In: Statistics and Probability
An amusement park studied methods for decreasing the waiting time (minutes) for rides by loading and unloading riders more efficiently. Two alternative loading/unloading methods have been proposed. To account for potential differences due to the type of ride and the possible interaction between the method of loading and unloading and the type of ride, a factorial experiment was designed. Use the following data to test for any significant effect due to the loading and unloading method, the type of ride, and interaction. Use a= 0.05 . Factor A is method of loading and unloading; Factor B is the type of ride.
Type of Ride | |||
Roller Coaster | Screaming Demon | Long Flume | |
Method 1 | 44 | 53 | 48 |
46 | 45 | 44 | |
Method 2 | 48 | 45 | 51 |
50 | 41 | 47 |
Set up the ANOVA table (to whole number, but p-value to 2 decimals and F value to 1 decimal, if necessary).
Source of Variation | Sum of Squares | Degrees of Freedom | Mean Square | F | P-value |
Factor A | 1 | 1 | 1 | 0.1 | 0.75 |
Factor B | 2 | ||||
Interaction | |||||
Error | |||||
Total |
Result:
An amusement park studied methods for decreasing the waiting time (minutes) for rides by loading and unloading riders more efficiently. Two alternative loading/unloading methods have been proposed. To account for potential differences due to the type of ride and the possible interaction between the method of loading and unloading and the type of ride, a factorial experiment was designed. Use the following data to test for any significant effect due to the loading and unloading method, the type of ride, and interaction. Use a= 0.05 . Factor A is method of loading and unloading; Factor B is the type of ride.
Type of Ride |
|||
Roller Coaster |
Screaming Demon |
Long Flume |
|
Method 1 |
44 |
53 |
48 |
46 |
45 |
44 |
|
Method 2 |
48 |
45 |
51 |
50 |
41 |
47 |
Set up the ANOVA table (to whole number, but p-value to 2 decimals and F value to 1 decimal, if necessary).
Excel Addon Megastat used.
Two factor ANOVA |
|||||
FactorB |
|||||
Means: |
|||||
Roller Coaster |
Screaming Demon |
Long Flume |
|||
Method 1 |
45.0 |
49.0 |
46.0 |
46.7 |
|
Factor A |
Method 2 |
49.0 |
43.0 |
49.0 |
47.0 |
47.0 |
46.0 |
47.5 |
46.8 |
||
2 |
replications per cell |
||||
ANOVA table |
|||||
Source |
SS |
df |
MS |
F |
p-value |
Factor A |
0.33 |
1 |
0.333 |
0.03 |
.8611 |
Factor B |
4.67 |
2 |
2.333 |
0.23 |
.7988 |
Interaction |
60.67 |
2 |
30.333 |
3.03 |
.1229 |
Error |
60.00 |
6 |
10.000 |
||
Total |
125.67 |
11 |
To test the effect of Factor A, calculated F=0.03, P=0.8611 which is > 0.05 level of significance. Ho is not rejected. Factor A is not significant.
To test the effect of Factor B, calculated F=0.23, P=0.7988 which is > 0.05 level of significance. Ho is not rejected. Factor B is not significant.
To test the effect of interaction, calculated F=3.03, P=0.1229 which is > 0.05 level of significance. Ho is not rejected. Interaction is not significant.
( Note: report the results with required decimals)