scheffe's method
comparisonsScheffé's method, also known as Scheffé's post hoc test, is a statistical method used to compare all possible pairs of means in an analysis of variance (ANOVA) when the null hypothesis of equal means is rejected. It is a conservative method that controls the family-wise error rate, which is the probability of making at least one type I error (false positive) among all comparisons.
The method calculates a critical value, called the Scheffé critical value, based on the number of groups being compared and the overall significance level. If the difference between two means is greater than the critical value, it is considered statistically significant at the chosen significance level.
Scheffé's method is often used when the number of comparisons is large and the researcher wants to control the overall error rate. However, it is known to be less powerful compared to other post hoc tests, such as Tukey's test or the Bonferroni correction, especially when the number of comparisons is small.
Overall, Scheffé's method is a useful tool for conducting multiple comparisons after rejecting the null hypothesis in an ANOVA, but researchers should consider the trade-off between controlling the error rate and statistical power when choosing a post hoc test.
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