In: Statistics and Probability
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 | 36 | 
| Small Car | Conventional | 29 | 
| Small Car | Hybrid | 43 | 
| Small Car | Conventional | 33 | 
| Midsize Car | Hybrid | 28 | 
| Midsize Car | Conventional | 22 | 
| Midsize Car | Hybrid | 33 | 
| Midsize Car | Conventional | 24 | 
| 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 significant.
Because the p-value > α = 0.05, class is not significant.
Because the p-value ≤ α = 0.05, class is not significant.
Because the p-value > α = 0.05, class is 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 not significant.
Because the p-value > α = 0.05, type is significant.
Because the p-value ≤ α = 0.05, type is significant.
Because the p-value ≤ α = 0.05, type is not 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 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.
The two factors ANOVA with replication analysis is performed in excel by following these steps,
Step 1: Write the data values in excel. The screenshot is shown below,

Step 2: DATA > Data Analysis > ANOVA: Two Factor With Replication > OK. The screenshot is shown below,

Step 3: Select Input Range: All the data values column, Rows per Sample: 2, Alpha = 0.05. The screenshot is shown below,

The result is obtained. The screenshot is shown below,

Class
test statistic for class (F-statistic) = 147.08
p-value for class = 0.000
conclusion: Because the p-value ≤ alpha = 0.05, class is
significant.
Type
test statistic for type (F-statistic) = 29.76
p-value for type = 0.000
conclusion: Because the p-value ≤ alpha = 0.05, type is
significant.
interaction between class and type
test statistic for interaction (F-statistic) = 0.39
p-value for interaction = 0.761
conclusion: Because the p-value > alpha = 0.05, interaction
between class and type is not significant.