Math Problem Statement
You wish to test the following claim (Ha) at a significance level of α=0.005.
Ho:μ=60.8 Ha:μ>60.8
You believe the population is normally distributed, but you do not know the standard deviation. You obtain a sample of size n=25 with mean M=70.7 and a standard deviation of SD=17.6.
What is the test statistic for this sample? (Report answer accurate to three decimal places.) test statistic =
What is the p-value for this sample? (Report answer accurate to four decimal places.) p-value =
The p-value is...
less than (or equal to) α
greater than α
This test statistic leads to a decision to...
reject the null
accept the null
fail to reject the null
As such, the final conclusion is that...
There is sufficient evidence to warrant rejection of the claim that the population mean is greater than 60.8.
There is not sufficient evidence to warrant rejection of the claim that the population mean is greater than 60.8.
The sample data support the claim that the population mean is greater than 60.8.
There is not sufficient sample evidence to support the claim that the population mean is greater than 60.8.
Solution
Step 1: Calculate the test statistic (t)
The formula for the test statistic is:
Where:
- (sample mean)
- (population mean under )
- (sample standard deviation)
- (sample size)
First, calculate the standard error of the mean (SE):
Now calculate the test statistic:
So, the test statistic is:
Step 2: Calculate the p-value
Since this is a one-tailed test (), the p-value is the area to the right of under a -distribution with .
Using a -distribution table or a calculator:
The p-value is:
Step 3: Compare p-value to
Since , we reject the null hypothesis.
Step 4: Decision and Conclusion
- The p-value is less than .
- This leads to a decision to reject the null hypothesis.
- The final conclusion is:
- The sample data support the claim that the population mean is greater than 60.8.
Summary of Results
- Test statistic:
- P-value:
- Decision: Reject the null hypothesis
- Conclusion: The sample data support the claim that the population mean is greater than 60.8.
Do you need further clarifications or details?
Related Questions
- How do changes in sample size affect the test statistic and p-value?
- What if the significance level was 0.01 instead of 0.005—would the decision change?
- How would the test procedure differ if the standard deviation of the population were known?
- What is the importance of the degrees of freedom in a t-test?
- How does this test differ from a two-tailed hypothesis test?
Tip
Always check whether the test is one-tailed or two-tailed, as this directly affects the p-value calculation.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
t-Test
Statistical Significance
Formulas
t = (M - μ) / (SD / √n)
SE = SD / √n
p-value calculation for t-distribution
Theorems
Central Limit Theorem
t-Distribution
Suitable Grade Level
Undergraduate Statistics
Related Recommendation
One-Sample t-Test for Mean with Unknown Population Standard Deviation
Hypothesis Testing: One-sample t-test for Population Mean
Hypothesis Testing: One-Tailed T-Test for Mean with n = 1818, x̄ = 70.9, s = 7.8, α = 0.01
One-Tailed T-Test for Population Mean with p-Value Analysis
Hypothesis Test for Population Mean with One-Sample t-Test