If dataset included 100 possible explanatory variables, we would expect to see statistical significance for 5 comparisons, by chance alone. (That is 5%, after all, and we have set our alpha value at 5%!) Given this, explain why it is important to clearly state your null hypothesis, plan your study design, and draw predicted results before you conduct your experiment.