Multiple Three-Decision Rules for Factorial Simple Effects: Bonferroni Wins Again!

Abstract

Multiple t tests are used to decide which of several simple effects are positive and which are negative. Exact critical points are derived and compared with simple conservative bounds of Bonferroni, Scheffé, and Tukey, with the Bonferroni bounds being close and relatively closest to the exact values.