Math Problem Statement
I need help finding the null and alternative hypothesis with this project I am doing. I am surveying 200 students about their academic performance. 45 students took an online class and passed, 55 took online and didn't pass. 85 took in-person and passed, while 15 took in-person and didn't pass. I also need help finding the test statistic and p-value as well.
Solution
To help you with your project, we'll first formulate the null and alternative hypotheses and then proceed to calculate the test statistic and p-value. Here are the steps:
1. Formulating the Hypotheses
Null Hypothesis (H₀): There is no difference in the pass rates between students taking online classes and those taking in-person classes.
Alternative Hypothesis (H₁): There is a difference in the pass rates between students taking online classes and those taking in-person classes.
2. Data Summary
-
Online Class:
- Passed:
- Didn't pass:
- Total:
-
In-person Class:
- Passed:
- Didn't pass:
- Total:
3. Calculating the Test Statistic
The test statistic for comparing two proportions can be calculated using the formula:
Where:
First, calculate the sample proportions:
Next, calculate the pooled proportion:
Then, compute the test statistic:
4. Finding the p-value
The p-value for a two-tailed test can be found using the standard normal distribution. You can use standard normal distribution tables or statistical software to find the p-value corresponding to the calculated z-score.
Given that the z-score is very large in magnitude, the p-value will be very small, close to 0.
Summary
- Null Hypothesis (H₀):
- Alternative Hypothesis (H₁):
- Test Statistic (z):
- p-value: Very close to 0
Given that the p-value is extremely small, you would reject the null hypothesis and conclude that there is a significant difference in pass rates between students taking online classes and those taking in-person classes.
Do you want more details or have any questions about this? Here are some questions you might consider asking next:
- How do I interpret the p-value in hypothesis testing?
- What are the assumptions of the test for comparing two proportions?
- Can you explain the steps to calculate the test statistic in more detail?
- How do I use statistical software to calculate the p-value?
- What should I include in my report to explain these results?
Tip: Always ensure your data meets the assumptions of the statistical test you are using to ensure valid results.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Proportions
Z-test
Formulas
Test Statistic for Two Proportions
Theorems
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Suitable Grade Level
Advanced High School / College
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