Question

In: Statistics and Probability

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

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

Solutions

Expert Solution

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


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