Chisholm wrote over 1,200 sacred poems over his lifetime, many of which appeared in various Christian periodicals, and he served as an editor of The Pentecostal Herald in Louisville for a period.[9] In 1923, Chisholm wrote the poem "Great Is Thy Faithfulness" which he submitted to William M. Runyan who was affiliated with the Moody Bible Institute and Runyan set the song to music.[10] He also wrote the lyrics "Living for Jesus", composed by C. Harold Lowden.[7] Towards the end of his life, Chisholm retired to the Methodist Home for the Aged in Ocean Grove, New Jersey.[5] He died on February 29, 1960, in Ocean Grove.[4]