After his playing career, Melvin coached the St. Bonavanture Bonnies and Toledo Rockets men's basketball teams between 1947 and 1965.[2] In his 17 years as an NCAA Division I head coach, Melvin compiled an overall record of 222–179, including three consecutive conference regular season championships from 1950 to 1952.[2]
He was a southpaw;[3] Eddie Beachler of The Pittsburgh Press described his left-handed dribble and push-shot as "deceptive",[4] while Dan McGibbeny of Pittsburgh Post-Gazette several years after Melvin's retirement from playing recounted how he was "a sprightly lad with a rare ability to dribble left-handed for a full game."[5]
Melvin was of Serbian origin.[6][7] He legally changed his last name from Milkovich to Melvin in late 1951.[8]
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