Math Problem Statement
Suppose you wish to estimate the difference between the mean acidity for rainfalls at two different locations, one in a relatively unpolluted area and the other in an area subject to heavy air pollution. If you wish your estimate to be correct to the nearest 0.1 pH, with probability near 0.90, approximately how many rainfalls (pH values) would have to be included in each sample? (Assume that the variance of the pH measurements is approximately 0.35 at both locations and that the samples will be of equal size. Round your answer up to the nearest whole number.) n1 = n2 = rainfalls
Solution
To determine the required sample size for each location, we use the formula for the margin of error in estimating the difference between two means:
where:
- is the margin of error (0.1 pH in this case),
- is the critical z-score corresponding to a 90% confidence level (which is 1.645),
- is the variance (given as 0.35),
- is the sample size per group.
Step 1: Solve for
Step 2: Square both sides
Step 3: Solve for
Since we always round up to the next whole number:
Thus, the required sample size for each location is 190 rainfalls.
Would you like a breakdown of any step? Here are some related questions:
- How do we determine the critical z-score for different confidence levels?
- What happens if the variances at the two locations are different?
- How does increasing the confidence level affect the sample size?
- Why do we round up the sample size instead of rounding to the nearest integer?
- What are the implications of assuming equal variance in real-world studies?
Tip: If the confidence level were 95% instead of 90%, you would need a larger sample size because a higher confidence level requires a wider margin.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Sample Size Calculation
Formulas
Margin of Error formula: ME = z_{\alpha/2} \times \sqrt{\frac{2\sigma^2}{n}}
Theorems
Central Limit Theorem
Confidence Interval for Difference of Means
Suitable Grade Level
Grades 11-12
Related Recommendation
99.99% Confidence Interval for Mean pH of Rainwater
99% Confidence Interval for Standard Deviation of pH in Rainwater
99% Confidence Interval Calculation for Mean pH in Rainfall
Sample Size Calculation for Estimating Mean Water Usage
Calculate Sample Size for Estimating Mean Water Usage with 95% Confidence