma (National Secretary) of the Fraternity and was also instrumental in bringing Chi Phi to Penn State just before his death in 1924. In his memory, Chi Phi established the Sparks Memorial Medal, presented to the undergraduate member in each chapter who had, during the preceding year, the highest grade point average.