Beginning with work on a treatise on the functions of a complex variable published in 1917, Thomas MacRobert, made many investigations on the properties of the special functions of mathematics and wrote over 70 papers on the subject. Much of his work was related to the hypergeometric function and the E-function.

He also wrote on spherical harmonics, Bessel functions; and infinite series.