In: Statistics and Probability
Let's talk that scenario and work with some fictional data from it: Let's imagine there was a question on the survey that asks "On average, how many times a day do you worry about COVID-19, either for yourself, family, or community? Below is some data for 10 respondents. In the space below,describe all of the steps you would use to calculate the appropriate type of t-test (independent or paired samples), given we want to compare Trump voters to Clinton voters. For this question, just list the steps - do not do any calculations. That will be in the next question.
Your list will have at least 6 steps. Just get as far as the t-statistic; no need to describe hypothesis testing steps in this problem.
Number of times worry per day |
Voted for in 2016 1= Clinton 2 = Trump |
4 | 1 |
2 | 1 |
14 | 1 |
3 | 1 |
0 | 1 |
3 | 2 |
5 | 2 |
0 | 2 |
3 | 2 |
6 | 2 |
Using the COVID-19 worry data and political party data directly above, go ahead and conduct the appropriate type of t-test, using the steps you've listed in your response above. When you have calculated the t-statistic, use your table of critical values of t, with the p value criteria (alpha) of .05 to conduct your hypothesis test, State your conclusion in a complete sentence(s), and in the language of hypothesis testing. To help you along (and to check your work): Among Clinton voters, the mean worry score is 4.60, and the standard deviation is 5.46
Let the population mean number of times a Clinton voter worries about COVID be denoted by and the population mean number of times a Trump voter worries about COVID be denoted by
Here we are to test
The given data is summarized as follows:
Clinton-voters | Trump-voters | |
Sample size | n1=5 | n2=5 |
Sample mean | =4.60 | =3.4 |
Sample SD | s1=5.46 | s2=2.30 |
The test statistic is given by
where s' is given by
So,
The test statistic follows t distribution with df 8
The p-value is obtained as 0.662651
As the p-value is more than 0.05, we fail to reject the null hypothesis at 5% level of significance and hence conclude that the worry for COVID does not significantly differ with the difference in political views at 5% level of significance.
Hopefully this will help you. In case of any query, do comment. If you are satisfied with the answer, give it a like. Thanks.