Question

In: Statistics and Probability

Oxnard Petro, Ltd., has three interdisciplinary project development teams that function on an ongoing basis. Team...

Oxnard Petro, Ltd., has three interdisciplinary project development teams that function on an ongoing basis. Team members rotate from time to time. Every 4 months (three times a year) each department head rates the performance of each project team (using a 0 to 100 scale, where 100 is the best rating). Are the main effects significant? Is there an interaction?

Year Marketing Engineering Finance
2007 82 65 95
84 83 93
86 68 91
2009 88 74 85
87 66 80
80 84 95
2011 83 70 95
90 71 85
81 73 78


(a-1)
Choose the correct row-effect hypotheses.

a. H0: A1A2A3 ≠ 0 ⇐⇐ year means differ
H1: All the Aj are equal to zero ⇐⇐ year means are the same
b. H0: A1 = A2 = A3 = 0 ⇐⇐ year means are the same
H1: Not all the Aj are equal to zero ⇐⇐ year means differ
  • a

  • b



(a-2)
Choose the correct column-effect hypotheses.

a. H0: B1B2B3 ≠ 0 ⇐⇐ department means differ
H1: All the Bj are equal to zero ⇐⇐ department type means are the same
b. H0: B1 = B2 = B3 = 0 ⇐⇐ department means are the same
H1: Not all the Bj are equal to zero ⇐⇐ department type means differ
  • a

  • b



(a-3)
Choose the correct interaction-effect hypotheses.

a. H0: Not all the ABjk are equal to zero ⇐⇐ there is an interaction effect
H1: All the ABjk are equal to zero ⇐⇐ there is no interaction effect
b. H0: All the ABjk are equal to zero ⇐⇐ there is no interaction effect
H1: Not all the ABjk are equal to zero ⇐⇐ there is an interaction effect
  • a

  • b



(b)
Fill in the missing data. (Round your Table of Means values to 1 decimal place, SS and F values to 2 decimal places, MS values to 3 decimal places, and p-values to 4 decimal places.)

Table of Means
Factor 2 (Department)
Factor 1 (Year) Marketing Engineering Finance Average
2007
2009
2011
Total

  

Source SS df MS F p-value
Factor 1 (Year)
Factor 2 (Department)
Interaction
Error
Total


(c)
Using α = 0.05, choose the correct statement.

  • The main effects of department and year are significant, but there is not a significant interaction effect.

  • The main effect of department is significant; however, there is no significant effect from year or interaction between department and year.

  • The main effect of year is significant; however, there is no significant effect from department or interaction between department and year.



(d)
Interpret the p-values carefully.

The p-values range from highly significant (Department) to insignificant (Year). The interaction effect, if any, is  (Click to select)  weak  strong  since about  (Click to select)  71  90  39  samples in 100 would show an F statistic this large in the  (Click to select)  presence  absence  of interaction.

Solutions

Expert Solution

(a-1) Choose the correct row-effect hypotheses.

a. H0: A1 ≠ A2 ≠ A3 ≠ 0 ⇐⇐ year means differ
H1: All the Aj are equal to zero ⇐⇐ year means are the same
b. H0: A1 = A2 = A3 = 0 ⇐⇐ year means are the same
H1: Not all the Aj are equal to zero ⇐⇐ year means differ
  • a

  • b



(a-2) Choose the correct column-effect hypotheses.

a. H0: B1 ≠ B2 ≠ B3 ≠ 0 ⇐⇐ department means differ
H1: All the Bj are equal to zero ⇐⇐ department type means are the same
b. H0: B1 = B2 = B3 = 0 ⇐⇐ department means are the same
H1: Not all the Bj are equal to zero ⇐⇐ department type means differ
  • a

  • b



(a-3) Choose the correct interaction-effect hypotheses.

a. H0: Not all the ABjk are equal to zero ⇐⇐ there is an interaction effect
H1: All the ABjk are equal to zero ⇐⇐ there is no interaction effect
b. H0: All the ABjk are equal to zero ⇐⇐ there is no interaction effect
H1: Not all the ABjk are equal to zero ⇐⇐ there is an interaction effect
  • a

  • b



(b) Fill in the missing data. (Round your Table of Means values to 1 decimal place, SS and F values to 2 decimal places, MS values to 3 decimal places, and p-values to 4 decimal places.)

Factor 2
Means:
Marketing Engineering Finance
2007 84.0 72.0 93.0 83.0
Factor 1 2009 85.0 74.7 86.7 82.1
2011 84.7 71.3 86.0 80.7
84.6 72.7 88.6 81.9
ANOVA table
Source SS    df MS F    p-value
Factor 1 24.96 2 12.481 0.31 .7342
Factor 2 1,229.41 2 614.704 15.48 .0001
Interaction 84.81 4 21.204 0.53 .7125
Error 714.67 18 39.704
Total 2,053.85 26

  


(c) Using α = 0.05, choose the correct statement.

  • The main effects of department and year are significant, but there is not a significant interaction effect.

  • The main effect of department is significant; however, there is no significant effect from year or interaction between department and year.

  • The main effect of year is significant; however, there is no significant effect from department or interaction between department and year.



(d) Interpret the p-values carefully.

The p-values range from highly significant (Department) to insignificant (Year). The interaction effect, if any, is  (Click to select)  weak  since about  (Click to select)  71   samples in 100 would show an F statistic this large in the  (Click to select)  presence   of interaction.


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