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 88 77 79
84 76 91
85 66 97
2009 90 78 77
82 76 77
82 66 81
2011 88 85 98
81 85 82
89 78 78

  Click here for the Excel Data File


(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)   31   52   25  samples in 100 would show an F statistic this large in the   (Click to select)   presence   absence  of interaction.

Solutions

Expert Solution

a)

b)

..............

Anova: Two-Factor With Replication
SUMMARY Marketing Engineering Finance Total
2007
Count 3 3 3 9
Sum 257 219 267 743
Average 85.66667 73 89 82.55556
Variance 4.333333 37 84 84.77778
2009
Count 3 3 3 9
Sum 254 220 235 709
Average 84.66667 73.33333 78.33333 78.77778
Variance 21.33333 41.33333 5.333333 41.19444
2011
Count 3 3 3 9
Sum 258 248 258 764
Average 86 82.66667 86 84.88889
Variance 19 16.33333 112 39.61111
Total
Count 9 9 9
Sum 769 687 760
Average 85.44444 76.33333 84.44444
Variance 11.52778 46.25 73.02778
ANOVA
Source of Variation SS df MS F P-value F crit
Sample 171.1852 2 85.59259 2.261252 0.133016 3.554557
Columns 449.4074 2 224.7037 5.936399 0.010471 3.554557
Interaction 193.9259 4 48.48148 1.280822 0.314246 2.927744
Within 681.3333 18 37.85185
Total 1495.852 26

......................

THANKS

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