45 . Steps of hypothesis testing State the null and alternative hypotheses Set the significance level before analyzing the data Obtain the probability value based on the analysis of your empirical data Compare the probability value to the significance level and make the statistical decision . This step includes two decision - making rules Compute effect size , interpret the results , and make a substantive , real world judgment about practical significance