Monotonicity of a Power Function: An Elementary Probabilistic Proof

It is pointed out that in many one-sided testing situations for a real-valued parameter ., the monotonicity of the power function hinges on the stochastic order of the underlying family of distributions [F.] rather than on the stronger property of monotone likelihood ratio of the family.An elementary proof, accessible to students of introductory probability and statistics, is presented.