The USA Today reports that the average expenditure on Valentine's Day is $100.89. Do male and female consumers differ in the amounts they spend? The average expenditure in a sample survey of 46 male consumers was $135.67, and the average expenditure in a sample survey of 35 female consumers was $68.64. Based on past surveys, the standard deviation for male consumers is assumed to be $30, and the standard deviation for female consumers is assumed to be $16.
Solution:
Given that,
n1= 46, n2 = 35
x̅1 = $135.67, x̅2 = $68.64
σ1 = $30, σ2 = $16
a) x̅1- x̅2 = 135.67 - 68.64 = 67.03
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b) at 99% confidence level
Level of significance α = 1-0.99 = 0.01
Critical value Zα/2 = Z0.005 = 2.58
Margin of error E = Zα/2 * sqrt[σ1^2/n1 + σ2^2/n2]
= (2.58) * sqrt[30^2/46 + 16^2/35]
= (2.58) *5.1845 = 13.38
Margin of error is 13.38
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c) 99% confidence interval for the difference between the two
population means
=> (x̅1- x̅2) - E ≤ μ1- μ2 ≤ (x̅1- x̅2) + E
=> 67.03 - 13.38 ≤ μ1- μ2 ≤ 67.03 + 13.38
=> 53.65 ≤ μ1- μ2 ≤ 80.41
=>[53.65, 80.41]
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