Visual guide to null hypothesis testing and the scientific method of statistical inference. What is a Null Hypothesis? Null Hypothesis (H₀): A statement of "no effect" or "no difference" that we test against. Alternative Hypothesis (H₁ or Hₐ): What we suspect might be true instead. Visual …