/*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} Q13BSC Testing Claims About Variation. ... [FREE SOLUTION] | 91影视

91影视

Testing Claims About Variation. In Exercises 5鈥16, test the given claim. Identify the null hypothesis, alternative hypothesis, test statistic, P-value, or critical value(s), then state the conclusion about the null hypothesis, as well as the final conclusion that addresses the original claim. Assume that a simple random sample is selected from a normally distributed population.

Aircraft Altimeters The Skytel Avionics company uses a new production method to manufacture aircraft altimeters. A simple random sample of new altimeters resulted in the errors listed below. Use a 0.05 level of significance to test the claim that the new production method has errors with a standard deviation greater than 32.2 ft, which was the standard deviation for the old production method. If it appears that the standard deviation is greater, does the new production method appear to be better or worse than the old method? Should the company take any action?

-42 78 -22 -72 -45 15 17 51 -5 -53 -9 -109

Short Answer

Expert verified

The hypotheses are as follows.

\(\begin{array}{l}{H_0}:\sigma = 32.2\,\,\\{H_1}:\sigma > 32.2\end{array}\)

The test statistic is 29.176, and the critical value is 19.675. The hypothesis is rejected to conclude that there is sufficient evidence to support the claim.

The company should take some action because the variation is to be greater than the old production method. So, the new method appears to be worse.

Step by step solution

01

Given information

The new method of manufacturing altimeters results in the following errors:

-42 78 -22 -72 -45 15 17 51 -5 -53 -9 -109

The level of significance is 0.05.

The claim states that the standard deviation of errors from the new method is greater than 32.2 ft, which is the measure for the standard deviation from the old method.

02

Describe the hypothesis

For applying the hypothesis test, first set up a null and an alternative hypothesis.

The null hypothesis is the statement about the value of a population parameter, which is equal to the claimed value. It is denoted by\({H_0}\).

The alternate hypothesis is a statement that the parameter has a value that is opposite to the null hypothesis. It is denoted by\({H_1}\).

03

State the null and alternative hypotheses

Let\(\sigma \)be the actual standard deviation for the errors from the new method of manufacturing altimeters.

From the claim, the null and alternative hypotheses are as follows.

\(\begin{array}{l}{H_0}:\sigma = 32.2\,\,\\{H_1}:\sigma > 32.2\end{array}\)

04

Find the sample standard deviation

LetX be the simple random sample of errors. From the new method of manufacturing altimeters, it is calculated as follows.

-42 78 -22 -72 -45 15 17 51 -5 -53 -9 -109

The sample mean of X is computed as follows.

\(\begin{array}{c}\bar x = \frac{{\sum\limits_{i = 1}^n {{x_i}} }}{{\rm{n}}}\\ = \frac{{ - 42 + 78 + ... + \left( { - 109} \right)}}{{12}}\\ = - 16.3333\end{array}\)

The sample standard deviation is calculated as follows.

\(\begin{array}{c}s = \sqrt {\frac{{\sum\limits_{i = 1}^n {{{\left( {{x_i} - \bar x} \right)}^2}} }}{{n - 1}}} \\ = \sqrt {\frac{{{{\left( { - 42 - \left( { - 16.3333} \right)} \right)}^2} + {{\left( {78 - \left( { - 16.3333} \right)} \right)}^2} + ... + {{\left( { - 109 - \left( {16.3333} \right)} \right)}^2}}}{{12 - 1}}} \\ = 52.4410\end{array}\)

Thus, the sample standard deviation is 52.4410.

05

Compute the test statistic

To conduct a hypothesis test of a claim about a population standard deviation\(\sigma \) or population variance\({\sigma ^2}\),the test statistic is computed as follows.

\(\begin{array}{c}{\chi ^2} = \frac{{\left( {{\rm{n}} - 1} \right) \times {s^2}}}{{{\sigma ^2}}}\\ = \frac{{\left( {12 - 1} \right) \times {{52.4410}^2}}}{{{{32.2}^2}}}\\ = 29.176\end{array}\).

Thus, the value of the test statistic is 29.176.

The degree of freedom is as follows.

\(\begin{array}{c}df = n - 1\\ = 12 - 1\\ = 11\end{array}\)

06

Find the critical value

The critical value\(\chi _{0.05}^2\)is obtained using the chi-square table, as follows.

\(\begin{array}{c}P\left( {{\chi ^2} > \chi _\alpha ^2} \right) = \alpha \\P\left( {{\chi ^2} > \chi _{0.05}^2} \right) = 0.05\end{array}\)

Refer to the chi-square table for the critical value of 19.675, corresponding to the area of 0.05 and the degree of freedom 11.

07

 Step 7: State the decision

The decision rule for the test is as follows.

If\({\chi ^2} > \chi _{0.05}^2\),reject the null hypothesis at a given level of significance. Otherwise, fail to reject the null hypothesis.

As it is observed that \({\chi ^2} = 29.176\, > \,\chi _{0.05}^2 = 19.675\), the null hypothesis is rejected.

08

Conclusion

Thus, there is enough evidence to supportthe claim that the new production method has errors with a standard deviation greater than 32.2 ft, which was the standard deviation for the old production method.

The variation appears to be greater than that in the old production method. So, the new method appears to be worse.

The company should take immediate action to reduce the variation.

Unlock Step-by-Step Solutions & Ace Your Exams!

  • Full Textbook Solutions

    Get detailed explanations and key concepts

  • Unlimited Al creation

    Al flashcards, explanations, exams and more...

  • Ads-free access

    To over 500 millions flashcards

  • Money-back guarantee

    We refund you if you fail your exam.

Over 30 million students worldwide already upgrade their learning with 91影视!

One App. One Place for Learning.

All the tools & learning materials you need for study success - in one app.

Get started for free

Most popular questions from this chapter

Identifying H0and H1. In Exercises 5鈥8, do the following:

a. Express the original claim in symbolic form.

b. Identify the null and alternative hypotheses.

Pulse Rates Claim: The standard deviation of pulse rates of adult males is more than 11 bpm. For the random sample of 153 adult males in Data Set 1 鈥淏ody Data鈥 in Appendix B, the pulse rates have a standard deviation of 11.3 bpm.

Testing Claims About Proportions. In Exercises 9鈥32, test the given claim. Identify the null hypothesis, alternative hypothesis, test statistic, P-value, or critical value(s), then state the conclusion about the null hypothesis, as well as the final conclusion that addresses the original claim. Use the P-value method unless your instructor specifies otherwise. Use the normal distribution as an approximation to the binomial distribution, as described in Part 1 of this section.

Smoking Stopped In a program designed to help patients stop smoking, 198 patients were given sustained care, and 82.8% of them were no longer smoking after one month (based on data from 鈥淪ustained Care Intervention and Post discharge Smoking Cessation Among Hospitalized Adults,鈥 by Rigotti et al., Journal of the American Medical Association, Vol. 312, No. 7). Use a 0.01 significance level to test the claim that 80% of patients stop smoking when given sustained care. Does sustained care appear to be effective?

Using Technology. In Exercises 5鈥8, identify the indicated values or interpret the given display. Use the normal distribution as an approximation to the binomial distribution, as described in Part 1 of this section. Use = 0.05 significance level and answer the following:

a. Is the test two-tailed, left-tailed, or right-tailed?

b. What is the test statistic?

c. What is the P-value?

d. What is the null hypothesis, and what do you conclude about it?

e. What is the final conclusion?

Self-Driving Vehicles In a TE Connectivity survey of 1000 adults, 29% said that they would feel comfortable in a self-driving vehicle. The accompanying StatCrunch display results from testing the claim that more than 1/4 of adults feel comfortable in a self-driving vehicle.

True/False Characterize each of the following statements as being true or false.

a. In a hypothesis test, a very high P-value indicates strong support of the alternative hypothesis.

b. The Student t distribution can be used to test a claim about a population mean whenever the sample data are randomly selected from a normally distributed population.

c. When using a x2 distribution to test a claim about a population standard deviation, there is a very loose requirement that the sample data are from a population having a normal distribution.

d. When conducting a hypothesis test about the claimed proportion of adults who have current passports, the problems with a convenience sample can be overcome by using a larger sample size.

e. When repeating the same hypothesis test with different random samples of the same size, the conclusions will all be the same.

Technology. In Exercises 9鈥12, test the given claim by using the display provided from technology. Use a 0.05 significance level. Identify the null and alternative hypotheses, test statistic, P-value (or range of P-values), or critical value(s), and state the final conclusion that addresses the original claim.

Airport Data Speeds Data Set 32 鈥淎irport Data Speeds鈥 in Appendix B includes Sprint data speeds (mbps). The accompanying TI-83/84 Plus display results from using those data to test the claim that they are from a population having a mean less than 4.00 Mbps. Conduct the hypothesis test using these results.

See all solutions

Recommended explanations on Math Textbooks

View all explanations

What do you think about this solution?

We value your feedback to improve our textbook solutions.

Study anywhere. Anytime. Across all devices.