What is the difference between parametric and nonparametric hypothesis testing?
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Hi! We’re Dr. Hannah Volk-Jesussek and Dr. Mathias Jesussek, and our mission is to make statistics simple and approachable for everyone. On this channel, we break down fundamental statistical concepts into easy-to-understand explanations. Plus, we introduce you to numiqo – a powerful yet user-friendly tool to help you effortlessly analyze your data. Let’s make statistics less intimidating and more empowering, one step at a time! Our channel is also available in other languages: -German www.youtube.com/@numiqo_de -Spanish www.youtube.com/@numiqo_es
Video Description
Hi, in this video I explain the difference between parametric and non-parametric tests! You want to calculate a hypothesis test, but don't know exactly what the difference is between a parametric and non-parametric test and are wondering when to use which test. If you want to calculate a hypothesis test, you must first check the assumptions for the respective hypothesis test. One of the most common assumption is that the data used must be normally distributed. Put simply, if your data is normally distributed, parametric tests are used, e.g. the t-test, analysis of variance or pearson correlation. If your data is not normally distributed, non-parametric tests are used, e.g. the Mann-Whitney U test or the Spearman correlation. ► Statistics calculator https://numiqo.com/statistics-calculator/hypothesis-test ► EBOOK https://numiqo.com/statistics-book ► Tutorial https://numiqo.com/tutorial/parametric-and-non-parametric-tests 0:00 What are parametric and non-parametric hypothesis tests? 1:54 Pearson correlation vs. the Spearman correlation 4:00 t-test for independent samples vs. Mann Whitney U test 5:43 List of parametric and non-parametric hypothesis tests. 6:17 Calculating parametric and non-parametric hypothesis tests with DATAtab
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