Mean absolute percentage error for models


Assignment:

For each forecast, set up columns and calculate:

Error

Squared error

Absolute error

Absolute % error

The numerator of Thiel"s U statistic

The denominator of Thiel"s U statistic

Calculate ME, MSE, RMSE, MAPE, and U.

Questions.

1 The absolute percentage error for the data point 9242008 returns #DIZ0! Value. The appropriate action is...

a exclude 9242008 entirely from data set
b Treat the reported error as a missing value when calculating the error statistics
c Replace the error by zero
d Replace the actual value of calls offered by a very small number e.g 1
e do nothing

2 The following statement about the error statistics for the two variables is true.

a the calculated mean squared error for both models are too large to be interpreted
b Model 1 systematically over predicts number of calls
c Thiel's U statistic indicate that naïve forecasting will produce better forecast than either model 1 or 2
d Model 2 is far superior to Model 1 in terms of mean error
e Neither model has any substantial bias.

3 The root mean squared error for models 1 and 2 respectively are

a 1018 and 1075
b 31 and 2
c .048 and .52
d 1036949 and 1156669
e .097 and .102

4 The mean absolute percentage error for models 1 and 2 respectively are

a 1018 and 1075
b 0.097 and .102
c .48 and .52
d 1036949 and 1156669
e 31 and 2

5 The error statistic indicate

a Naïve forecasting will produce better results than either model 1 or model 2
b Model 2 is better than model 1 based on RMSE and MAPE
c model 2 is better than model 1 because it has the lowest mean error
d model 1 is better than model 2 based on RMSE, MAPE, and Thiel's U statistic
e Both model 1 and model 2 provide reasonable forecast of calls offered based on MAPE.

Calls Offered Forecast 1 Forecast 2 e1 e1^2 APE1 Num 1 Den 1 e2 e2^2 APE2  Num 2 Den 2
  F1
8110 6673 7106  


 



 
ME  
7240 6553 7477  


 



 
RMSE  
6622 5570 6770  


 



 
MAPE  
6122 5725 6842  


 



 
U  
5120 4779 5880  


 



 


6984 6738 7066  


 



 


6757 6616 7052  


 



 
 
6334 5624 6345  


 



 
 
5820 5781 6369  


 



 
 
5115 4825 5436  


 



 


6204 6803 6801  


 



 
 
7199 6680 6654  
 
 



 
 
6475 5677 6155  


 



 
 
5910 5836 6174  


 



 


5082 4871 5329  


 



 


6669 6868 6672  


 



 


6098 6743 6798  


 



 


6084 5731 6017  


 



 


5591 5891 5907  


 



 


4838 4917 5054  


 



 


6285 6933 6436  


 



 


6492 6807 6439  


 



 


5742 5785 5912  


 



 


5340 5947 5703  


 



 


4436 4964 4854  


 



 


5510 6998 6204  


 



 


5760 6870 6124  


 



 


0 5839 5483  


 



 


6016 6002 4175  


 



 


5260 5010 3764  


 



 


6122 7062 5464  


 



 


7202 6934 5701  


 



 


7768 5893 4756  


 



 


6736 6057 6139  


 



 


6233 5056 5431  


 



 


8105 7127 6879  


 



 


7775 6997 7343  


 



 


6752 5947 6383  


 



 


6788 6113 6911  


 



 


5629 5102 6084  


 



 


7663 7192 7335  


 



 


7218 7061 7512  


 



 


6780 6001 6397  


 



 


6414 6168 6862  


 



 


5055 5148 5926  


 



 


6586 7257 7196  


 



 


6511 7125 7101  


 



 


6239 6055 6016  


 



 


5700 6223 6338  


 



 


5088 5194 5307  


 



 


6964 7322 6744  


 



 


6399 7188 6819  


 



 


5895 6109 5877  


 



 


5907 6279 6043  


 



 


4934 5240 5169  


 



 


7642 7387 6661  


 



 


7485 7252 6805  


 



 


6228 6163 6144  


 



 


6920 6334 6303  


 



 


5543 5286 5568  


 



 


7810 7452 7264  


 



 


7388 7315 7280  


 



 


6876 6217 6424  


 



 


6601 6389 6728  


 



 


2592 5332 5757  


 



 


9182 7516 6895  


 



 


7808 7379 7204  


 



 


7094 6271 6494  


 



 


5104 6445 6751  


 



 


6267 5378 5069                    


  7581 7814












  7442 7437












  6325 6604












  6500 6441












  5424 5471












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Basic Statistics: Mean absolute percentage error for models
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