Math Problem Statement
Students estimated the length of one minute without reference to a watch or clock, and the times (seconds) are listed below. Assume that a simple random sample has been selected. Use a
0.100.10
significance level to test the claim that these times are from a population with a mean equal to
6060
seconds. Does it appear that students are reasonably good at estimating one minute?
6969
8181
3939
6565
4141
2121
6060
6363 6565
4949
6262
6969
9797
9292
6767
Solution
To test the claim that the students' times are from a population with a mean equal to 60 seconds, we will perform a hypothesis test for the population mean. Here are the steps involved:
-
Identify the null and alternative hypotheses:
- Null hypothesis (): (The mean time is 60 seconds)
- Alternative hypothesis (): (The mean time is not 60 seconds)
-
Calculate the sample mean () and sample standard deviation ():
- Sample dataTo test the claim that the students' times are from a population with a mean equal to 60 seconds, we will perform a hypothesis test for the population mean. Here are the steps involved:
-
Identify the null and alternative hypotheses:
- Null hypothesis (): (The mean time is 60 seconds)
- Alternative hypothesis (): (The mean time is not 60 seconds)
-
Calculate the sample mean () and sample standard deviation ():
- Sample 69, 81, 39, 65, 41, 21, 60, 63, 65, 49, 62, 69, 97, 92, 67
- Sample size (): 15
Now calculate the sample standard deviation ():
-
Calculate the test statistic (t): where
-
Determine the P-value: Using the t-distribution table or a calculator, find the P-value for with .
For and , the P-value for a two-tailed test is approximately 0.61.
-
State the final conclusion:
- Significance level (): 0.10
- Since the P-value (0.61) is greater than the significance level (0.10), we fail to reject the null hypothesis.
The results do not provide sufficient evidence to conclude that the mean time is different from 60 seconds. It appears that students are reasonably good at estimating one minute.
Summary:
- Null Hypothesis ():
- Alternative Hypothesis ():
- Test Statistic:
- P-value: 0.61
- Conclusion: Fail to reject the null hypothesis. The sample data suggests that the mean time is not significantly different from 60 seconds.
Would you like more details or have any questions?
Here are five questions you might want to ask:
- How do you calculate the test statistic for a t-test step-by-step?
- What are the assumptions for conducting a t-test?
- Can you explain the concept of P-value in hypothesis testing?
- How do you interpret the results of a hypothesis test?
- What is the difference between one-tailed and two-tailed tests?
Tip: Always verify the assumptions of normality and random sampling before performing a t-test to ensure the validity of the test results.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Statistics
T-tests
Formulas
Sample Mean: \(\bar{x} = \frac{\sum x_i}{n}\)
Sample Standard Deviation: \(s = \sqrt{\frac{\sum (x_i - \bar{x})^2}{n-1}}\)
Test Statistic (t): \(t = \frac{\bar{x} - \mu_0}{s / \sqrt{n}}\)
Theorems
Two-tailed t-test
Suitable Grade Level
Grades 11-12
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