Math Problem Statement

A survey of 22832283 adults in a certain large country aged 18 and older conducted by a reputable polling organization found that 412412 have donated blood in the past two years. Complete parts​ (a) through​ (c) below. Question content area bottom Part 1 ​(a) Obtain a point estimate for the population proportion of adults in the country aged 18 and older who have donated blood in the past two years. ModifyingAbove p with caretpequals=enter your response here ​(Round to three decimal places as​ needed.) Part 2 ​(b) Verify that the requirements for constructing a confidence interval about p are satisfied. The sample ▼ can be assumed to be cannot be assumed to be is stated to not be is stated to be a simple random​ sample, the value of ▼ nn ModifyingAbove p with caret left parenthesis 1 minus ModifyingAbove p with caret right parenthesisp1−p n ModifyingAbove p with caretnp ModifyingAbove p with caretp n ModifyingAbove p with caret left parenthesis 1 minus ModifyingAbove p with caret right parenthesisnp1−p is enter your response here​, which is ▼ less than greater than or equal to ​10, and the ▼ population size sample size population proportion sample proportion

▼ is stated to be cannot be assumed to be can be assumed to be is stated to not be less than or equal to​ 5% of the ▼ sample size. sample proportion. population proportion. population size. ​(Round to three decimal places as​ needed.) Part 3 ​(c) Construct and interpret a 9090​% confidence interval for the population proportion of adults in the country who have donated blood in the past two years. Select the correct choice below and fill in any answer boxes within your choice. ​(Type integers or decimals rounded to three decimal places as needed. Use ascending​ order.) A. We are enter your response here​% confident the proportion of adults in the country aged 18 and older who have donated blood in the past two years is between enter your response here and enter your response here. B. There is a enter your response here​% chance the proportion of adults in the country aged 18 and older who have donated blood in the past two years is between enter your response here and enter your response here.

Solution

Part 1: Obtain a Point Estimate for the Population Proportion

The point estimate for the population proportion, p^\hat{p}, is given by:
p^=Number of successes (donated blood)Total number of adults surveyed\hat{p} = \frac{\text{Number of successes (donated blood)}}{\text{Total number of adults surveyed}}

Substitute the values:
p^=412412228322830.018\hat{p} = \frac{412412}{22832283} \approx 0.018

Answer for Part (a):
p^=0.018\hat{p} = 0.018 (rounded to three decimal places)


Part 2: Verify Requirements for Constructing Confidence Interval

The requirements for constructing a confidence interval about pp are:

  1. The sample can be reasonably assumed to be a simple random sample.
  2. The value of np^(1p^)n \hat{p}(1 - \hat{p}) must be greater than or equal to 10.
  3. The population size must be at least 20 times the sample size (equivalently, the sample size must be less than or equal to 5% of the population).

Step 1: Simple Random Sample

The problem states this is a survey conducted by a reputable polling organization. Hence, it is reasonable to assume the sample is a simple random sample.

Step 2: Check np^(1p^)n \hat{p}(1 - \hat{p})

np^(1p^)=22832283×0.018×(10.018)n \hat{p}(1 - \hat{p}) = 22832283 \times 0.018 \times (1 - 0.018) np^(1p^)=22832283×0.018×0.982402538n \hat{p}(1 - \hat{p}) = 22832283 \times 0.018 \times 0.982 \approx 402538 Since 40253810402538 \geq 10, this condition is satisfied.

Step 3: Population Size Relative to Sample Size

Assume the population size of adults in the country is significantly larger than the sample size n=22832283n = 22832283. Thus, the sample size is less than 5% of the population, satisfying this condition.

Answer for Part (b):

  • The sample can be assumed to be a simple random sample.
  • The value of np^(1p^)=402538n \hat{p}(1 - \hat{p}) = 402538, which is greater than or equal to 10.
  • The sample size is less than or equal to 5% of the population size.

Part 3: Construct and Interpret a 90% Confidence Interval

The formula for a confidence interval for a population proportion is:
p^±zp^(1p^)n\hat{p} \pm z \sqrt{\frac{\hat{p}(1 - \hat{p})}{n}}
For a 90% confidence level, the critical value z=1.645z = 1.645.

Step 1: Calculate the Margin of Error (ME)

ME=zp^(1p^)n\text{ME} = z \sqrt{\frac{\hat{p}(1 - \hat{p})}{n}} ME=1.6450.018×(10.018)22832283\text{ME} = 1.645 \sqrt{\frac{0.018 \times (1 - 0.018)}{22832283}} ME=1.6450.018×0.98222832283=1.6450.01767622832283\text{ME} = 1.645 \sqrt{\frac{0.018 \times 0.982}{22832283}} = 1.645 \sqrt{\frac{0.017676}{22832283}} ME=1.645×7.741×10101.645×0.0008790.001445\text{ME} = 1.645 \times \sqrt{7.741 \times 10^{-10}} \approx 1.645 \times 0.000879 \approx 0.001445

Step 2: Compute Confidence Interval

Lower bound=p^ME=0.0180.0014450.0166\text{Lower bound} = \hat{p} - \text{ME} = 0.018 - 0.001445 \approx 0.0166 Upper bound=p^+ME=0.018+0.0014450.0194\text{Upper bound} = \hat{p} + \text{ME} = 0.018 + 0.001445 \approx 0.0194

Answer for Part (c):

  • We are 90% confident the proportion of adults aged 18 and older in the country who have donated blood in the past two years is between 0.017 and 0.019.

Correct Choice:
A. We are 90% confident the proportion of adults in the country aged 18 and older who have donated blood in the past two years is between 0.017 and 0.019.


Follow-up Questions:

  1. What does the margin of error indicate about the precision of the estimate?
  2. How would the confidence interval change with a higher confidence level, like 95%?
  3. Why is it important to verify the conditions before constructing a confidence interval?
  4. How can sampling bias affect the reliability of this confidence interval?
  5. How would a larger sample size influence the margin of error?

Tip: Confidence intervals give a range of plausible values for the true population proportion but do not guarantee the exact proportion lies within the interval.

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Math Problem Analysis

Mathematical Concepts

Statistics
Proportions
Confidence Intervals
Sampling Techniques

Formulas

Point Estimate: p̂ = x / n
Margin of Error (ME): z * sqrt(p̂(1 - p̂) / n)
Confidence Interval: p̂ ± ME

Theorems

Central Limit Theorem
Properties of Proportions in Large Samples

Suitable Grade Level

Grades 10-12, College Introductory Statistics