Question

In: Statistics and Probability

A researcher was curious about whether people’s attitudes are related to their behaviors. As a simple...

A researcher was curious about whether people’s attitudes are related to their behaviors. As a simple experiment, the researcher measured people’s attitudes and behaviors regarding housework.

On the attitude side, the researcher measured the level of agreement on the statement “It is much better for everyone involved in housework: strongly agree, agree, disagree, and strongly disagree” On the behavioral side, the respondents are asked to estimate how many hours of housework they do per week.

Based on your analysis of the data below, please come up with a conclusion whether people who respond differently to the attitudinal question actually behave differently?

Once you have arrived at an answer to each question, please write a sentence or two interpreting the result (100 pts).

Attitude

Strongly Agree

Agree

Disagree

Strongly Disagree

34

28

40

43

31

26

42

42

33

24

39

38

32

26

32

39

28

32

41

41

27

34

39

44

43

27

43

48

38

26

44

36

27

31

41

31

39

Sample N

10

9

10

8

Sample Mean

32.40

28.22

40.00

41.38

Sample St.Dev

5.03

3.35

3.30

3.78

  1. State the null and alternative hypotheses. (15 pts)
  2. Find the critical value from the F test distribution. (15 pts)
  3. ANOVA computation (Mean and Variance of each sample groups were provided with the data.

c.1. Find the grand mean, the mean of all values in the samples. (10 pts)

c.2. Find the between-group variance. (15 pts)

c3. Find the within group variance.

c.4. Compute the F-value. (15 pts)

  1. At α = 0.05, can it be concluded that there is a significant difference in the behavior among the groups with different attitudes toward housework? Why or why not? Make the decision and summarize the results. (15 pts)

Solutions

Expert Solution

Ans a ) the null ad alternative hypothesis is

Ho:u1=u2=u3=u4

Ha: at least one u is different

using excel>data >data analysis>one way anova

we have

SUMMARY
Groups Count Sum Average Variance
Column 1 10 324 32.4 25.37778
Column 2 9 254 28.22222 11.19444
Column 3 10 400 40 10.88889
Column 4 8 331 41.375 14.26786
grand mean 35.499
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 1050.872 3 350.2907 22.40967 4.26E-08 2.891564
Within Groups 515.8306 33 15.63123
Total 1566.703 36

Ans b )  the critical value from the F test distribution is 2.892

c.1.the grand mean, the mean of all values in the samples. is 35.499

c.2 the between-group variance from table is 350.2907

c3 the within-group variance from table is 15.631

c.4. the F-value = 22.41

  1. At α = 0.05, we cannot concluded that there is a significant difference in the behavior among the groups with different attitudes toward housework because f stat > f critical value or p value of f statistic is less than 0.05  \

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