7. Hypothesis Testing: Introduction to Hypothesis Testing
Hypothesis Testing Procedure
This chapter introduces the concept of hypothesis testing, one of the most commonly used inferential procedures.
Hypothesis Testing
Hypothesis testing is a statistical procedure that is used to draw inferences about a population on the basis of sample data.
There are many different hypothesis tests and although they all have their own nuances, the general procedure is the same for each one:
- State the hypotheses
- Set the criteria for a decision
- Collect the sample data and compute the test statistic
- Calculate the critical value and/or the -value
- Make a decision
To illustrate the concept of hypothesis testing, a -test will be used to investigate an example research scenario.
z-test
A -test uses sample data to test hypotheses about an unknown population mean .
1. Example: Research Question
A university wants to determine the effectiveness of a new Summer Course aimed at improving the statistical knowledge of its students. The students are graded on a scale from to , and from previous years it is known that the population of students currently has a mean grade of and a standard deviation of .
In order to test the impact of the Summer Course, a total of students are randomly selected to participate in the Summer Course.