In: Statistics and Probability
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?
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 |
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.