In: Operations Management
Sales of? Volkswagen's popular Beetle have grown steadily at auto dealerships in Nevada during the past 5 years? (see table below).??????????????????????????????????????????????????
Year |
Sales |
1 |
455 |
2 |
502 |
3 |
516 |
4 |
555 |
5 |
590 |
?a) Forecasted sales for year 6 using the trend projection? (linear regression) method are 620.5 sales ?(round your response to one decimal? place).
b) What is the MAD?
The MAD for a linear regression forecast is ______ sales ?(round your response to one decimal? place).
c) What is the? MSE?
The MSE for the linear regression forecast is _______sales ?(round your response to one decimal? place).
Calculation of MAD | ||||||||
Year | Sales (x) | (y) | Deviation | Absolute Deviation | ||||
absolute sales | forecasted sales | x-y | |x-y| | |||||
1 | 455 | 620.5 | -165.5 | 165.5 | ||||
2 | 502 | 620.5 | -118.5 | 118.5 | ||||
3 | 516 | 620.5 | -104.5 | 104.5 | ||||
4 | 555 | 620.5 | -65.5 | 65.5 | ||||
5 | 590 | 620.5 | -30.5 | 30.5 | ||||
484.5 | =total of absolute deviation' | |||||||
MAD = (Sum of |x-y|)/n = 484.5/5 = 96.9 | ||||||||
Calculation of MSE | ||||||||
Year | Sales (x) | (y) | Deviation | Squared Error | ||||
absolute sales | forecasted sales | x-y | (x-y)^2 | |||||
1 | 455 | 620.5 | -165.5 | 27390.25 | ||||
2 | 502 | 620.5 | -118.5 | 14042.25 | ||||
3 | 516 | 620.5 | -104.5 | 10920.25 | ||||
4 | 555 | 620.5 | -65.5 | 4290.25 | ||||
5 | 590 | 620.5 | -30.5 | 930.25 | ||||
57573.3 | =total of squared error' | |||||||
MSE = (Sum of {x-y}^2)/n = 57573.3/5 = 11514.66 | ||||||||
With both MAD and MSE, the lower the score, the better | ||||||||