Question

In: Statistics and Probability

An amusement park studied methods for decreasing the waiting time (minutes) for rides by loading and...

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  = .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 42 55 52
44 47 48
Method 2 47 50 51
49 46 47
  1. Set up the ANOVA table (to 2 decimal, if necessary). Round p-value to four decimal places.
    Source of Variation Sum of Squares Degrees of Freedom Mean Square F p-value
    Factor A
    Factor B
    Interaction
    Error
    Total

  2. The p-value for Factor A is Select:less than .01, between .01 and .025, between .025 and .05, between .05 and .10, greater than .10
  3. What is your conclusion with respect to Factor A? Select:Factor A is significant, Factor A is not significant
  4. The p-value for Factor B is Select: less than .01, between .01 and .025 between .025 and .05, between .05 and .10, greater than .10
  5. What is your conclusion with respect to Factor B?
    Select: Factor B is significant, Factor B is not significant
  6. The p-value for the interaction of factors A and B is Select: less than .01, between .01 and .025, between .025 and .05, between .05 and .10, greater than .10
  7. What is your conclusion with respect to the interaction of Factors A and B?
    Select: The interaction of factors A and B is significant, The interaction of factors A and B is not significantI
  8. What is your recommendation to the amusement park?
    Select: Use method 1; it has a lower sample mean waiting time and is the best method, Withhold judgment; take a larger sample before making a final decision Since method is not a significant factor, use either loading and unloading method

Solutions

Expert Solution

Output using excel:

a)

Anova: Two-Factor With Replication
SUMMARY Roller Coaster Screaming Demon Long Flume Total
Method 1
Count 2 2 2 6
Sum 86 102 100 288
Average 43 51 50 48
Variance 2 32 8 23.6
Method 2
Count 2 2 2 6
Sum 96 96 98 290
Average 48 48 49 48.33333
Variance 2 8 8 3.866667
Total
Count 4 4 4
Sum 182 198 198
Average 45.5 49.5 49.5
Variance 9.666667 16.33333 5.666667
ANOVA
Source of Variation SS df MS F P-value F crit
Factor A 0.33 1 0.33 0.03 0.8611 5.987378
Factor B 42.67 2 21.33 2.13 0.1996 5.143253
Interaction 34.67 2 17.33 1.73 0.2546 5.143253
Error 60 6 10
Total 137.6667 11

b) The p-value for Factor A is greater than .10

c) Conclusion with respect to Factor A:

Factor A is not significant.

d) The p-value for Factor B is greater than .10

e) Conclusion with respect to Factor B:

Factor B is not significant.

f) The p-value for the interaction of factors A and B is greater than .10

g) Conclusion with respect to the interaction of Factors A and B:

The interaction of factors A and B is not significant.

h) Recommendation:

Withhold judgement: take a larger sample before making a final decision


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