Johnson, was a star athlete at McGill University in Montreal, Quebec, where he led the varsity track and field team to four consecutive championships in the 1920s. After graduating with an arts degree in 1923, he became the first McGill athlete to earn a Rhodes scholarship to the University of Oxford in England. In October, 2007, he was posthumously inducted into the McGill Sports Hall of Fame.