Question

In: Statistics and Probability

As part of a study designed to compare hybrid and similarly equipped conventional vehicles, a group...

As part of a study designed to compare hybrid and similarly equipped conventional vehicles, a group tested a variety of classes of hybrid and all-gas model cars and sport utility vehicles (SUVs). Suppose the following data show the miles-per-gallon rating obtained for two hybrid small cars, two hybrid midsize cars, two hybrid small SUVs, and two hybrid midsize SUVs; also shown are the miles per gallon obtained for eight similarly equipped conventional models.

Class Type MPG
Small Car Hybrid 35
Small Car Conventional 30
Small Car Hybrid 42
Small Car Conventional 34
Midsize Car Hybrid 29
Midsize Car Conventional 21
Midsize Car Hybrid 34
Midsize Car Conventional 23
Small SUV Hybrid 27
Small SUV Conventional 21
Small SUV Hybrid 28
Small SUV Conventional 22
Midsize SUV Hybrid 23
Midsize SUV Conventional 19
Midsize SUV Hybrid 24
Midsize SUV Conventional 18

At the α = 0.05 level of significance, test for significant effects due to class, type, and interaction.

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

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

p-value =

State your conclusion about class.

Because the p-value > α = 0.05, class is not significant.Because the p-value > α = 0.05, class is significant.    Because the p-value ≤ α = 0.05, class is significant.Because the p-value ≤ α = 0.05, class is not significant.

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

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

p-value =

State your conclusion about type.

Because the p-value > α = 0.05, type is significant.Because the p-value > α = 0.05, type is not significant.    Because the p-value ≤ α = 0.05, type is not significant.Because the p-value ≤ α = 0.05, type is significant.

Find the value of the test statistic for interaction between class and type. (Round your answer to two decimal places.)

Find the p-value for interaction between class and type. (Round your answer to three decimal places.)

p-value =

State your conclusion about interaction between class and type.

Because the p-value > α = 0.05, interaction between class and type is significant.Because the p-value > α = 0.05, interaction between class and type is not significant.    Because the p-value ≤ α = 0.05, interaction between class and type is not significant.Because the p-value ≤ α = 0.05, interaction between class and type is significant.

Solutions

Expert Solution

Anova: Two-Factor With Replication
SUMMARY small car midsize car small SUV midsize SUV Total
Hybrid
Count 2 2 2 2 8
Sum 77 63 55 47 242
Average 38.5 31.5 27.5 23.5 30.25
Variance 24.5 12.5 0.5 0.5 40.5
Conventional
Count 2 2 2 2 8
Sum 64 44 43 37 188
Average 32 22 21.5 18.5 23.5
Variance 8 2 0.5 0.5 31.14286
Total
Count 4 4 4 4
Sum 141 107 98 84
Average 35.25 26.75 24.5 21
Variance 24.91667 34.91667 12.33333 8.666667
ANOVA
Source of Variation SS df MS F P-value F crit
Sample (Type) 182.25 1 182.25 29.7551 0.000605 5.317655
Columns (class) 441.25 3 147.0833 24.01361 0.000236 4.066181
Interaction 11.25 3 3.75 0.612245 0.625881 4.066181
Within 49 8 6.125
Total 683.75 15

.

the value of the test statistic for class= 24.01

p-value = 0.000

Because the p-value ≤ α = 0.05, class is significant.

=====================

value of the test statistic for type = 29.76

p-value = 0.001

Because the p-value ≤ α = 0.05, type is significant.

==================

value of the test statistic for interaction between class and type= 0.61

p-value = 0.626

Because the p-value > α = 0.05, interaction between class and type is not significant.


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