In: Statistics and Probability
As part of a study designed to compare hybrid and similarly equipped conventional vehicles, Consumer Reports tested a variety of classes of hybrid and all-gas model cars and sport utility vehicles (SUVs) were tested. The following data show the miles-per-gallon rating Consumer Reports 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.
Make/Model | Class | Type | MPG |
Honda Civic | Small Car | Hybrid | 36 |
Honda Civic | Small Car | Conventional | 28 |
Toyota Prius | Small Car | Hybrid | 44 |
Toyota Corolla | Small Car | Conventional | 33 |
Chevrolet Malibu | Midsize Car | Hybrid | 26 |
Chevrolet Malibu | Midsize Car | Conventional | 22 |
Nissan Altima | Midsize Car | Hybrid | 31 |
Nissan Altima | Midsize Car | Conventional | 26 |
Ford Escape | Small SUV | Hybrid | 27 |
Ford Escape | Small SUV | Conventional | 20 |
Saturn Vue | Small SUV | Hybrid | 28 |
Saturn Vue | Small SUV | Conventional | 22 |
Lexus RX | Midsize SUV | Hybrid | 24 |
Lexus RX | Midsize SUV | Conventional | 19 |
Toyota Highlander | Midsize SUV | Hybrid | 23 |
Toyota Highlander | Midsize SUV | Conventional | 17 |
At the level of significance, test for significant effects due to class, type, and interaction.
Assume that Factor A is Class of vehicle tested and Factor B is Type.
Source of Variation |
Sum of
Squares (to 2 decimals) |
Degrees of Freedom |
Mean
Square (to 2 decimals) |
F (to 2 decimals) |
Factor A | ||||
Factor B | ||||
Interaction | ||||
Error | ||||
Total |
The p-value for Factor A is - Select your answer from the following: less than .01, between .01 and .025, between .025 and .05, between .05 and .10, or greater than .10
What is your conclusion with respect to Factor A?
- Select your answer from the following - Factor A is not significant OR Factor A is significant
The pvalue for Factor B is - Select your answer from the following - less than .01, between .01 and .025, between .025 and .05, between .05 and .10, OR greater than .10
What is your conclusion with respect to Factor B?
- Select your answer from the following - Factor B is not significant OR Factor B is significant
The p-value for the interaction of factors A and B is - Select your answer - less than .01, between .01 and .025, between .025 and .05, between .05 and .10 OR greater than .10
What is your conclusion with respect to the interaction of Factors A and B?
- Select your answer - The interaction of factors A and B is not significant OR The interaction of factors A and B is significant
Assuming that Factor A is Class of vehicle tested and Factor B is Type, the 4x2 ANOVA table is obtained as follow
Factor A | |||||
Small Car | Midsize Car | Small SUV | Midsize SUV | ||
Factor B | Hybrid | 36 | 26 | 27 | 24 |
44 | 31 | 28 | 23 | ||
Conventional | 28 | 22 | 20 | 19 | |
33 | 26 | 22 | 17 |
Now, the ANOVA model for the mlg is obtained in EXCEL by using following step;
Step 1: Write the data value in excel. The screenshot is shown below;
Step 2: Data>Data Analysis>Two-Factor With Replication>OK. The screenshot is shown below:
Step 3: Select>Input Range>OK., Rows per sample: 2, Alpha value = 0.05 at 5% significance level. The screenshot is shown below;
The result is obatained. The screenshot for ANOVA table is shown below,
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Factor A | 458.75 | 3 | 152.92 | 17.48 | 0.00 | 4.07 |
Factor B | 169 | 1 | 169.00 | 19.31 | 0.00 | 5.32 |
Interaction | 14 | 3 | 4.67 | 0.53 | 0.67 | 4.07 |
Error | 70 | 8 | 8.75 | |||
Total | 711.75 | 15 |
Correct answer:
p-value | significant? | |||
Factor A | 0.002303 | < | 0.01 | significant |
Factor B | 0.000715 | < | 0.01 | significant |
Interaction of A and B | 0.672177 | > | 0.1 | Not significant |
The p-value for Factor A is less than .01
Factor A is significant
The p-value for Factor B is less than .01,
Factor B is significant
The p-value for the interaction of factors A and B is greater than .10
The interaction of factors A and B is not significant