R. Davidson et Jg. Mackinnon, GRAPHICAL METHODS FOR INVESTIGATING THE SIZE AND POWER OF HYPOTHESIS TESTS, Manchester School of Economic and Social Studies, 66(1), 1998, pp. 1-26
Simple techniques for the graphical display of simulation evidence con
cerning the size and power of hypothesis tests are developed and illus
trated. Three types of figures-called P value plots, P value discrepan
cy plots and size-power curves-are discussed. Some Monte Carlo experim
ents on the properties of alternative forms of the information matrix
test for linear regression models and probit models are used to illust
rate these figures. Tests based on the outer-product-of-the-gradient (
OPG) regression generally perform much worse in terms of both size and
power than efficient score tests.