This advanced sequence for undergraduate students explores the critical distinction between statistical significance and practical importance. Students move beyond p-values to master effect size measures like Cohen's d and the principles of statistical power, culminating in a critical analysis of the replication crisis and the role of rigorous study design in scientific integrity.