During years where Chesbro was eligible on the BBWAA ballot, Chesbro received zero votes in the 1936 balloting, one vote in the 1937 balloting, two votes in the 1938 balloting, and six votes in the 1939 balloting, zero votes in the 1942 balloting, and zero votes in the 1945 balloting.