Question

In: Statistics and Probability

The following table shows the quarterly demand in thousands of cases, for a national beer distributor...

The following table shows the quarterly demand in thousands of cases, for a national beer distributor over the past four years. This data is also available in an Excel spreadsheet on Blackboard.

                                            Year

Quarter

2015

2016

2017

2018

1

280

321

419

266

2

485

493

502

510

3

423

515

487

501

4

330

271

468

516

  1.                                                                                         Using a smoothing coefficient of a = 0.3, exponentially smooth the series. Assume an initial forecast for the first quarter of 2015 of 300. Show:

- the MAD and MAPE

- a plot of the actuals and forecast on a properly labeled chart.

- the forecast for the first quarter of 2019.

Solutions

Expert Solution

The calculations are:

Year Quarter Data Forecast Error Absolute Error Squared Error MAPE
2015 1 280
2 485 300 185 185 34225 38.14433
3 423 355.5 67.5 67.5 4556.25 15.95745
4 330 375.75 -45.75 45.75 2093.063 13.86364
2016 1 321 362.025 -41.025 41.025 1683.051 12.78037
2 493 349.7175 143.2825 143.2825 20529.87 29.06339
3 515 392.7023 122.2978 122.2978 14956.74 23.74714
4 271 429.3916 -158.392 158.3916 25087.89 58.44708
2017 1 419 381.8741 37.1259 37.1259 1378.332 8.860596
2 502 393.0119 108.9881 108.9881 11878.41 21.71078
3 487 425.7083 61.29169 61.29169 3756.671 12.58556
4 468 444.0958 23.90418 23.90418 571.41 5.107731
2018 1 266 451.2671 -185.267 185.2671 34323.89 69.64928
2 510 395.687 114.313 114.313 13067.47 22.41432
3 501 429.9809 71.01913 71.01913 5043.717 14.17548
4 516 451.2866 64.71339 64.71339 4187.823 12.54136
2019 1 470.7006 MAD 95.32462 MAPE 23.93657

The plot is:


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