Question

In: Statistics and Probability

In what ways do advertisers in magazines use sexual imagery to appeal to youth? One study...

In what ways do advertisers in magazines use sexual imagery to appeal to youth? One study classified each of 1509 full-page or larger ads as "not sexual" or "sexual," according to the amount and style of the dress of the male or female model in the ad. The ads were also classified according to the target readership of the magazine. Here is the two-way table of counts.

Magazine readership
Model dress Women Men General interest Total
Not sexual 342 529 249 1120
Sexual 210 86 93 389
Total 552 615 342 1509

(A) Summarize the data numerically and graphically. (Compute the conditional distribution of model dress for each audience. Round your answers to three decimal places.)

Women Men General
Not sexual    
Sexual    


(B) Perform the significance test that compares the model dress for the three categories of magazine readership. Summarize the results of your test and give your conclusion. (Use α = 0.01.Round your value for χ2 to two decimal places, and round your P-value to four decimal places.)

χ2 =
P-value =


Conclusion

(a)Fail to reject the null hypothesis.There is significant evidence of an association between target audience and model dress.

(b)Reject the null hypothesis. There is not significant evidence of an association between target audience and model dress.

(c)Fail to reject the null hypothesis. There is not significant evidence of an association between target audience and model dress.

(d)Reject the null hypothesis. There is significant evidence of an association between target audience and model dress.


(C) All of the ads were taken from the March, July, and November issues of six magazines in one year. Discuss this fact from the viewpoint of the validity of the significance test and the interpretation of the results.

(a)This is not an SRS. This gives us reason to believe our conclusions might be suspect.This is not an SRS.

(b)This gives us no reason to believe our conclusions are suspect.     

(c)This is an SRS. This gives us reason to believe our conclusions might be suspect.

(d)This is an SRS. This gives us no reason to believe our conclusions are suspect.

Solutions

Expert Solution

(A)

Following table shows the conditional distribution of model dress:

Women Men General
Not sexual 342/552=0.620 529/615=0.860 249/342=0.728
Sexual 210/552=0.380 86/615=0.140 93/342=0.272

Following is the graph:

(B)

Expected frequencies will be calculated as follows:

Following table shows the expected frequencies:

Women Men General Total
Not sexual 409.702 456.461 253.837 1120
Sexual 142.298 158.539 88.163 389
Total 552 615 342 1509

Following table shows the calculations for chi square test statistics:

O E (O-E)^2/E
342 409.702 11.18754803
210 142.298 32.21099948
529 456.461 11.52761467
86 158.539 33.18998178
249 253.837 0.092171626
93 88.163 0.265378549
Total 88.47369414

The test statistics is:

Degree of freedom: df =( number of rows -1)*(number of columns-1) = (3-1)*(2-1)=2

The p-value is:

p-value = 0.0000

Since p-value is less than 0.01 so we reject the null hypothesis.

(d)Reject the null hypothesis. There is significant evidence of an association between target audience and model dress.

(C)

(a)This is not an SRS. This gives us reason to believe our conclusions might be suspect.This is not an SRS.


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