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 355 507 244 1106
Sexual 214 92 97 403
Total 569 599 341 1509


(A) 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 =


(B) Conclusion, choose the best answer from the options below

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

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

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

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. Choose the best answer from the options below;

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

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

This is not an SRS. This gives us no reason to believe our conclusions are suspect.

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

Solutions

Expert Solution

Observed Frequencies
Women Men General interest Total
Not sexual 355 507 244 1106
Sexual 214 92 97 403
Total 569 599 341 1509

Expected frequency of a cell = sum of row*sum of column / total sum              

Expected Frequencies
Women Men General interest Total
Not sexual 417.0404 439.0285 249.9311 1106
Sexual 151.9596 159.9715 91.0689 403
Total 569 599 341 1509
(fo-fe)^2/fe
Not sexual 9.2294 10.5235 0.1407
Sexual 25.3292 28.8809 0.3863

Null and Alternative hypothesis:  

Ho: factors are independent.  

H1: factor are dependent.  

Test statistic:  

χ² = ∑ ((fo-fe)²/fe) = 74.49

df = (r-1)(c-1) =   2

p-value = CHISQ.DIST.RT(74.49, 2) = 0.0000

Decision:  
p-value < α, Reject the null hypothesis.   

(B) Conclusion:

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

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


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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 1500 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 age group of the intended readership. Here is a summary of the data. Magazine readership age group Model dress Young adult Mature adult Not sexual...
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