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and the Jonckheere test for ordered alternatives can be conducted with ordinal data in place of independent samples ANOVA. Tests for more than two related samples includes the Friedman two-way analysis of variance by ranks and the Page test for ordered alternatives. Correlation measures appropriate for two ordinal-scaled variables include Kendall's tau,

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