Complex sentence: A test of statistical significance uses observations from a data set to compute a test statistic characterizing a hypothesis of interest and compares that test statistic to a reference distribution expected under the null hypothesis.
Split into simpler sentences: A test of statistical significance uses observations from a data set to compute a test statistic characterizing a hypothesis of interest. It then compares that test statistic to a reference distribution expected under a null hypothesis.