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 |
|
|
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|
|
|
6984 |
6738 |
7066 |
|
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|
6757 |
6616 |
7052 |
|
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|
|
6334 |
5624 |
6345 |
|
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|
|
5820 |
5781 |
6369 |
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|
|
5115 |
4825 |
5436 |
|
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|
|
|
|
6204 |
6803 |
6801 |
|
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|
|
7199 |
6680 |
6654 |
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|
6475 |
5677 |
6155 |
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|
5910 |
5836 |
6174 |
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|
5082 |
4871 |
5329 |
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|
|
6669 |
6868 |
6672 |
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|
6098 |
6743 |
6798 |
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|
6084 |
5731 |
6017 |
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|
5591 |
5891 |
5907 |
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|
4838 |
4917 |
5054 |
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|
|
|
6285 |
6933 |
6436 |
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|
|
|
6492 |
6807 |
6439 |
|
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|
|
5742 |
5785 |
5912 |
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|
|
5340 |
5947 |
5703 |
|
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|
|
4436 |
4964 |
4854 |
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|
|
5510 |
6998 |
6204 |
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|
|
5760 |
6870 |
6124 |
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|
0 |
5839 |
5483 |
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|
6016 |
6002 |
4175 |
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|
5260 |
5010 |
3764 |
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|
6122 |
7062 |
5464 |
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|
7202 |
6934 |
5701 |
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|
7768 |
5893 |
4756 |
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|
6736 |
6057 |
6139 |
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|
6233 |
5056 |
5431 |
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|
8105 |
7127 |
6879 |
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|
7775 |
6997 |
7343 |
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|
6752 |
5947 |
6383 |
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|
6788 |
6113 |
6911 |
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|
5629 |
5102 |
6084 |
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|
7663 |
7192 |
7335 |
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|
7218 |
7061 |
7512 |
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|
6780 |
6001 |
6397 |
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|
6414 |
6168 |
6862 |
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|
5055 |
5148 |
5926 |
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|
6586 |
7257 |
7196 |
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|
6511 |
7125 |
7101 |
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|
6239 |
6055 |
6016 |
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|
5700 |
6223 |
6338 |
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|
5088 |
5194 |
5307 |
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|
6964 |
7322 |
6744 |
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|
6399 |
7188 |
6819 |
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|
5895 |
6109 |
5877 |
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|
5907 |
6279 |
6043 |
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|
4934 |
5240 |
5169 |
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|
7642 |
7387 |
6661 |
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|
7485 |
7252 |
6805 |
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|
6228 |
6163 |
6144 |
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|
6920 |
6334 |
6303 |
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|
5543 |
5286 |
5568 |
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|
7810 |
7452 |
7264 |
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|
7388 |
7315 |
7280 |
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|
6876 |
6217 |
6424 |
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|
6601 |
6389 |
6728 |
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|
2592 |
5332 |
5757 |
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|
9182 |
7516 |
6895 |
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|
7808 |
7379 |
7204 |
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|
7094 |
6271 |
6494 |
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|
5104 |
6445 |
6751 |
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|
6267 |
5378 |
5069 |
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|
7581 |
7814 |
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|
7442 |
7437 |
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|
6325 |
6604 |
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|
6500 |
6441 |
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|
5424 |
5471 |
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