Math Problem Statement
what is the p value
Solution
To calculate the p-value, we'll use the z-value obtained from the hypothesis test.
P-value Calculation
- We previously calculated the z-value as .
- The p-value for a two-tailed test is the probability that the test statistic is at least as extreme as the observed value, under the null hypothesis.
For a standard normal distribution, you can find the p-value using a z-table or a calculator:
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Find the area to the right of :
- The area to the right of is approximately 0.0228.
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Since this is a two-tailed test, the p-value is twice this area:
Conclusion with p-value
- If (0.05), we reject the null hypothesis.
- Here, , which is less than 0.05.
Therefore, the p-value supports our earlier conclusion to reject the null hypothesis. This indicates that there is significant evidence to suggest the mean content of the cans is different from 12.00 oz.
Do you need further clarification on the p-value, or any other part of the hypothesis test? Here are some related questions:
- How do you interpret the p-value in context?
- How would the result change if the p-value were slightly higher, say 0.06?
- What if the test were one-tailed instead of two-tailed? How would that affect the p-value?
- What are the assumptions behind using a z-test for hypothesis testing?
- How do p-values relate to confidence intervals?
Tip: A small p-value (typically less than 0.05) indicates strong evidence against the null hypothesis, while a large p-value suggests weak evidence against it.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Probability
Normal Distribution
Formulas
Z-test formula
Theorems
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Suitable Grade Level
Advanced High School