An online survey asked 1,000 adults “What do you buy from your mobile device?” The results indicated that 61% of the females and 39% of the males answered clothes.
The sample sizes for males and females were not provided. Suppose that both samples were 500 and that 195 out of the 500 males and 305 out of the 500 females reported they buy clothing from their mobile device.
Using the Excel output below, answer the following questions:
Z Test for Differences in Two Proportions |
|
Data |
|
Hypothesized Difference |
0 |
Level of Significance |
0.01 |
Group 1 |
|
Number of Items of Interest |
195 |
Sample Size |
500 |
Group 2 |
|
Number of Items of Interest |
305 |
Sample Size |
500 |
Intermediate Calculations |
|
Group 1 Proportion |
0.39 |
Group 2 Proportion |
0.61 |
Difference in Two Proportions |
-0.22 |
Average Proportion |
0.5000 |
Z Test Statistic |
-6.9570 |
Two-Tail Test |
|
Lower Critical Value |
-2.5758 |
Upper Critical Value |
2.5758 |
p-Value |
0.0000 |
Reject the null hypothesis |
a) Is there evidence of the difference between males and females in the proportion who said they buy clothing from their mobile device at the 0.01 level of significance?
b) What is the null hypothesis?
c) What is the correct t-statistic?
d) What is the correct decision rule?
e) What is the correct conclusion?
f) Using only the p-value, what is the conclusion?
(a) Yes, there is a difference between males and females in the proportion who said they buy clothing from their mobile device at the 0.01 level of significance.
(b) There is no difference between males and females in the proportion who said they buy clothing from their mobile device
(c) The t-statistic is -6.9570.
(d) Reject Ho if z > 2.5758 or z < -2.5758.
(e) There is a difference between males and females in the proportion who said they buy clothing from their mobile device at the 0.01 level of significance.
(f) Since the p-value (0.0000) is less than the significance level (0.01), we can reject the null hypothesis.
There is a difference between males and females in the proportion who said they buy clothing from their mobile device at the 0.01 level of significance.
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