Math Problem Statement
To qualify for poverty funds, legislators in a particular district in Atlanta had to show average household income for a family of four was $11,809. A study was commissioned yielding the following:
n = 53 households in district
x ¯ = $12,053 annual household income
s = $4,320
At α
0 . 05 , test the claim that this sample was taken from a population of $11,809.
The alternative hypothesis (H1) is which of the following? Question 1 options:
μ ⩽ 11 , 809
μ
11 , 809
μ < 11 , 809
μ ≠ 11 , 809
μ
11 , 809
Solution
To solve this, we first need to understand the hypotheses for this hypothesis test.
Given:
- We are testing if the sample was taken from a population where the true mean household income is $11,809.
- The null hypothesis () will claim that the population mean is $11,809.
- The alternative hypothesis () reflects what we are trying to prove (whether the population mean differs from $11,809).
The null and alternative hypotheses are generally set up as follows:
- (The population mean household income is $11,809).
- : The alternative hypothesis is trying to test if the population mean differs from $11,809.
In this case, because the problem does not mention "greater than" or "less than," it seems like we are performing a two-tailed test. This means we are simply testing whether the mean is different from $11,809, either higher or lower.
Thus, the alternative hypothesis should be:
- .
Answer: The alternative hypothesis () is:
Do you want further details about how to test this hypothesis or more clarification on two-tailed vs one-tailed tests?
Here are 5 related questions to expand the discussion:
- How do you calculate the test statistic for this hypothesis test?
- What does it mean to perform a two-tailed test?
- How do you interpret the result of a hypothesis test if the null hypothesis is rejected?
- What are Type I and Type II errors in hypothesis testing?
- What is the p-value, and how is it used in hypothesis testing?
Tip: Always define your null and alternative hypotheses clearly before conducting any hypothesis test. This helps ensure you're testing the right claim.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Two-Tailed Test
Sample Mean
Standard Deviation
Formulas
Test Statistic Formula: z = (x̄ - μ) / (s / √n)
Confidence Level and Significance: α = 0.05
Theorems
Central Limit Theorem
Z-Test for Population Mean
Suitable Grade Level
College Level Statistics
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