a) Determine the null and alternative hypotheses that would be used to determine if the filling machine is calibrated correctly. Ho: H 14 %3D H: H 14 <> (Type integers or decimals. Do not round.) (b) The quality control manager obtains a sample of 84 cans and measures the contents. The sample evidence leads the manager to reject the null hypothesis. Write a conclusion for this hypothesis test. There is sufficient evidence to conclude that the machine is out of calibration. (c) Suppose, in fact, the machine is not out of calibration. Has a Type I or Type II error been made? A Type I error has been made since the sample evidence led the quality-control manager to reject the null hypothesis, when the null hypothesis is true. (d) Management has informed the quality control department that it does not want to shut down the filling machine unless the evidence is overwhelming that the machine is out of calibration. What level of si recommend the quality control manager to use? Explain.

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# Hypothesis Testing and Error Analysis in Quality Control

## Scenario:

A can of soda is labeled as containing 14 fluid ounces. The quality control manager wants to verify that the filling machine is not over-filling the cans. Complete parts (a) through (d) below.

### (a) Determine the null and alternative hypotheses

- Null hypothesis (\(H_0\)): \(\mu = 14\)
- Alternative hypothesis (\(H_a\)): \(\mu > 14\)

(Type integers or decimals. Do not round.)

### (b) Sample Evidence and Conclusion

The quality control manager obtains a sample of 84 cans and measures the contents. The sample evidence leads the manager to reject the null hypothesis. Write a conclusion for this hypothesis test.

- **Conclusion:** There is sufficient evidence to conclude that the machine is out of calibration.

### (c) Error Type Analysis

Suppose, in fact, the machine is not out of calibration. Has a Type I or Type II error been made?

- **Error Type:** A Type I error

- **Explanation:** A Type I error has been made since the sample evidence led the quality-control manager to reject the null hypothesis when the null hypothesis is true.

### (d) Management Decision and Significance Level

Management has informed the quality control department that it does not want to shut down the filling machine unless the evidence is overwhelming that the machine is out of calibration. What level of significance should the quality control manager use? Explain.

- **Recommended Significance Level:** 0.01

- **Explanation:** The level of significance should be 0.01 because this makes the probability of a Type I error low.

### Interactive Elements:

- **Significance Level Selection:** Options include 0.01, 0.1, and 0.05. The checkbox allows the user to select their answer(s) and then click "Check Answer."

End of Document.
Transcribed Image Text:# Hypothesis Testing and Error Analysis in Quality Control ## Scenario: A can of soda is labeled as containing 14 fluid ounces. The quality control manager wants to verify that the filling machine is not over-filling the cans. Complete parts (a) through (d) below. ### (a) Determine the null and alternative hypotheses - Null hypothesis (\(H_0\)): \(\mu = 14\) - Alternative hypothesis (\(H_a\)): \(\mu > 14\) (Type integers or decimals. Do not round.) ### (b) Sample Evidence and Conclusion The quality control manager obtains a sample of 84 cans and measures the contents. The sample evidence leads the manager to reject the null hypothesis. Write a conclusion for this hypothesis test. - **Conclusion:** There is sufficient evidence to conclude that the machine is out of calibration. ### (c) Error Type Analysis Suppose, in fact, the machine is not out of calibration. Has a Type I or Type II error been made? - **Error Type:** A Type I error - **Explanation:** A Type I error has been made since the sample evidence led the quality-control manager to reject the null hypothesis when the null hypothesis is true. ### (d) Management Decision and Significance Level Management has informed the quality control department that it does not want to shut down the filling machine unless the evidence is overwhelming that the machine is out of calibration. What level of significance should the quality control manager use? Explain. - **Recommended Significance Level:** 0.01 - **Explanation:** The level of significance should be 0.01 because this makes the probability of a Type I error low. ### Interactive Elements: - **Significance Level Selection:** Options include 0.01, 0.1, and 0.05. The checkbox allows the user to select their answer(s) and then click "Check Answer." End of Document.
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