Question

In: Statistics and Probability

A research study concluded that self-employed individuals do not experience higher job satisfaction than individuals who...

A research study concluded that self-employed individuals do not experience higher job satisfaction than individuals who are not self-employed. In this study, job satisfaction is measured using 18 items, each of which is rated using a Likert-type scale with 1–5 response options ranging from strong agreement to strong disagreement. A higher score on this scale indicates a higher degree of job satisfaction. The sum of the ratings for the 18 items, ranging from 18–90, is used as the measure of job satisfaction. Suppose that this approach was used to measure the job satisfaction for lawyers, physical therapists, cabinetmakers, and systems analysts. Suppose the results obtained for a sample of 10 individuals from each profession follow.

Lawyer Physical Therapist Cabinetmaker Systems Analyst
42 55 56 42
44 78 67 75
72 78 81 73
44 84 67 58
55 58 77 66
52 59 66 64
45 64 57 43
50 52 80 55
64 55 82 76
38 52 58 64

At the α = 0.05 level of significance, test for any difference in the job satisfaction among the four professions.

State the null and alternative hypotheses.

H0: μLμPTμCμSA
Ha: μL = μPT = μC = μSAH0: Not all the population means are equal.
Ha: μL = μPT = μC = μSA     H0: At least two of the population means are equal.
Ha: At least two of the population means are different.H0: μL = μPT = μC = μSA
Ha: Not all the population means are equal.H0: μL = μPT = μC = μSA
Ha: μLμPTμCμSA

Find the value of the test statistic. (Round your answer to two decimal places.)

Find the p-value. (Round your answer to three decimal places.)

p-value =

State your conclusion.

Do not reject H0. There is sufficient evidence to conclude that the mean job satisfaction rating is not the same for the four professions.Do not reject H0. There is not sufficient evidence to conclude that the mean job satisfaction rating is not the same for the four professions.     Reject H0. There is sufficient evidence to conclude that the mean job satisfaction rating is not the same for the four professions.Reject H0. There is not sufficient evidence to conclude that the mean job satisfaction rating is not the same for the four professions.

Solutions

Expert Solution

The statistical software output for this problem is :

H0: μL = μPT = μC = μSA
Ha: Not all the population means are equal.

Test statistics = 4.41

P-value = 0.007

  Reject H0. There is sufficient evidence to conclude that the mean job satisfaction rating is not the same for the four professions.


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