Excel assignment, due 11/20
Data
| Period | Month | Sales |
| 1 | Jan | 37 |
| 2 | Feb | 40 |
| 3 | Mar | 41 |
| 4 | Apr | 37 |
| 5 | May | 45 |
| 6 | June | 50 |
| 7 | July | 43 |
| 8 | Aug | 47 |
| 9 | Sep | 56 |
| 10 | Oct | 52 |
| 11 | Nov | 55 |
| 12 | Dec | 54 |
Moving Average
| Question: What is the forecast for next January? | Period | Month | Sales | 3 Mo. MA | Error | Absolute Error | Square Error | 4 Mo. MA | Error | Absolute Error | Square Error |
| Calculate it using 3-months and 4 months average | 1 | Jan | 37 | ||||||||
| 2 | Feb | 40 | |||||||||
| 3 | Mar | 41 | |||||||||
| 4 | Apr | 37 | 39.3333333333 | -2.3333333333 | 2.3333333333 | 5.4444444444 | |||||
| 5 | May | 45 | 39.3333333333 | 5.6666666667 | 5.6666666667 | 32.1111111111 | 38.75 | 6.25 | 6.25 | ||
| 6 | June | 50 | 41 | 9 | 9 | 81 | 40.75 | 9.25 | 9.25 | ||
| 7 | July | 43 | 44 | -1 | 1 | 1 | 43.25 | -0.25 | 0.25 | ||
| 8 | Aug | 47 | 46 | 1 | 1 | 1 | 43.75 | 3.25 | 3.25 | ||
| 9 | Sep | 56 | 46.6666666667 | 9.3333333333 | 9.3333333333 | 87.1111111111 | 46.25 | 9.75 | 9.75 | ||
| 10 | Oct | 52 | 48.6666666667 | 3.3333333333 | 3.3333333333 | 11.1111111111 | 49 | 3 | 3 | ||
| 11 | Nov | 55 | 51.6666666667 | 3.3333333333 | 3.3333333333 | 11.1111111111 | 49.5 | 5.5 | 5.5 | ||
| 12 | Dec | 54 | 54.3333333333 | -0.3333333333 | 0.3333333333 | 0.1111111111 | 52.5 | 1.5 | 1.5 | ||
| 53.6666666667 | Mean Absolute Value | Mean Square Error | 54.25 | Mean Absolute Value | MSE | ||||||
| January | 3.9259259259 | 25.5555555556 | January | 4.84375 | 33.9765625 | ||||||
| 25.5555555556 |
Exponantial Smoothing
| Question: What is the forecast for next January? | alpha | 0.3 | |||||
| Calculate it using alpha=0.3 and 0.5 | Period | Month | Sales | Forecast | error | abs | |
| 1 | Jan | 37 | 37 | ||||
| 2 | Feb | 40 | 37 | 3 | 3 | ||
| 3 | Mar | 41 | 37.9 | 3.1 | 3.1 | ||
| 4 | Apr | 37 | 38.83 | -1.83 | 1.83 | ||
| 5 | May | 45 | 38.281 | 6.719 | 6.719 | ||
| 6 | June | 50 | 40.2967 | 9.7033 | 9.7033 | ||
| 7 | July | 43 | 43.20769 | -0.20769 | 0.20769 | ||
| 8 | Aug | 47 | 43.145383 | 3.854617 | 3.854617 | ||
| 9 | Sep | 56 | 44.3017681 | 11.6982319 | 11.6982319 | ||
| 10 | Oct | 52 | 47.81123767 | 4.18876233 | 4.18876233 | ||
| 11 | Nov | 55 | 49.067866369 | 5.932133631 | 5.932133631 | ||
| 12 | Dec | 54 | 50.8475064583 | 3.1524935417 | 3.1524935417 | ||
| 51.7932545208 | Mean Absolute Value | MSE | |||||
| January | 4.8532934912 | 34.1528985121 |
Exponantial Smoothing (2)
| Question: What is the forecast for next January? | alpha | 0.5 | |||||
| Calculate it using alpha=0.3 and 0.5 | Period | Month | Sales | Forecast | error | abs | |
| 1 | Jan | 37 | 37 | ||||
| 2 | Feb | 40 | 37 | 3 | 3 | ||
| 3 | Mar | 41 | 38.5 | 2.5 | 2.5 | ||
| 4 | Apr | 37 | 39.75 | -2.75 | 2.75 | ||
| 5 | May | 45 | 38.375 | 6.625 | 6.625 | ||
| 6 | June | 50 | 41.6875 | 8.3125 | 8.3125 | ||
| 7 | July | 43 | 45.84375 | -2.84375 | 2.84375 | ||
| 8 | Aug | 47 | 44.421875 | 2.578125 | 2.578125 | ||
| 9 | Sep | 56 | 45.7109375 | 10.2890625 | 10.2890625 | ||
| 10 | Oct | 52 | 50.85546875 | 1.14453125 | 1.14453125 | ||
| 11 | Nov | 55 | 51.427734375 | 3.572265625 | 3.572265625 | ||
| 12 | Dec | 54 | 53.2138671875 | 0.7861328125 | 0.7861328125 | ||
| 53.6069335938 | Mean Absolute Value | MSE | |||||
| January | 4.0364879261 | 24.6443881122 |
Comparison
| Fill out the following table and display the data series on a line graph | Models | MAD | MSE | |||
| Moving Avg 3 Months | 3.92593 | 25.55556 | ||||
| Moving Avg 4 Months | 4.84375 | 33.97656 | ||||
| Exp Smooth. Alpha 0.3 | 4.85329 | 34.15290 | ||||
| Exp Smooth. Alpha 0.5 | 4.03649 | 24.64439 | ||||
| Month | Original Data | Moving Avg 3 Months | Moving Avg 4 Months | Exp Smooth. Alpha 0.3 | Exp Smooth. Alpha 0.5 | |
| Jan | 37 | 37 | 37 | |||
| Feb | 40 | 37 | 37 | |||
| Mar | 41 | 37.9 | 38.5 | |||
| Apr | 37 | 39.3333333333 | 38.83 | 39.75 | ||
| May | 45 | 39.3333333333 | 38.75 | 38.281 | 38.375 | |
| June | 50 | 41 | 40.75 | 40.2967 | 41.6875 | |
| July | 43 | 44 | 43.25 | 43.20769 | 45.84375 | |
| Aug | 47 | 46 | 43.75 | 43.145383 | 44.421875 | |
| Sep | 56 | 46.6666666667 | 46.25 | 44.3017681 | 45.7109375 | |
| Oct | 52 | 48.6666666667 | 49 | 47.81123767 | 50.85546875 | |
| Nov | 55 | 51.6666666667 | 49.5 | 49.067866369 | 51.427734375 | |
| Dec | 54 | 54.3333333333 | 52.5 | 50.8475064583 | 53.2138671875 |
Original Data Jan Feb Mar Apr May June July Aug Sep Oct Nov Dec 37 40 41 37 45 50 43 47 56 52 55 54 Moving Avg 3 Months Jan Feb Mar Apr May June July Aug Sep Oct Nov Dec 39.333333333333336 39.333333333333336 41 44 46 46.666666666666664 48.666666666666664 51.666666666666664 54.333333333333336 Moving Avg 4 Months Jan Feb Mar Apr May June July Aug Sep Oct Nov Dec 38.75 40.75 43.25 43.75 46.25 49 49.5 52.5 Exp Smooth. Alpha 0.3 Jan Feb Mar Apr May June July Aug Sep Oct Nov Dec 37 37 37.9 38.83 38.280999999999999 40.296700000000001 43.207689999999999 43.145382999999995 44.301768099999997 47.811237669999997 49.067866369000001 50.847506458299996 Exp Smooth. Alpha 0.5 Jan Feb Mar Apr May June July Aug Sep Oct Nov Dec 37 37 38.5 39.75 38.375 41.6875 45.84375 44.421875 45.7109375 50.85546875 51.427734375 53.2138671875