The monthly sales of a new business software package at a local discount software store were as follows:
Week | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
Sales | 480 | 420 | 437 | 450 | 480 | 507 | 470 | 496 | 446 |
476 |
Find the best number of weeks to use in a moving average forecast based on MSE. Do not round intermediate calculations. Round your answers to two decimal places.
Number of weeks | MSE | ||||||||||||||||||||
2 | |||||||||||||||||||||
3 | |||||||||||||||||||||
4 |
Find the best single exponential smoothing model by evaluating the MSE from 0.1 to 0.9, in increments of 0.1. Do not round intermediate calculations. Round your answers to two decimal places.
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from abve:
actual | 2 month | 3 month | 4 month | |||
A | F1 | F1 | F1 | (A-F1)^2 | (A-F2)^2 | (A-F3)^2 |
480 | ||||||
420 | ||||||
437 | 450.00 | 169.00 | ||||
450 | 428.50 | 445.67 | 462.25 | 18.78 | ||
480 | 443.50 | 435.67 | 446.75 | 1332.25 | 1965.44 | 1105.56 |
507 | 465.00 | 455.67 | 446.75 | 1764.00 | 2635.11 | 3630.06 |
470 | 493.50 | 479.00 | 468.50 | 552.25 | 81.00 | 2.25 |
496 | 488.50 | 485.67 | 476.75 | 56.25 | 106.78 | 370.56 |
446 | 483.00 | 491.00 | 488.25 | 1369.00 | 2025.00 | 1785.06 |
476 | 471.00 | 470.67 | 479.75 | 25.00 | 28.44 | 14.06 |
average | 716.25 | 980.08 | 1151.26 |
number of weeks | MSE |
2 | 716.25 |
3 | 980.08 |
4 | 1151.26 |
2 week moving average is a better model.
2)
exponential smoothing model
alpha | MSE |
0.1 | 926.67 |
0.2 | 952.26 |
0.3 | 978.17 |
0.4 | 998.7 |
0.5 | 1016.22 |
0.6 | 1035.11 |
0.7 | 1060.67 |
0.8 | 1098.64 |
0.9 | 1155.13 |
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