In: Statistics and Probability
A group of 100 college students and 100 college graduates was asked to reply to the question, "In general, do you enjoy reading a college textbook?" The following are the frequency counts for their responses on the 3-option item.
Usually | Sometimes | Never | |
Students | 30 | 25 | 45 |
Graduates | 50 | 20 | 30 |
The critical value that you would use for an alpha level of .10 in the problem comparing college students' and graduates' enjoyment of reading textbooks is?
Solution:
Here, we have to use chi square test for independence of two categorical variables.
Null hypothesis: H0: A frequency of reading a college textbook is independent of whether person is student or graduate.
Alternative hypothesis: Ha: A frequency of reading a college textbook is not independent of whether person is student or graduate.
We are given level of significance = α = 0.10
Test statistic formula is given as below:
Chi square = ∑[(O – E)^2/E]
Where, O is observed frequencies and E is expected frequencies.
E = row total * column total / Grand total
We are given
Number of rows = r = 2
Number of columns = c = 3
Degrees of freedom = df = (r – 1)*(c – 1) = 1*2 = 2
α = 0.10
Critical value = 4.60517
(by using Chi square table or excel)
Calculation tables for test statistic are given as below:
Observed Frequencies |
||||
Column variable |
||||
Row variable |
Usually |
Sometimes |
Never |
Total |
Students |
30 |
25 |
45 |
100 |
Graduates |
50 |
20 |
30 |
100 |
Total |
80 |
45 |
75 |
200 |
Expected Frequencies |
||||
Column variable |
||||
Row variable |
Usually |
Sometimes |
Never |
Total |
Students |
40 |
22.5 |
37.5 |
100 |
Graduates |
40 |
22.5 |
37.5 |
100 |
Total |
80 |
45 |
75 |
200 |
(O - E) |
||
-10 |
2.5 |
7.5 |
10 |
-2.5 |
-7.5 |
(O - E)^2/E |
||
2.5 |
0.277778 |
1.5 |
2.5 |
0.277778 |
1.5 |
Chi square = ∑[(O – E)^2/E] = 8.555556
P-value = 0.013873
(By using Chi square table or excel)
P-value < α = 0.05
So, we reject the null hypothesis
There is sufficient evidence to conclude that a frequency of reading a college textbook is not independent of whether person is student or graduate.