In: Statistics and Probability
Psychologists are interested in finding out what proportion of men and women have ended a budding relationship because a kiss did not go well. A survey was administered to a random sample of adults and asked each individual to disclose whether they ended a budding relationship because a kiss did not go well. The results of the survey are summarized in the table.
Men |
Women |
|
No |
45 |
39 |
Yes |
15 |
21 |
a) Identify whether the sampling method used in this study is independent or dependent. Explain.
b) Obtain a point estimate for the proportion of men who have ended a budding relationship because a kiss did not go well. Obtain a point estimate for the proportion of women who have ended a budding relationship because a kiss did not go well.
c) Does the data suggest that a lower proportion of men have ended a budding relationship because a kiss did not go well than women at the ? = 0.05 level of significance? Use the critical value method. (Show all six steps for hypothesis testing.)
d) Estimate the difference in proportion of men and women who have ended a budding relationship because a kiss did not go well with 90% confidence. Does the sample evidence suggest there is a difference between the two population proportions? If so, interpret and describe the difference by identifying which group has a lower proportion.
(a) The study is dependent because each individual was asked to disclose whether they ended a budding relationship because a kiss did not go well.
(b)
p1 | p2 |
0.25 | 0.35 |
15/60 | 21/60 |
(c) The hypothesis being tested is:
H0: p1 = p2
Ha: p1 < p2
The test statistic is -1.20.
The critical value is 1.645.
Since 1.20 < 1.645, we cannot reject the null hypothesis.
Therefore, we cannot conclude that a lower proportion of men have ended a budding relationship because a kiss did not go well than women.
(d) The 90% confidence interval for the difference in the proportion of men and women who have ended a budding relationship because a kiss did not go well is between -0.2368 and 0.0368.
p1 | p2 | pc | |
0.25 | 0.35 | 0.3 | p (as decimal) |
15/60 | 21/60 | 36/120 | p (as fraction) |
15. | 21. | 36. | X |
60 | 60 | 120 | n |
-0.1 | difference | ||
0. | hypothesized difference | ||
0.0837 | std. error | ||
-1.20 | z | ||
1.6450 | critical value | ||
-0.2368 | confidence interval 90.% lower | ||
0.0368 | confidence interval 90.% upper | ||
0.1368 | margin of error |