The classical F-test for unequal means in a one-way ANOVA is known to be misleading when the populations have different variances. To overcome this (James, G. S. (1951). The comparison of several groups of observations when the ratios of the population variances are unknown. Biometrika 38:324–329 and Welch, B. L. (1951). On the comparison of several mean values: an alternative approach. Biometrika 38:330–336.) weighted the terms in the numerator sum of squares by the respective inverses of the sample mean variances, and they proposed equivalent tests based on F or ? 2 approximations to the null distribution of the weighted sum of squares for moderate sample sizes. We provide approximations for the nonnull distributions of their weighted statistics which are found to be useful in obtaining approximations to the power of the Welch F-test.