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In statistics, choosing the right test can be challenging. This video discusses seven tests involving means, proportions, and relationships. When deciding which test to use, consider the level of measurement, number of samples, and the purpose of analysis. Nominal data is categorical, qualitative, or nonparametric, with examples like color or defective parts. Nominal data is usually presented as frequencies or proportions. Tests for nominal data include tests for proportions and differences of two proportions.