In: Statistics and Probability
|
Month |
Actual Demand |
|
1 |
25 |
|
2 |
30 |
|
3 |
33 |
|
4 |
35 |
|
5 |
38 |
(a)
| Alpha | 0.3 | ||||||
| Data | Forecasts and Error Analysis | ||||||
| Period | Demand | Forecast | Error | Absolute | Squared | Abs Pct Err | |
| Period 1 | 25 | 25 | 0 | 0 | 0 | 00.00% | |
| Period 2 | 30 | 25 | 5 | 5 | 25 | 16.67% | |
| Period 3 | 33 | 26.5 | 6.5 | 6.5 | 42.25 | 19.70% | |
| Period 4 | 35 | 28.45 | 6.55 | 6.55 | 42.9025 | 18.71% | |
| Period 5 | 38 | 30.415 | 7.585 | 7.585 | 57.5322 | 0.199605263 | |
| Total | 25.635 | 25.635 | 167.685 | 75.04% | |||
| Average | 5.127 | 5.127 | 33.537 | 15.01% | |||
| Bias | MAD | MSE | MAPE | ||||
| SE | 7.4763 | ||||||
| Next period | 32.6905 |
(b)
| Alpha | 0.25 | ||||||||
| Beta | 0.6 | ||||||||
| Data | Forecasts and Error Analysis | ||||||||
| Period | Demand | Smoothed Forecast, Ft | Smoothed Trend, Tt | Forecast Including Trend, FITt | Error | Absolute | Squared | Abs Pct Err | |
| Period 1 | 25 | 25 | 25 | 0 | 0 | 0 | 00.00% | ||
| Period 2 | 30 | 25 | 0 | 25 | 5 | 5 | 25 | 16.67% | |
| Period 3 | 33 | 26.25 | 6.75 | 6.75 | 45.5625 | 20.45% | |||
| Period 4 | 35 | 27.9375 | 7.0625 | 7.0625 | 49.8789 | 20.18% | |||
| Period 5 | 38 | 29.7031 | 8.29688 | 8.29688 | 68.8381 | 0.21834 | |||
| Total | 27.1094 | 27.1094 | 189.28 | 79.13% | |||||
| Average | 5.4219 | 5.4219 | 37.856 | 15.83% | |||||
| Bias | MAD | MSE | MAPE | ||||||
| SE | 7.9431 |
(c) Part (a) forecast is better because it has lower MAD.