An experiment is conducted to compare the effects of weathering on the paint of three different types. To do so, identical surfaces are coated with some paint of each type that has been exposed to four different environments. Measurements of the degree of deterioration we made for each surface. What can you say about the different paint types and different environments and their effects on paint degradation?
Analysis of Variance
Source | DF | Adj SS | Adj MS | F-Value | P-Value |
Paint Type | 2 | 30.575 | 15.2873 | 18.30 | 0.000 |
Environment | 3 | 26.837 | 8.9455 | 10.71 | 0.000 |
Error | 18 | 15.038 | 0.8354 | ||
Lack-of-Fit | 6 | 6.026 | 1.0043 | 1.34 | 0.314 |
Pure Error | 12 | 9.012 | 0.7510 | ||
Total | 23 | 72.449 |
The hypothesis being tested is:
H0: There is no main effect of Paint Type
Ha: There is a main effect of Paint Type
The p-value is 0.000.
Since the p-value (0.000) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that there is a main effect of Paint Type.
The hypothesis being tested is:
H0: There is no main effect of Environment
Ha: There is a main effect of Environment
The p-value is 0.000.
Since the p-value (0.000) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that there is a main effect of the Environment.
The hypothesis being tested is:
H0: There is no interaction effect
Ha: There is an interaction effect
The p-value is 0.314.
Since the p-value (0.314) is greater than the significance level (0.05), we cannot reject the null hypothesis.
Therefore, we cannot conclude that there is an interaction effect.
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