If an experimenter wants to determine the degree of a polynomial regre
ssion on the basis of a sample of observations, Anderson showed that t
he following method is optimal. Starting with the highest (specified)
degree the procedure is to test in sequence whether the coefficients a
re 0. In this paper optimal designs for Anderson's procedure are deter
mined explicitly. The optimal design maximizes the minimum power of a
given set of alternatives.