Construct a confidence interval for p, -P2 at the given level of confidence. X1 = 387, n, = 536, x2 = 415, n2 = 551, 90% confidence The researchers are % confident the difference between the two population proportions, p, -P2, is between and (Use ascending order. Type an integer or decimal rounded to three decimal places as needed.)
Construct a confidence interval for p, -P2 at the given level of confidence. X1 = 387, n, = 536, x2 = 415, n2 = 551, 90% confidence The researchers are % confident the difference between the two population proportions, p, -P2, is between and (Use ascending order. Type an integer or decimal rounded to three decimal places as needed.)
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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Transcribed Image Text:### Constructing a Confidence Interval for the Difference in Population Proportions
In this lesson, we will learn how to construct a confidence interval for the difference between two population proportions, \( p_1 - p_2 \), using the given data and a specified confidence level. This is useful when you want to compare two groups and understand the range in which the true difference in their proportions lies with a certain level of confidence.
#### Given Data:
- \( x_1 = 387 \)
- \( n_1 = 536 \)
- \( x_2 = 415 \)
- \( n_2 = 551 \)
- Confidence level: 90%
#### Step-by-Step Process:
1. **Identify the given values**:
- \( x_1 \) and \( n_1 \) are the sample successes and sample size for the first population.
- \( x_2 \) and \( n_2 \) are the sample successes and sample size for the second population.
2. **Calculate the sample proportions**:
- Sample proportion for the first population: \( \hat{p}_1 = \frac{x_1}{n_1} \)
- Sample proportion for the second population: \( \hat{p}_2 = \frac{x_2}{n_2} \)
3. **Determine the difference between the sample proportions**:
- Difference: \( \hat{p}_1 - \hat{p}_2 \)
4. **Calculate the standard error of the difference between the two proportions**:
- Standard Error (SE): \( \sqrt{\frac{\hat{p}_1 (1 - \hat{p}_1)}{n_1} + \frac{\hat{p}_2 (1 - \hat{p}_2)}{n_2}} \)
5. **Find the Z-score corresponding to the 90% confidence level**:
- Z-score for 90% confidence is typically 1.645 (this can be found from Z-tables or statistical tools)
6. **Calculate the margin of error**:
- Margin of Error (ME): \( Z \times SE \)
7. **Construct the confidence interval**:
- Lower bound: \( (\hat{p}_1 - \hat{p}_2) - ME \)
- Upper bound: \( (\hat{p}_1 - \hat{p
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