This paper reviews and extends nonnull distribution results for ratios of normal quadratic forms found in R2S, F-tests, and likelihood ratio criteria. The extensions cover misspecified regression models and models with normal scale mixture errors or stochastic regressors. Practical examples illustrate how multicollinearity, omitted variables and nonnormal errors affect power. A final section provides computational formulae.