Question

In: Statistics and Probability

Problem Set 2: The One-way ANOVA Research Scenario: As part of a new prevention program, a...

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

  1. Paste SPSS output. (7 pts)
  1. Write an APA-style Results section based on your analysis. Include your boxplot as an APA-style figure as demonstrated in the APA writing presentation. (Results = 8 pts; Graph = 5 pts) Please answer this part! Very important! Thank you!

Solutions

Expert Solution

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.


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