Determining the appropriate statistical test depends on the type of data you have (nominal, ordinal, interval, or ratio) and the specific research question you're addressing. For instance, if you're comparing means between two groups, a t-test may be suitable, while ANOVA is appropriate for more than two groups. When assessing relationships between variables, correlation or regression analysis...