In: Statistics and Probability
Assignment #8: Chi-Square Test of Independence
Directions: Use the Crosstabs option in the Descriptives menu to answer the questions based on the following scenario. (Be sure to select Chi-square from the Statistics submenu and Observed, Expected, Row, and Column in the Cells submenu. Assume a level of significance of .05)
The school district recently adopted the use of e-textbooks, and the superintendent is interested in determining the level of satisfaction with e-textbooks among students and if there is a relationship between the level of satisfaction and student classification. The superintendent selected a sample of students from one high school and asked them how satisfied they were with the use of e-textbooks. The data that were collected are presented in the following table.
Student Classification
Satisfied |
Freshmen |
Sophomore |
Junior |
Senior |
Yes |
21 |
18 |
14 |
19 |
No |
9 |
13 |
21 |
25 |
Note: The table must be created using your word processing program. Tables that are copied and pasted from SPSS are not acceptable.
P(Freshmen | Satisfied) = P(Freshmen and Satisfied) / P(Satisfied)
= (21/140) / (72/140) = 0.292 = 29.2%
P(Sophomore | Satisfied) = P(Sophomore and Satisfied) / P(Satisfied)
= (18/140) / (72/140) = 0.25 = 25%
P(Junior | Satisfied) = P(Junior and Satisfied) / P(Satisfied)
= (14/140) / (72/140) = 0.194 = 19.4%
P(Senior | Satisfied) = P(Senior and Satisfied) / P(Satisfied)
= (19/140) / (72/140) = 0.264 = 26.4%
-----
Observed Frequencies | |||||
Freshmen | Sophomore | Junior | Senior | Total | |
Yes | 21 | 18 | 14 | 19 | 72 |
No | 9 | 13 | 21 | 25 | 68 |
Total | 30 | 31 | 35 | 44 | 140 |
Expected Frequencies | |||||
Freshmen | Sophomore | Junior | Senior | Total | |
Yes | 30 * 72 / 140 = 15.4286 | 31 * 72 / 140 = 15.9429 | 35 * 72 / 140 = 18 | 44 * 72 / 140 = 22.6286 | 72 |
No | 30 * 68 / 140 = 14.5714 | 31 * 68 / 140 = 15.0571 | 35 * 68 / 140 = 17 | 44 * 68 / 140 = 21.3714 | 68 |
Total | 30 | 31 | 35 | 44 | 140 |
(fo-fe)²/fe | |||||
Yes | (21-15.4286)²/15.4286=2.0119 | (18-15.9429)²/15.9429=0.2654 | (14-18)²/18=0.8889 | (19-22.6286)²/22.6286=0.5819 | |
No | (9-14.5714)²/14.5714=2.1303 | (13-15.0571)²/15.0571=0.2811 | (21-17)²/17=0.9412 | (25-21.3714)²/21.3714=0.6161 |
Null and Alternative hypothesis:
Ho: there is no relationship between the level of satisfaction and student classification
H1: there is a relationship between the level of satisfaction and student classification
Test statistic:
χ² = ∑ ((fo-fe)²/fe) = 7.7166
df = (r-1)(c-1) = 3
p-value = CHISQ.DIST.RT(7.7166, 3) = 0.0522
Decision:
p-value > α, Do not reject the null hypothesis.
There is not enough evidence to conclude that there is an association between e-textbook satisfaction and academic classification.