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Testing Hypotheses. In Exercises 13鈥24, assume that a simple random sample has been selected and test the given claim. Unless specified by your instructor, use either the P-value method or the critical value method for testing hypotheses. 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.

Is the Diet Practical? When 40 people used the Weight Watchers diet for one year, their mean weight loss was 3.0 lb and the standard deviation was 4.9 lb (based on data from 鈥淐omparison of the Atkins, Ornish, Weight Watchers, and Zone Diets for Weight Loss and Heart Disease Reduction,鈥 by Dansinger et al., Journal of the American Medical Association, Vol. 293, No. 1). Use a 0.01 significance level to test the claim that the mean weight loss is greater than 0. Based on these results, does the diet appear to have statistical significance? Does the diet appear to have practical significance?

Short Answer

Expert verified

The hypotheses are as follows.

H0:=0H1:>0

The test statistic is t=3.872, and the critical value is 2.426.

In this case, reject H0.Therefore, there is sufficient evidence that the mean weight loss is greater than 0.

The diet appears to have statistical significance, but due to a small weight loss mean of 3.0 lb, the diet does not have any practical significance.

Step by step solution

01

Given information

The summary for the weight loss for the weight watchers鈥 diet is as follows.

Sample size n=40.

Sample mean x=3.0lb.

Sample standard deviation s=4.9lb.

The level of significance =0.01.

02

State the hypothesis

Null hypothesis: The mean weight loss is equal to 0.

H0:=0

Alternative hypothesis: The mean weight loss is greater than 0.

H0:>0

The test is right-tailed.

03

Compute the test statistic

As the sample is selected by random sampling along with a normally distributed population, the requirements of the t-test are satisfied. For an unknown population standard deviation, the t-test is appropriate.

The test statistic is given as follows.

t=x-sn=3-04.940=3.872

.

04

Compute the critical value

The critical value is obtained with a significance level of 0.01, and the degree of freedom is computed as follows.

df=n-1=40-1=39

Refer to the t-table for the degrees of freedom 39 and the level of significance 0.01 for the one-tailed test to obtain the critical value 2.426t0.01.

05

State the decision rule

The decision rule states the following:

If the test statistic is greater than the critical value, the null hypothesis will be rejected.

If the test statistic is not greater than the critical value, the null hypothesis will fail to be rejected.

Here, the test statistic 3.872 is greater than the critical value of 2.426.

Thus, the null hypothesis will be rejected.

Thus, it can be concluded that there is sufficient evidence to support the claim that the mean weight loss is greater than 0.

06

Discuss the significance of the result

The result is statistically significant as the null hypothesis is rejected at a 0.01 level of significance. It implies that the diet has a statistically significant effect on weight loss among subjects.

On the other hand, the diet does not have any practical significance as the mean weight loss after the diet is 3.0 lb, which is not very high.

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Most popular questions from this chapter

Confidence interval Assume that we will use the sample data from Exercise 1 鈥淰ideo Games鈥 with a 0.05 significance level in a test of the claim that the population mean is greater than 90 sec. If we want to construct a confidence interval to be used for testing the claim, what confidence level should be used for the confidence interval? If the confidence interval is found to be 21.1 sec < < 191.4 sec, what should we conclude about the claim?

P-Values. In Exercises 17鈥20, do the following:

a. Identify the hypothesis test as being two-tailed, left-tailed, or right-tailed.

b. Find the P-value. (See Figure 8-3 on page 364.)

c. Using a significance level of = 0.05, should we reject H0or should we fail to reject H0?

The test statistic of z = -1.94 is obtained when testing the claim that p=38 .

Final Conclusions. In Exercises 25鈥28, use a significance level of = 0.05 and use the given information for the following:

a. State a conclusion about the null hypothesis. (Reject H0or fail to reject H0.)

b. Without using technical terms or symbols, state a final conclusion that addresses the original claim.

Original claim: More than 58% of adults would erase all of their personal information online if they could. The hypothesis test results in a P-value of 0.3257.

What role does the decision criterion play in a hypothesis test?

TV Viewing. According to Communications Industry Fore cast & Report, published by Veronis Suhler Stevenson, the average person watched 4.55hours of television per day in 2005. A random sample of 20people gave the following number of hours of television watched per day for last year.

At the 10%significance level, do the data provide sufficient evidence to conclude that the amount of television watched per day last year by the average person differed from that in 2005? (Note: x=4.760hours,s=2.297hours)

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