Z-test, Student’s T-test, Paired T-test, ANOVA, MANOVA? Actually they all belong to the Parametric statistics family which assumes that sample data come from a population that can be adequately modeled by a probability distribution that has a fixed set of parameters (mean, standard deviation) aka Normal Distribution.
Parametric tests usually assume three things:
However, in real life, these assumptions can hardly be met. Non-Parametric Tests have much more relaxed assumptions and they are either distribution-free or having a specified distribution but with the distribution’s parameters unspecified.
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