In: Operations Management
What is the forecast and MSE using Additive Seasonal Forecasting? 2019 is the holdout sample.
Shipments | Fasteners |
Jan-17 | 335798 |
Feb-17 | 297853 |
Mar-17 | 318399 |
Apr-17 | 311730 |
May-17 | 363876 |
Jun-17 | 296832 |
Jul-17 | 297513 |
Aug-17 | 321144 |
Sep-17 | 317677 |
Oct-17 | 325487 |
Nov-17 | 272937 |
Dec-17 | 276282 |
Jan-18 | 335439 |
Feb-18 | 310514 |
Mar-18 | 407754 |
Apr-18 | 356169 |
May-18 | 345322 |
Jun-18 | 331997 |
Jul-18 | 343059 |
Aug-18 | 350277 |
Sep-18 | 265205 |
Oct-18 | 389332 |
Nov-18 | 310474 |
Dec-18 | 308429 |
Jan-19 | 385807 |
Feb-19 | 332529 |
Mar-19 | 407606 |
Apr-19 | 361946 |
May-19 | 453432 |
Jun-19 | 412892 |
Jul-19 | 447359 |
Aug-19 | 363769 |
Sep-19 | 361232 |
Oct-19 | 451421 |
Nov-19 | 363724 |
Dec-19 | 331619 |
Forecast using additive seasonal method:
Shipments | Fasteners | Sum of 4s | Sum of 2 4s | Forecasted trend of fasteners | Ts - T |
17-Jan | 335798 | 335798 | |||
17-Feb | 297853 | 297853 | |||
17-Mar | 318399 | 1263780 | 2555638 | 319454.75 | -1055.75 |
17-Apr | 311730 | 1291858 | 2582695 | 322836.875 | -11106.9 |
17-May | 363876 | 1290837 | 2560788 | 320098.5 | 43777.5 |
17-Jun | 296832 | 1269951 | 2549316 | 318664.5 | -21832.5 |
17-Jul | 297513 | 1279365 | 2512531 | 314066.375 | -16553.4 |
17-Aug | 321144 | 1233166 | 2494987 | 311873.375 | 9270.625 |
17-Sep | 317677 | 1261821 | 2499066 | 312383.25 | 5293.75 |
17-Oct | 325487 | 1237245 | 2429628 | 303703.5 | 21783.5 |
17-Nov | 272937 | 1192383 | 2402528 | 300316 | -27379 |
17-Dec | 276282 | 1210145 | 2405317 | 300664.625 | -24382.6 |
18-Jan | 335439 | 1195172 | 2525161 | 315645.125 | 19793.88 |
18-Feb | 310514 | 1329989 | 2739865 | 342483.125 | -31969.1 |
18-Mar | 407754 | 1409876 | 2829635 | 353704.375 | 54049.63 |
18-Apr | 356169 | 1419759 | 2861001 | 357625.125 | -1456.13 |
18-May | 345322 | 1441242 | 2817789 | 352223.625 | -6901.63 |
18-Jun | 331997 | 1376547 | 2747202 | 343400.25 | -11403.3 |
18-Jul | 343059 | 1370655 | 2661193 | 332649.125 | 10409.88 |
18-Aug | 350277 | 1290538 | 2638411 | 329801.375 | 20475.63 |
18-Sep | 265205 | 1347873 | 2663161 | 332895.125 | -67690.1 |
18-Oct | 389332 | 1315288 | 2588728 | 323591 | 65741 |
18-Nov | 310474 | 1273440 | 323797.8125 | -13323.8 | |
19-Dec | 308429 | 324004.625 | |||
20-Jan | 324211.4375 | ||||
20-Feb | 324418.25 | ||||
20-Mar | 324625.0625 | ||||
20-Apr | 324831.875 | ||||
20-May | 325038.6875 | ||||
20-Jun | 325245.5 | ||||
20-Jul | 325452.3125 | ||||
20-Aug | 325659.125 | ||||
20-Sep | 325865.9375 | ||||
20-Oct | 326072.75 | ||||
20-Nov | 326279.5625 | ||||
20-Dec | 326486.375 |
Trend | |
Last | 323591 |
First | 319454.8 |
Change | 4136.25 |
Avg. change | 206.8125 |