In: Economics
Tractor Unit Sales, use the exponential smoothing method to develop the forecasting models with various values of α (α = 0.1, 0.2, …, 0.9), then calculate MAPE to identify the best value of α.
Please include formulas and screen shots of excel.
Month | NA | SA | Eur | Pac | China | World |
Jan-10 | 570 | 250 | 560 | 212 | 0 | 1592 |
Feb-10 | 611 | 270 | 600 | 230 | 0 | 1711 |
Mar-10 | 630 | 260 | 680 | 240 | 0 | 1810 |
Apr-10 | 684 | 270 | 650 | 263 | 0 | 1867 |
May-10 | 650 | 280 | 580 | 269 | 0 | 1779 |
Jun-10 | 600 | 270 | 590 | 280 | 0 | 1740 |
Jul-10 | 512 | 264 | 760 | 290 | 0 | 1826 |
Aug-10 | 500 | 280 | 645 | 270 | 0 | 1695 |
Sep-10 | 478 | 290 | 650 | 263 | 0 | 1681 |
Oct-10 | 455 | 280 | 670 | 258 | 0 | 1663 |
Nov-10 | 407 | 290 | 888 | 240 | 0 | 1825 |
Dec-10 | 360 | 280 | 850 | 230 | 0 | 1720 |
Jan-11 | 571 | 320 | 620 | 250 | 0 | 1761 |
Feb-11 | 650 | 350 | 760 | 275 | 0 | 2035 |
Mar-11 | 740 | 390 | 742 | 270 | 0 | 2142 |
Apr-11 | 840 | 440 | 780 | 280 | 0 | 2340 |
May-11 | 830 | 470 | 690 | 290 | 0 | 2280 |
Jun-11 | 760 | 490 | 721 | 300 | 0 | 2271 |
Jul-11 | 681 | 481 | 680 | 312 | 0 | 2154 |
Aug-11 | 670 | 460 | 711 | 305 | 0 | 2146 |
Sep-11 | 640 | 460 | 695 | 290 | 0 | 2085 |
Oct-11 | 620 | 440 | 650 | 260 | 0 | 1970 |
Nov-11 | 570 | 436 | 680 | 250 | 0 | 1936 |
Dec-11 | 533 | 420 | 657 | 240 | 0 | 1850 |
Jan-12 | 620 | 510 | 610 | 250 | 10 | 2000 |
Feb-12 | 792 | 590 | 680 | 250 | 12 | 2324 |
Mar-12 | 890 | 610 | 730 | 260 | 20 | 2510 |
Apr-12 | 960 | 600 | 820 | 270 | 22 | 2672 |
May-12 | 1040 | 620 | 810 | 290 | 20 | 2780 |
Jun-12 | 1032 | 640 | 807 | 310 | 24 | 2813 |
Jul-12 | 1006 | 590 | 760 | 340 | 20 | 2716 |
Aug-12 | 910 | 600 | 720 | 320 | 31 | 2581 |
Sep-12 | 803 | 670 | 660 | 313 | 30 | 2476 |
Oct-12 | 730 | 630 | 630 | 290 | 37 | 2317 |
Nov-12 | 699 | 710 | 603 | 280 | 32 | 2324 |
Dec-12 | 647 | 570 | 570 | 260 | 33 | 2080 |
Jan-13 | 730 | 650 | 500 | 287 | 35 | 2202 |
Feb-13 | 930 | 680 | 590 | 290 | 50 | 2540 |
Mar-13 | 1160 | 724 | 620 | 300 | 63 | 2867 |
Apr-13 | 1510 | 730 | 730 | 310 | 68 | 3348 |
May-13 | 1650 | 760 | 740 | 330 | 70 | 3550 |
Jun-13 | 1490 | 800 | 720 | 340 | 82 | 3432 |
Jul-13 | 1460 | 840 | 670 | 350 | 80 | 3400 |
Aug-13 | 1390 | 830 | 610 | 341 | 90 | 3261 |
Sep-13 | 1360 | 820 | 599 | 330 | 100 | 3209 |
Oct-13 | 1340 | 810 | 560 | 320 | 102 | 3132 |
Nov-13 | 1240 | 827 | 550 | 300 | 110 | 3027 |
Dec-13 | 1103 | 750 | 520 | 290 | 114 | 2777 |
Jan-14 | 1250 | 780 | 480 | 200 | 111 | 2821 |
Feb-14 | 1550 | 805 | 523 | 210 | 121 | 3209 |
Mar-14 | 1820 | 830 | 560 | 220 | 123 | 3553 |
Apr-14 | 2010 | 890 | 570 | 230 | 120 | 3820 |
May-14 | 2230 | 930 | 590 | 253 | 130 | 4133 |
Jun-14 | 2490 | 980 | 600 | 270 | 136 | 4476 |
Jul-14 | 2440 | 1002 | 580 | 280 | 134 | 4436 |
Aug-14 | 2334 | 970 | 570 | 250 | 132 | 4256 |
Sep-14 | 2190 | 960 | 550 | 230 | 137 | 4067 |
Oct-14 | 2080 | 930 | 530 | 220 | 130 | 3890 |
Nov-14 | 2050 | 920 | 517 | 190 | 139 | 3816 |
Dec-14 | 2004 | 902 | 490 | 190 | 131 | 3717 |