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.