Math Problem Statement
A simple random sample of size
nequals=4040
is drawn from a population. The sample mean is found to be
107.5107.5,
and the sample standard deviation is found to be
17.517.5.
Is the population mean greater than
100100
at the
alphaαequals=0.100.10
level of significance?
Question content area bottom
Part 1
Determine the null and alternative hypotheses.
Upper H 0H0:
mu equals 100μ=100
Upper H 1H1:
mu greater than 100μ>100
Part 2
Compute the test statistic.
t 0t0
equals=enter your response here
(Round to two decimal places as needed.)
Solution
To determine if the population mean is greater than 100 at the level of significance, we will follow these steps:
Part 1: State the Hypotheses
The null hypothesis (H₀) and the alternative hypothesis (H₁) are:
- Null Hypothesis (H₀):
- Alternative Hypothesis (H₁):
This is a one-tailed test.
Part 2: Compute the Test Statistic
We use the following formula for the test statistic :
Where:
- (sample mean)
- (population mean under the null hypothesis)
- (sample standard deviation)
- (sample size)
Let's calculate the test statistic :
First, calculate the standard error of the mean (SEM):
Now, calculate the test statistic :
Thus, the test statistic is approximately 2.71.
Summary
- Hypotheses: ,
- Test Statistic:
Would you like more details or have any questions?
Here are five questions you can ask next:
- How do we determine the critical value for a one-tailed t-test?
- What is the p-value associated with our test statistic?
- How do we interpret the results of this t-test?
- What assumptions must be met to use a t-test in this scenario?
- How can we calculate the confidence interval for the population mean?
Tip: Always verify that your sample size is sufficiently large to justify using the t-distribution, especially when dealing with small sample sizes.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
One-sample t-test
Formulas
t-test statistic formula: t = (x̄ - μ) / (s / √n)
Theorems
-
Suitable Grade Level
High School
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