The dean of Mihaylo Business School is forecasting total student enrollment for next year based on the following historical data: Year Total Enrollment 2015 1600 2016 2000 2017 2200 2018 2600 2019 3000 Compare 2 year moving average and exponential smoothing with alpha=0.4, which forecasting approach is better? Using MAE as your forecast accuracy measure. Select one: a. Exponential smoothing with alpha=0.4 b. 2 year moving average
for 2 year moving average:
year | actual | forecast | |A-F| |
2015 | 1600 | ||
2016 | 2000 | ||
2017 | 2200 | 1800 | 400 |
2018 | 2600 | 2100 | 500 |
2019 | 3000 | 2400 | 600 |
average | 500 |
MAE for 2 year moving average =500
for exponential smoothing with alpha=0.4 :
year | actual | forecast | |A-F| |
2015 | 1600 | ||
2016 | 2000 | 1600 | 400 |
2017 | 2200 | 1760 | 440 |
2018 | 2600 | 1936 | 664 |
2019 | 3000 | 2201.6 | 798.4 |
average | 575.60 |
MAE for exponential smoothing with alpha=0.4 : =575.60
since MAE is less for 2 year moving average :
option B: 2 year moving average is better forecast
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