In: Statistics and Probability
Provide an example of a nonparametric hypothesis test in scientific research.
So we need to find whether the thickness for a bridge plating rods varies among the different companies available. Since we cannot model the thickness as normal, therefore here a test like kruskal willis test would enable us to test whether the different companies plates have different thickness from the industrial standard and from each other.
Kruskal Willis test, the non parametric alternative to the One way ANOVA is an example of a test that is used in scientific research. It is generally used when not all ANOVA assumptions are met. The major use of this particular test is to ascertain whether the samples are coming from populations that have equal medians. We generally make use of the test when the dependent variable is measured at the ordinal level or when the assumptions of normality are not being met. The conditions of this particular test include the assumption that the sample have been selected independently and the populations from which samples are taken have the same general shape.
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