McCormack was one of the first artists to record the popular ballad "I Hear You Calling Me" written in 1908 by Harold Harford and Charles Marshall; he recorded it twice for Odeon starting in 1908 and a further four times for Victor between 1910 and 1927 – it became his best seller.