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Dear fellow students and colleagues, Non-parametric tests are used in the statistical analysis to deal with situations where parametric tests don’t fit. For example, the traditional test such as t-test cannot be applied to non-normal populations or the analysis of variance cannot be conducted. That’s why non-parametric statistics become important in situations where a conventional parametric test will give you incorrect results. We will discuss three types of non-parametric tests: (1) Non-parametric regression analysis, (2) Non
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In my opinion, non-parametric tests are highly valued in both academic and professional settings. By providing alternative tests, non-parametric tests are often seen as being more flexible, precise, and non-invasive than parametric tests, in spite of having less statistical power and less formal guarantees. Moreover, non-parametric tests often yield more accurate answers, especially when used to evaluate the strength of associations among variables. By looking at the box plots or kernel density estimation instead of the simple linear regression, a non-parametric test
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In non-parametric statistical tests, you don’t need to specify a population, or its parameters. Here, the population is a collection of samples, and these samples are distributed among different objects. So, the main difference is that in the population, there is no single entity or center, as in a parametric population, while in non-parametric population, you need to choose an object for the center or the group of objects to analyze. Therefore, in non-parametric testing, you don’t need to use the parametric hypothesis testing
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