Week | 1 | 2 | 3 | 4 | 5 | 6 |
Sales ($) | 16 | 18 | 14 | 10 | 20 | 22 |
1. Using a moving average with AP = 2, what are sales forecast values for weeks 4 through 6?
2. Using a weighted moving average with weights of .5 (most recent), .4, and .1 (oldest). What are sales forecasts for weeks 4 through 6?
3. Calculate MAD to pick the better forecasting method by using weeks 4 through 6 data. Which method is more accurate?
Expert Answer
1) Using a moving average method with AP=2 is called two period moving average.A two period moving average method averages the actual values of the previous two periods to generate the forecast for the next period.This can be calculated using the formula: Sum of the actual values for previous two periods / 2
Using the above formula the forecast for week 4 through 6 is calculated below:
- Forecast for week 4 = (18 + 14) / 2 = 32/2 = 16
- Forecast for week 5 = (14 + 10) / 2 = 24/2 = 12
- Forecast for week 6 = (10 + 20) / 2 = 30/2 =15
2)Forecast for a period using three period weighted moving average is caculated as : the sum of the products of the actual values and their respective weight for the previous three periods
Using the above formula the forecast for week 4 through 6, using weights of 0.5 (most recent); 0.4 and 0.1 (oldest) is calculated below:
- Forecast for week 4 = (16×0.1) + (18×0.4) + (14×0.5) = 1.6 + 7.2 + 7 = 15.8
- Forecast for week 5 = (18×0.1) + (14×0.4) + (10×0.5) = 1.8 + 5.6 + 5 = 12.4
- Forecast for week 6 = (14×0.1) + (10×0.4) + (20×0.5) = 1.4 + 4 + 10 = 15.4
3) To calculate Mean absolute deviation we have to calculate the deviation and absolute deviations for all,the periods
Deviation = Actual value – forecast value
Absolute deviation = Absolute value of deviation
MAD = Sum of the absolute deviation for all the periods / number of periods
Using the above formula the deviation, absolute deviation and MAD for each of the method is calculated below;
Calculation of MAD for moving average method
- For week 4, Deviation = 10-16 = -6
Absolute deviation = 6
- For week 5, Deviation = 20 – 12 = 8
Absolute deviation = 8
- For week 6, Deviation = 22 – 15 = 7
Absolute deviation = 7
MAD = (6 + 8 +7) / 3 = 21/3 = 7
Calculation of MAD for weighted average method
- For week 4, Deviation = 10-15.8 = -5.8
Absolute deviation = 5.8
- For week 5, Deviation = 20 – 12.4 = 7.6
Absolute deviation = 7.6
- For week 6, Deviation = 22 – 15.4 = 6.6
Absolute deviation = 6.6
MAD = (5.8 + 7.6 +6.6) / 3 = 20/3 = 6.67
Using the MAD for comparison ,the better forecasting method is the weighted average method as it has a lower MAD than the moving average method