Question

In: Statistics and Probability

Undergraduate Degree and MBA Major (3 parts, 14 marks) BA (=1), BEng (=2), BBA (=3), and...

Undergraduate Degree and MBA Major (3 parts, 14 marks)

BA (=1), BEng (=2), BBA (=3), and several others (=4). There are three possible majors for the MBA students: Accounting (=1), Finance (=2), and Marketing (=3). Can the Statistics professor conclude that the undergraduate degree affects the choice of major?

  1. [2 Marks] Create a cross-classified (or contingency) table with undergraduate degree as the row and MBA major as the column. The data in this table should be deemed as observed counts.
  2. [3 Marks] Create another table with the corresponding expected counts and having row totals, column totals, and grand total. Round each cell value to two decimal places.
  3. [9 Marks] Perform a chi-square test to assess the association (or independence) between undergraduate degree and choice of MBA major at 5% level of significance. Verify the assumptions required for the chi-square test of independence. Make sure you follow all the steps for hypothesis testing indicated in the Instructions section and show your computations.
Degree 1 Degree 2 Degree 3 Degree 4
MBA Major 1 31 8 12 10
MBA Major 2 13 16 10 5
MBA Major 3 16 7 17 7

Solutions

Expert Solution

Soln

Null and Alternate Hypothesis

H0: The two variables (MBA Major and Degree) are independent.

Ha: The two variables are associated.

a)

Observed Values:

Degree 1

Degree 2

Degree 3

Degree 4

Total

MBA Major 1

31

8

12

10

61

MBA Major 2

13

16

10

5

44

MBA Major 3

16

7

17

7

47

Total

60

31

39

22

152

b)

Expected Values:

Expected Values are calculated as:

Eij = (Ti * Tj)/N

where,

Ti = Total in ith row

Tj = Total in jth column

N = table grand total

Degree 1

Degree 2

Degree 3

Degree 4

MBA Major 1

24.08

12.44

15.65

8.83

MBA Major 2

17.37

8.97

11.29

6.37

MBA Major 3

18.55

9.59

12.06

6.80

Alpha = 0.05

df = (r-1)*(c-1) = (3-1)*(4-1) = 2*3 = 6

Chi Square Critical = 12.592

Decision Rule:

If Chi Square> Chi Square Critical reject the null hypothesis

Test Statistic:

Chi Square = ∑(Oij – Eij)2/Eij = (31-24.08)2/24.08 + ……………….. + (7 – 6.80)2/6.80 = 14.70

Result:

Since, Chi Square> Chi Square Critical we reject the null hypothesis.

Conclusion:

MBA Major and Degree are independent.


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