In: Statistics and Probability
Problem Set 2: The One-way ANOVA
Research Scenario: As part of a new prevention program, a clinical psychologist wants to see whether feelings of alienation differ as a function of immigration status in a local high school. She divides volunteer students into three categories: first-generation immigrants, second-generation immigrants, and non-immigrants. She then administers an instrument assessing feelings of alienation, where higher scores indicate stronger feelings of alienation from peers, adults, and society in general. Is there a difference in alienation scores among these three groups?
Using this table, enter the data into a new SPSS data file and run a one-way ANOVA to test whether there is a difference in feelings of alienation among the three groups. Create a boxplot to show the difference in alienation scores among the three groups.
Data: First generation immigrants: 35,39,34,37,36,23,39
Second generation immigrants : 26,37,28,29,36,25,18
Third generation immigrants: 29,22,17,25,19,30,16
Solution:
Here, we have to use one way analysis of variance or ANOVA F test for checking the given claim or hypothesis. The null and alternative hypotheses for this test are given as below:
Null hypothesis: H0: There is no any significant difference in the average alienation scores among three groups.
Alternative hypothesis: Ha: There is a significant difference in the average alienation scores among three groups.
We assume level of significance = α = 0.05 = 5%
The required box plot and ANOVA table by using SPSS are given as below:
Box plots are given as below:
From above box plots, it is observed that there is a significant difference in the average alienation scores among three groups.
The descriptive statistics and ANOVA table is given as below:
Descriptives |
||||||||
Alienation score |
||||||||
N |
Mean |
Std. Deviation |
Std. Error |
95% Confidence Interval for Mean |
Minimum |
Maximum |
||
Lower Bound |
Upper Bound |
|||||||
First generation immigrants |
7 |
34.7143 |
5.49892 |
2.07840 |
29.6286 |
39.7999 |
23.00 |
39.00 |
Second generation immigrants |
7 |
28.4286 |
6.55381 |
2.47711 |
22.3673 |
34.4898 |
18.00 |
37.00 |
Third generation immigrants |
7 |
22.5714 |
5.62308 |
2.12533 |
17.3709 |
27.7719 |
16.00 |
30.00 |
Total |
21 |
28.5714 |
7.56684 |
1.65122 |
25.1270 |
32.0158 |
16.00 |
39.00 |
ANOVA |
|||||
Alienation score |
|||||
Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
Between Groups |
516.286 |
2 |
258.143 |
7.389 |
.005 |
Within Groups |
628.857 |
18 |
34.937 |
||
Total |
1145.143 |
20 |
From above ANOVA, the p-value is given as 0.005 which is less than alpha value 0.05, so we reject the null hypothesis.
There is a sufficient evidence to conclude that there is a significant difference in the average alienation scores among three groups.