You wish to test the claim that Washington residents (Group 2) have a higher average monthly bill for their health insurance than Idaho residents (Group 1) at a significance level of a=0.02. Ho: H1 - H2 = 0 Ha: H1 – µ2 < 0 You believe both populations are normally distributed, but you do not know the standard deviations for either or that they have the same standard deviation. You obtain a sample of size 21 with a mean of 87.6 and a standard deviation of 9.5 from the Idaho residents. You obtain a sample of size 13 with a mean of 97.5 and a standard deviation of 10.5 from the Washington residents. a) What is the test statistic? b) What is the p-value? c) Explain the conclusion in the context of the problem.
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![### Statistical Analysis of Health Insurance Costs: Washington vs Idaho Residents
#### Problem Statement:
You wish to test the claim that Washington residents (Group 2) have a higher average monthly bill for their health insurance than Idaho residents (Group 1) at a significance level of α = 0.02.
#### Hypotheses:
- Null Hypothesis (H₀): μ₁ - μ₂ = 0
- Alternative Hypothesis (Hₐ): μ₁ - μ₂ < 0
You believe both populations are normally distributed, but you do not know the standard deviations for either group, nor that they have the same standard deviation.
#### Data Collection:
- **Idaho Residents**:
- Sample Size (n₁): 21
- Sample Mean (x̄₁): 87.6
- Sample Standard Deviation (s₁): 9.5
- **Washington Residents**:
- Sample Size (n₂): 13
- Sample Mean (x̄₂): 97.5
- Sample Standard Deviation (s₂): 10.5
#### Questions:
a) What is the test statistic?
b) What is the p-value?
c) Explain the conclusion in the context of the problem.
#### Answers Explanation:
a) **Test Statistic Calculation**:
To find the test statistic for unequal variances, use the following formula for two-sample t-tests:
\[ t = \frac{(x̄₁ - x̄₂) - (μ₁ - μ₂)}{\sqrt{\frac{s₁²}{n₁} + \frac{s₂²}{n₂}}} \]
Given that μ₁ - μ₂ = 0 under the null hypothesis:
\[ t = \frac{(87.6 - 97.5)}{\sqrt{\frac{9.5²}{21} + \frac{10.5²}{13}}} \]
\[ t = \frac{10.1}{\sqrt{\frac{90.25}{21} + \frac{110.25}{13}}} \]
\[ t = \frac{10.1}{\sqrt{4.2976 + 8.4807}} \]
\[ t = \frac{10.1}{\sqrt{12.7783}} \]
\[ t = \frac{10.1}{](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fa35d32dc-632b-40fd-aa41-e2c0040899b1%2F4cc06339-1129-4049-911d-824ac9b986ec%2Fvgx9nds_processed.png&w=3840&q=75)

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