11.2 How to set the hypotheses

  • Null Hypothesis (H0): This is the default assumption or statement that there is no effect or no difference. It represents the status quo.
  • Alternative Hypothesis (Ha): This is the statement you want to test, suggesting that there is an effect or a difference.

\[\left\{\begin{matrix} H_0 & \text{Null Hypothesis} \\ H_a & \text{Alternative Hypothesis} \end{matrix}\right.\]

Setting a threshold:

  • One side \[\left\{\begin{matrix} H_0 & \alpha \leq 0.05 \\ H_a & \alpha > 0.5 \end{matrix}\right.\]
  • Two sides \[\left\{\begin{matrix} H_0 & \alpha = 0.05 \\ H_a & \alpha \neq 0.05 \end{matrix}\right.\]