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Question:
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Asked by: rohan singh
Created at: 2025-11-03 21:07:44
Asked by: rohan singh
Created at: 2025-11-03 21:07:44
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To solve this problem, we'll compare the proportions of male and female students who smoke using a 95% confidence interval for the difference between the two proportions. Here's how to approach it:
### Step-by-Step Solution
1. **Extract Data from the Table:**
| Gender | Smoke: Yes | Smoke: No | Total |
|--------|-----------------------|-------|
| Male | 9 | 51 | 60 |
| Female | 9 | 81 90 |
| Total | 18 | 132 | 150 |
2. **Calculate Proportions:**
- Proportion of male smokers (\(p_1\)):
\[
p_1 = \frac{9}{60} = .15
\]
- Proportion of female smokers (\(p_2\)):
\[
p_2 = \frac{9}{90} = .10
\]
3. **Calculate the Standard Error (SE) for the Difference in Proportions:**
\[
SE = \sqrt{\frac{p_1(1 - p_1)}{n_1} + \frac{p_2(1 - p_2)}{n_2}}
\]
Where \(n_1 = 60\) and \(n_2 = 90\).
\[
SE = \sqrt{\frac{.15 \times .85}{60} + \frac{.10 \times .90}{90}}
\]
\[
SE \approx \sqrt{\frac{.1275}{60} + \frac{.09}{90}}
\]
\[
SE \approx \sqrt{.002125 + .001}
\]
\[
SE \approx \sqrt{.003125}
\]
\[
SE \approx .0559
\]
4. **Calculate the 95% Confidence Interval:**
- The critical value for a 95% confidence interval is approximately 1.96.
- Calculate the margin of error (ME):
\[
ME = 1.96 \times SE = 1.96 \times .0559 \approx .1095
\]
- The confidence interval for \(p_1 - p_2\) is:
\[
(p_1 - p_2) \pm ME = (.15 - .10) \pm .1095
\]
\[
.05 \pm .1095 = (-.0595, .1595)
\]
### Interpretation
The 95% confidence interval for the difference in proportions of male and female students who smoke is approximately \((-.0595, .1595)\). This interval includes zero, suggesting there is no statistically significant difference between the proportions of male and female smokers at the 95% confidence level.
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