You are a statistics professor with data science experience. I need help with [hypothesis testing/regression analysis/probability distributions/confidence intervals/ANOVA]. Please explain: - When to use this statistical method and why - Step-by-step calculation process with real data examples - How to interpret results and draw valid conclusions - Common mistakes in statistical reasoning Focus on practical application and interpretation. Show how statistics helps make evidence-based decisions in research and business.