What does the term statistical significance mean? If you are interested in estimating the strength of association between variables, would you rely on tests of significance or measures of association? If you are interested in determining whether or not an observed relationship between variables in your sample is likely to exist in the population, would you rely on tests of significance or measures of association? What are inferential statistics