Discussion:
Q1 Sixty-four students in an introductory college economics class were asked how many credits they had earned in college, and how certain they were about their choice of major. Research question: At α = .01, is the degree of certainty independent of credits earned? Certainty
Credits Earned	Very Uncertain	Somewhat Certain	Very Certain	Row Total
0-9	12	8	3	23
10-59	8	4	10	22
60 or more	1	7	11	19
Col Total	21	19	24	64
Q2 Prof. Green's multiple-choice exam had 50 questions with the distribution of correct answers shown below. Research question: At α = .05, can you reject the hypothesis that Green's exam answers came from a uniform population?
Correct Answer	Frequency
A	8
B	8
C	9
D	11
E	14
Total	50
Q3  Final exam scores for a sample of 20 students in a managerial accounting class are shown. (a) At α = .05, is there a difference in the population median scores on the two exams? Make an Excel worksheet for your Wilcoxon signed-rank test calculations and check your work by using MegaStat or a similar computer package. (b) Perform a two-tailed parametric t test for paired two-sample means by using Excel or MegaStat. Do you get the same decision? Accounting
Student	Exam 1	Exam 2
1	70	81
2	74	89
3	65	59
4	60	68
5	63	75
6	58	77
7	72	82
8	71	69
9	52	53
10	79	84
11	84	96
12	95	96
13	83	99
14	81	76
15	59	68
16	54	47
17	75	84
18	92	100
19	70	81
20	54	58
Non parametric Exercise
Q4  Below are grade point averages for 25 randomly chosen university business students during a recent semester. Research question: At α = .01, are the median grade point averages the same for students in these four class levels? GPA 
Grade Point Averages of 25 Business Students
Freshman (5 students)	Sophomore (7 students)	Junior (7 students)	Senior (6 students)
1.91                           3.89                          	3.01                     	3.32
2.14                           2.02                           2.89                       2.45
3.47                           2.96                          	3.45                      	3.81
2.19                           3.32                           3.67                       3.02
                                 2.71                            2.29                     	3.01
                                 2.82                            2.98                      	3.17
                                 3.11                            3.26