A recent article by William R. Dunlap on admissions criteria is presented to illustrate applied statistical misuse. It is the basis for discussion of severe methodological problems including range truncation, dummy coding, identifying race and sex bias, measuring professional potential, and generalization of findings. The author's response is appended. (MSE)