We derive generating functions for various rank statistics and we use computer algebra to compute the exact null distribution of these statistics. We present various techniques for reducing time and memory space used by the computations. We use the results to write Mathematica notebooks for computing exact tail-probabilities and to extend tables of critical values for some well-known rank statistics
