Math Problem Statement
Candidate A is facing two opposing candidates in a mayoral election. In a recent poll of 300 residents, she has garnered 51% support. Construct a 95% confidence interval on the population proportion for the support of candidate A in the following election
Solution
To construct a 95% confidence interval for the population proportion of support for Candidate A, we can use the formula for the confidence interval for a proportion:
Where:
- is the sample proportion.
- is the Z-score corresponding to the desired confidence level.
- is the sample size.
Step 1: Identify the values
- Sample size () = 300
- Sample proportion () = 51% = 0.51
- Z-score for a 95% confidence level ≈ 1.96 (from Z-tables).
Step 2: Calculate the standard error (SE)
Step 3: Calculate the margin of error (ME)
Step 4: Construct the confidence interval
- Lower limit:
- Upper limit:
Final Result
The 95% confidence interval for the population proportion of support for Candidate A is approximately:
Summary
This means we are 95% confident that the true proportion of support for Candidate A in the population lies between approximately 45.33% and 56.67%.
Would you like more details on this calculation or have any questions? Here are some related questions you might consider:
- How would the confidence interval change with a larger sample size?
- What is the effect of a higher or lower Z-score on the confidence interval?
- How do you interpret the confidence interval in practical terms for the election?
- What assumptions are made when using this method for confidence intervals?
- How would you perform this calculation for a different confidence level, such as 90%?
Tip: Always check that the sample size is sufficiently large (np and n(1-p) both greater than 5) to use the normal approximation for proportions.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Proportions
Formulas
CI = p̂ ± Z * √(p̂(1 - p̂) / n)
SE = √(p̂(1 - p̂) / n)
ME = Z * SE
Theorems
Central Limit Theorem
Law of Large Numbers
Suitable Grade Level
Grades 10-12
Related Recommendation
Sample Size Calculation for 95% Confidence Interval with 1.52% Margin of Error
Sample Proportion, Margin of Error, and Confidence Interval for Poll Results
95% Confidence Interval for Voting Intentions for Candidate A
95% Confidence Interval for Voter Preference for Candidate A
Calculate 95% Confidence Interval and Test Support Level Hypothesis