Math Problem Statement
Solution
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Problem Summary:
The task involves hypothesis testing about workers' job satisfaction. It tests whether the proportion of satisfied workers (based on new sample data) is higher than 49% (the established value from prior studies). The significance level is .
Steps and Explanation:
Part a: Verify
- (sample size), and (hypothesized proportion).
- Calculation: Since , the condition is satisfied.
Part b: Hypotheses in Symbolic Form
- Null hypothesis (): The proportion of satisfied workers has not increased. .
- Alternative hypothesis (): The proportion of satisfied workers has increased. .
Part c: Compute the Test Statistic ()
- Sample statistic: 37 satisfied workers out of 100 ().
- Formula for : Substituting:
Part d: Compute the -Value
- The test is one-tailed (since ).
- From the -table:
Part e: Decision Based on
- Compare -value with : Therefore, reject the null hypothesis.
Part f: Conclusion
- There is sufficient evidence to support the claim that the proportion of workers satisfied with their job has increased.
Questions for Further Analysis:
- Why is it important to verify before conducting the test?
- How does the significance level () impact the decision-making process in hypothesis testing?
- What are the potential implications if a Type I error is made in this case?
- Can the conclusions of this test be generalized to the entire population? Why or why not?
- How would the test change if we were conducting a two-tailed test instead of a one-tailed test?
Tip:
Always ensure the assumptions for hypothesis testing (e.g., sample size, independence, normality) are checked before proceeding with calculations to maintain the validity of your results.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Proportions
Significance Testing
z-test
Formulas
n * p̂ * (1 - p̂) >= 10
z = (p̂ - p) / sqrt(p * (1 - p) / n)
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 11-12, College Introductory Statistics
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