03. Setting Up Hypothesis Tests - Part I

Setting Up Hypotheses - Part I

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In this video, you learned a few rules for setting up null and alternative hypotheses:

  1. The H0H_0 is true before you collect any data.

  2. The H0H_0 usually states there is no effect or that two groups are equal.

  3. The H0H_0 and H1H_1 are competing, non-overlapping hypotheses.

  4. H1H_1 is what we would like to prove to be true.

  5. H0H_0 contains an equal sign of some kind - either =, \leq, or \geq.

  6. H1H_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:

H0H_0: Innocent

H1H_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.