Math Problem Statement
Solution
To determine if Natalie met her goal, we need to conduct a one-sample t-test with the following hypotheses:
- Null Hypothesis (H₀): (The average percentage of unpopped kernels is 10%).
- Alternative Hypothesis (Hₐ): (The average percentage of unpopped kernels is less than 10%).
Since option B is selected, it correctly represents these hypotheses.
Step 1: Calculate the sample mean ()
The sample data consists of percentages of unpopped kernels from 8 bags:
Calculate the mean () of these values:
Step 2: Calculate the sample standard deviation ()
We find the standard deviation of the sample data to use in the t-test.
Step 3: Calculate the t-statistic
The t-statistic is given by: where:
- is the sample mean,
- (hypothesized mean),
- is the sample standard deviation,
- (sample size).
Let me know if you'd like a step-by-step calculation for these values or if you have further questions.
Here are five related questions:
- What are the assumptions for conducting a t-test?
- How does changing the significance level (e.g., from 0.05 to 0.01) affect the test result?
- What is a Type I error in hypothesis testing?
- How would the test change if we suspected the mean was higher than 10% instead?
- How can we interpret the p-value obtained from this test?
Tip: Always check if the sample size is adequate for a t-test, especially for small samples where normality is assumed.
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Math Problem Analysis
Mathematical Concepts
Statistics
Hypothesis Testing
One-sample t-test
Formulas
Sample mean \( \bar{x} = \frac{\sum x}{n} \)
Sample standard deviation \( s = \sqrt{\frac{\sum (x - \bar{x})^2}{n - 1}} \)
t-statistic \( t = \frac{\bar{x} - \mu}{\frac{s}{\sqrt{n}}} \)
Theorems
One-sample t-test
Suitable Grade Level
College-level Statistics
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