Math Problem Statement
You wish to test the following claim ( H a ) at a significance level of α
0.01 .
H o : μ
89.9
H a : μ < 89.9
You believe the population is normally distributed, but you do not know the standard deviation. You obtain a sample of size n
18 with mean M
83.9 and a standard deviation of S D
14.1 .
What is the p-value for this sample? (Report answer accurate to four decimal places.) p-value
Solution
To find the p-value for this sample, we need to conduct a one-sample t-test since the population standard deviation is unknown and the sample size is small ().
Step 1: State the hypotheses
- Null hypothesis ():
- Alternative hypothesis (): (This is a one-tailed test)
Step 2: Calculate the t-statistic
The t-statistic is calculated using the following formula:
Where:
- (sample mean)
- (hypothesized population mean)
- (sample standard deviation)
- (sample size)
Substitute the values into the formula:
Step 3: Determine the degrees of freedom
The degrees of freedom () for this t-test is:
Step 4: Find the p-value
Using the t-distribution table or a calculator, we find the p-value associated with the t-statistic with 17 degrees of freedom.
Conclusion
The p-value for this sample is approximately 0.0441 (to four decimal places).
Do you want details or have any questions?
- What is the significance level and how does it relate to the p-value?
- How does the sample size affect the t-statistic and p-value?
- What are degrees of freedom and how are they calculated?
- What does a one-tailed test mean in hypothesis testing?
- How can you use the t-distribution table to find the p-value?
Tip: When the population standard deviation is unknown and the sample size is small, the t-distribution should be used instead of the normal distribution.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
One-sample t-test
Normal Distribution
Formulas
t-statistic formula
Theorems
-
Suitable Grade Level
Advanced College
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