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Khairul Islam

Department of Mathematics and Statistics, Eastern Michigan University



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Tanweer Shapla

Department of Mathematics and Statistics, Eastern Michigan University



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486 – Computing Kaleidoscope

On Consistency and Limitation of Parametric and Non-Parametric Paired Sample Tests

Sponsor: Section on Statistical Computing
Keywords: Tests of paired samples, Skewness, Correlation, Power

Khairul Islam

Department of Mathematics and Statistics, Eastern Michigan University

Tanweer Shapla

Department of Mathematics and Statistics, Eastern Michigan University

A paired t-test is a very common test for before-after measurements under the assumption that the difference of the before-after measurements form a sample form a normal distribution. In the violation of normality assumption, the popular alternatives are nonparametric sign test or signed rank test. How do these tests behave in the presence of varying skewness or varying correlation in the paired population? In this paper, we carry out a simulation study to evaluate the consistency and limitations of various tests of paired samples due to varying skewness and correlation in the paired populations from beta, exponential and gamma distributions.

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