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2 years ago in Data Analysis , Statistical Analysis By Neethi

Post hoc test for Kruskal-Wallis test other than Bonferroni

In statistical analysis using the Kruskal-Wallis test, are there alternative post hoc tests available besides Bonferroni correction, and what factors should be considered when selecting a post hoc test to compare multiple groups?

DataAnalysis StatisticalTests Statistics

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By Fathima M Answered 2 years ago

While Bonferroni correction is a commonly used method for post hoc testing following a Kruskal-Wallis test, alternative approaches such as Dunn's test or the Conover-Iman test may also be employed. When selecting a post hoc test, researchers should consider factors such as the distribution of data, sample size, and the desired balance between Type I and Type II errors. Dunn's test is suitable for non-parametric data and provides greater power than Bonferroni correction, while the Conover-Iman test offers robustness against unequal sample sizes. It's important to assess the assumptions and requirements of each post hoc test and choose the most appropriate method based on the specific characteristics of the dataset and research question.

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