03. Setting Up Hypothesis Tests - Part I
Setting Up Hypotheses - Part I
In this video, you learned a few rules for setting up null and alternative hypotheses:
- The H_0 is true before you collect any data.
- The H_0 usually states there is no effect or that two groups are equal.
- The H_0 and H_1 are competing, non-overlapping hypotheses.
- H_1 is what we would like to prove to be true.
- H_0 contains an equal sign of some kind - either =, \leq, or \geq.
- H_1 contains the opposition of the null - either \neq, >, or <.
You saw that the statement, "Innocent until proven guilty" is one that suggests the following hypotheses are true:
H_0: Innocent
H_1: Guilty
We can relate this to the idea that "innocent" is true before we collect any data. Then the alternative must be a competing, non-overlapping hypothesis. Hence, the alternative hypothesis is that an individual is guilty.