After completing his education, Mukerjee taught briefly at University of Calcutta and then at the Indian Statistical Institute, where he was awarded an out-of-turn promotion to full professorship at the age of thirty three.
Mukerjee is or has been on the editorial boards of such major international journals as The Annals of Statistics, Biometrika, Journal of the Royal Statistical Society Series B, and Statistica Sinica.