Question

In: Statistics and Probability

The Wall Street Journal Corporate Perceptions Study 2011 surveyed readers and asked how each rated the...

The Wall Street Journal Corporate Perceptions Study 2011 surveyed readers and asked how each rated the quality of management and the reputation of the company for over 250 worldwide corporations. Both the quality of management and the reputation of the company were rated on an excellent, good, and fair categorical scale. Assume the sample data for 200 respondents below applies to this study.

Quality of Management Reputation of Company
Excellent Good Fair
Excellent 41 25 5
Good 34 35 10
Fair 25 10 15

1)Use a 0.05 level of significance and test for independence of the quality of management and the reputation of the company.

-State the null and alternative hypotheses.

- Find the value of the test statistic

-Find the p-value

-State your conclusion.;

a)Reject H0. We conclude that the rating for the quality of management is independent of the rating for the reputation of the company.

b)Reject H0. We conclude that the rating for the quality of management is not independent of the rating for the reputation of the company.     

c)Do not reject H0. We cannot conclude that the ratings for the quality of management and the reputation of the company are not independent.

d)Do not reject H0. We cannot conclude that the rating for the quality of management is independent of the rating of the reputation of the company.

2)If there is a dependence or association between the two ratings, discuss and use probabilities to justify your answer.

For companies with an excellent reputation, the largest column probability corresponds to  ---Select--- excellent good fair management quality. For companies with a good reputation, the largest column probability corresponds to  ---Select--- excellent good fair management quality. For companies with a fair reputation, the largest column probability corresponds to  ---Select--- excellent good fair management quality. Since these highest probabilities correspond to  ---Select--- the same different ratings of quality of management and reputation, the two ratings are

Solutions

Expert Solution

Solution :

Expected Table :

Quality of
Management
Reputation of company
Excellent Good Fair
Excellent (71 * 100) / 200 = 35.5 (71 * 70) / 200 = 24.85 (71 * 30) / 200 = 10.65 71
Good (79 * 100) / 200 = 39.5 (79 * 70) / 200 = 27.65 (79 * 30) / 200 = 11.85 79
Fair (50 * 100) / 200 = 25 (50 * 70) / 200 = 17.5 (50 * 30) / 200 = 7.5 50
Total 100 70 30 200
Percentage Oi Ei ( Oi - Ei ) ( Oi - Ei )2 ( Oi - Ei )2 / Ei
41 35.5 5.5 30.25 0.8521
25 24.85 0.15 0.0225 0.0009
5 10.65 -5.65 31.9225 2.9974
34 39.5 -5.5 30.25 0.7658
35 27.65 7.35 54.0225 1.9538
10 11.85 -1.85 3.4225 0.2888
25 25 0 0 0
10 17.5 -7.5 56.25 3.2143
15 7.5 7.5 56.25 7.5
Total 200 200 0 262.39 17.5731

To Test :-

Hypothesis :-

H0 :- Quality of management and reputation of company are independent

H1 :- Quality of management and reputation of company are dependent

Test Statistic :-
X2 = Σ (Oi - Ei )2 / Ei
X2 = 17.573


Test Criteria :-
Reject null hypothesis if X2 > X2(α, (r-1)(c-1))
Critical value X2(0.05, (3-1) (3-1)) = X2(0.05,4) = 9.488 ( From chi square table )
Since, 17.5731 > 9.488
Conclusion = Reject null hypothesis

Decision based on P value
P (X2 > 17.5731) = 0.0015
Reject null hypothesis if P value < α = 0.05
P value = 0.0015 < 0.05, hence we reject null hypothesis
Conclusion = Reject null hypothesis

Option B is correct.

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