Math Problem Statement
Solution
Let's go through the problem step-by-step to answer the questions presented.
Problem Summary
- Initial Poll: 620 voters, 59% support (p1 = 0.59).
- Subsequent Poll: 1080 voters, 56% support (p2 = 0.56).
We are tasked with:
- Testing if there is a significant decrease in voter support for the candidate (hypothesis test).
- If there is a significant difference, estimating this difference with a 95% confidence interval.
Step-by-Step Solution
a) Hypothesis Test
To test if there is a decrease in support, we can set up the hypotheses as follows:
- Null Hypothesis (H0):
- Alternative Hypothesis (H1): (indicating a decrease in support)
Since this is a test for proportions, we use the z-test for two proportions.
-
Calculate the pooled proportion:
-
Calculate the test statistic (z):
Given that we need to use (as provided in the question), we can find the p-value using standard normal tables or a calculator.
For , the p-value (for a one-tailed test) is approximately:
So, when rounded to four decimal places.
b) 95% Confidence Interval for the Difference in Proportions
If we conclude that there was a significant difference, we can calculate a 95% confidence interval for the difference in proportions as follows:
-
Formula for the confidence interval:
Where for a 95% confidence interval.
-
Plug in the values to compute the interval.
This interval will provide an estimate of the range within which the true difference in proportions lies, with 95% confidence.
Summary of Answers
- Test Statistic (z): 1.20
- P-value (P): 0.1151
Would you like further details on the calculations or clarification on any step?
Additional Related Questions
- What does the p-value represent in the context of hypothesis testing?
- How would the interpretation change if the p-value was less than 0.05?
- Why is a confidence interval useful in interpreting the difference in voter support?
- How would you calculate the confidence interval if the sample sizes were different?
- What other factors could impact voter support that aren't measured by this data?
Tip
Always double-check the conditions for using a z-test with proportions, such as ensuring both and are greater than 10, to ensure the test’s validity.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Proportion Testing
Confidence Intervals
Z-Test for Two Proportions
Formulas
Pooled Proportion Formula: p̂ = (x1 + x2) / (n1 + n2)
Z-Test Formula: z = (p1 - p2) / sqrt(p̂ * (1 - p̂) * (1/n1 + 1/n2))
Confidence Interval Formula: (p1 - p2) ± Zα/2 * sqrt((p1 * (1 - p1) / n1) + (p2 * (1 - p2) / n2))
Theorems
Central Limit Theorem
Suitable Grade Level
Undergraduate Statistics
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