As part of a study designed to compare hybrid and similarly equipped conventional vehicles, a variety of classes of hybrid and all-gas model cars and sport utility vehicles (SUVs) were tested. The data showing the miles-per-gallon rating study obtained for two hybrid small cars, two hybrid midsize cars, two hybrid small SUVs, two hybrid midsize SUVs, and eight similarly equipped conventional models are contained in the Excel Online file below. Construct a spreadsheet to answer the following questions.
a. At the a=0.05 level of significance, test for significant effects due to class, type, and interaction.
Source of Variation |
Sum of Squares (to 2 decimals) |
Degrees of Freedom |
Mean Square (to 2 decimals) |
(to 2 decimals) |
Class | ||||
Type | ||||
Interaction | ||||
Error | ||||
Total |
b. The p-value for the class of vehicle is .
(___)
c. The p-value for the type of vehicle is .
(___)
d. The p-value for the interaction between class and type of vehicle is .
(___)
Make/Model | Class | Type | MPG |
Honda Civic | Small Car | Hybrid | 37 |
Honda Civic | Small Car | Conventional | 27 |
Toyota Prius | Small Car | Hybrid | 43 |
Toyota Corolla | Small Car | Conventional | 31 |
Chevrolet Malibu | Midsize Car | Hybrid | 27 |
Chevrolet Malibu | Midsize Car | Conventional | 23 |
Nissan Altima | Midsize Car | Hybrid | 32 |
Nissan Altima | Midsize Car | Conventional | 25 |
Ford Escape | Small SUV | Hybrid | 26 |
Ford Escape | Small SUV | Conventional | 21 |
Saturn Vue | Small SUV | Hybrid | 28 |
Saturn Vue | Small SUV | Conventional | 23 |
Lexus RX | Midsize SUV | Hybrid | 22 |
Lexus RX | Midsize SUV | Conventional | 19 |
Toyota Highlander | Midsize SUV | Hybrid | 23 |
Toyota Highlander | Midsize SUV | Conventional | 17 |
put above data in below format in excel:
Hybrid | Conventional | |
Small Car | 37 | 27 |
Small Car | 43 | 31 |
Midsize Car | 27 | 23 |
Midsize Car | 32 | 25 |
Small SUV | 26 | 21 |
Small SUV | 28 | 23 |
Midsize SUV | 22 | 19 |
Midsize SUV | 23 | 17 |
from excel :data-data analysis: ANOVA: 2 factor with replication:
below is output:
Source of Variation | SS | df | MS | F | P-value |
class | 428.5 | 3 | 142.83 | 24.31 | 0.0002 |
type | 169 | 1 | 169.00 | 28.77 | 0.0007 |
Interaction | 27.5 | 3 | 9.17 | 1.56 | 0.2730 |
Within | 47 | 8 | 5.88 | ||
Total | 672 | 15 |
b)\
p value for class =0.0002
c)
p value for type =0.0007
d)
p value for interaction =0.2730
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