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Salmonella in yield. Salmonella infection is the most common bacterial foodborne illness in the United States. How current is Salmonella in yield grown in the major agricultural region of Monterey, California? Experimenters from the U.S. Department of Agriculture (USDA) conducted tests for Salmonella in yield grown in the region and published their results in Applied and Environmental Microbiology (April 2011). In a sample of 252 societies attained from water used to wash the region, 18 tested positive for Salmonella. In an independent sample of 476 societies attained from the region's wildlife (e.g., catcalls), 20 tested positive for Salmonella. Is this sufficient substantiation for the USDA to state that the frequency of Salmonella in the region's water differs from the frequency of Salmonella in the region's wildlife? Use a = .01 to make your decision

Short Answer

Expert verified

There is no evidence to reject the null hypothesis (H0) at = 0.01

Step by step solution

01

Step-by-Step Solution Step 1: Check the Null hypothesis and Alternative hypothesis

Let p1 be the proportion of Salmonella in the region's water and p2 be the proportion of Salmonella in the region's wildlife. The hypotheses are given below:

Null hypothesis:

H鈧: P1 鈥 P2 = 0

There is no evidence that the prevalence of Salmonella in the region's water differs from the prevalence of Salmonella in the region's wildlife.

Alternative hypothesis:

He: P1 鈥 P2 鈮 0

There is evidence that the prevalence of Salmonella in the region's water differs from the prevalence of Salmonella in the wildlife.

02

Calculate the critical value

calculate the critical value.

Let the confidence position be0.99.

1-伪 = 0.99

伪 = 1-0.99

= 0.01

2=0.005

From Excursus Table II, the value of za2is given below.

za2=Z0.005=2.58

So,thevalueofza2is2.58.

03

Rejection region

Rejection region:

If Z >za2(= 2.58), then reject the null hypothesis.

its Z > za2(= -2.58), then reject the null hypothesis.

04

Calculate the value of P1and P2

Calculate the value of P1and P2

05

Calculate the value of P1

Consider 伪 = 0.10, n1= 476,x1 = 18, and x2 = 20.

The value of P1is obtained as shown below.

P1=x1n1=18252=0.0714

06

Calculate the value of P2

The value of P2is obtained as shown below.

P2=x2n2=20252=0.0420

07

calculate the value of p

The value of Pis obtained below.

P=x1+x2n1+n2=18+20252+476=38728=0.0522

08

Calculate the test statistic

Calculate the test statistic (z).

The formula for z is given below.

Z=p1p2pq(1n+1n)

There P1= 0.0714, P2=0.0420, P = 0.0522, n1=252 and n2 =476.

Z=0.07140.04200.0522(10.0522)(1252+1476)=0.02940.0174=1.69

09

Conclusion

The critical value is 2.58, and the value of z is 1.69.

Here, the value of z is lesser than the value ofza2.

That is, z (= 1.69) <za2(=2.58).

So, by the rejection rule, don't reject the null hypothesis (H0)

Interpretation

Thus, it can be concluded that there is no evidence to reject the null hypothesisH0 at 伪 = 0.01.

Hence, there is no evidence that the prevalence of Salmonella in the region's water differs from the prevalence of Salmonella in the region's wildlife.

From the above steps, there is no evidence to reject the null hypothesis at 伪 = 0.01.

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Most popular questions from this chapter

Whistle-blowing among federal employees. Whistle blowing refers to an employee鈥檚 reporting of wrongdoing by co-workers. A survey found that about 5% of employees contacted had reported wrongdoing during the past 12 months. Assume that a sample of 25 employees in one agency are contacted and let x be the number who have observed and reported wrongdoing in the past 12 months. Assume that the probability of whistle-blowing is .05 for any federal employee over the past 12 months.

a. Find the mean and standard deviation of x. Can x be equal to its expected value? Explain.

b. Write the event that at least 5 of the employees are whistle-blowers in terms of x. Find the probability of the event.

c. If 5 of the 25 contacted have been whistle-blowers over the past 12 months, what would you conclude about the applicability of the 5% assumption to this

agency? Use your answer to part b to justify your conclusion.

Question: Two independent random samples have been selected鈥100 observations from population 1 and 100 from population 2. Sample means x1=26.6,x2= 15.5 were obtained. From previous experience with these populations, it is known that the variances are12=9and22=16 .

a. Find (x1-x2).

b. Sketch the approximate sampling distribution for (x1-x2), assuming (1-2)=10.

c. Locate the observed value of (x1-x2)the graph you drew in part

b. Does it appear that this value contradicts the null hypothesis H0:(1-2)=10?

d. Use the z-table to determine the rejection region for the test againstH0:(1-2)10. Use=0.5.

e. Conduct the hypothesis test of part d and interpret your result.

f. Construct a confidence interval for 1-2. Interpret the interval.

g. Which inference provides more information about the value of 1-2鈥 the test of hypothesis in part e or the confidence interval in part f?

The data for a random sample of 10 paired observations is shown below.

PairSample from Population 1

(Observation 1)

Sample from Population 2 (Observation 2)
12345678910
19253152493459471751
24273653553466512055

a. If you wish to test whether these data are sufficient to indicate that the mean for population 2 is larger than that for population 1, what are the appropriate null and alternative hypotheses? Define any symbols you use.

b. Conduct the test, part a, using伪=.10.

c. Find a 90%confidence interval for d. Interpret this result.

d. What assumptions are necessary to ensure the validity of this analysis?

To use the t-statistic to test for a difference between the means of two populations, what assumptions must be made about the two populations? About the two samples?

A random sample of n observations is selected from a normal population to test the null hypothesis that 2=25. Specify the rejection region for each of the following combinations of Ha,and n.

a.Ha:225;=0.5;n=16

b.Ha:2>25;=.10;n=15

c.Ha:2>25;=.01;n=23

d. Ha:2<25;=.01;n=13

e. Ha:225;=.10;n=7

f. Ha:2<25;=.05;n=25

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