In: Economics
The income for Saxbys Cafe at Temple University income for the period January - June, 2020 is as follows:
Month | Income (In thousands $) |
January | 70.0 |
February | 68.5 |
March | 64.8 |
April | 71.7 |
May | 71.3 |
June | 72.8 |
(a) Use exponential smoothing with α =0.1 and α =0.3 to forecast
July income. Assume that the initial forecast for February 2020 is
$65,000.
Show Work please
(b) Based on MAD, which smoothing constant provide a better forecast? Justify your answer.
a.Exponential smoothing forecast
Alpha = 0.1
Month | Income (In thousands $) | Exponential smoothing Forecast alpha = 0.1 (In thousands) | Forecast in thousands |
January | 70 | ||
February | 68.5 | 65 | 65 |
March | 64.8 | (68.5*0.1)+(65*0.9) | 65.350 |
April | 71.7 | (64.8*0.1)+(65.35*0.9) | 65.295 |
May | 71.3 | (71.7*0.1)+(65.295*0.9) | 65.936 |
June | 72.8 | (71.3*0.1)+(65.936*0.9) | 66.472 |
July | (72.8*0.1)+(66.472*0.9) | 67.105 |
Alpha = 0.3
Month | Income (In thousands $) | Exponential smoothing Forecast alpha = 0.3 (In thousands) | Forecast (In thousands) |
January | 70 | ||
February | 68.5 | 65 | 65 |
March | 64.8 | (68.5*0.3)+(65*0.7) | 66.050 |
April | 71.7 | (64.8*0.3)+(65.050*0.7) | 65.675 |
May | 71.3 | (71.7*0.3)+(65.675*0.7) | 67.483 |
June | 72.8 | (71.3*0.3)+(67.483*0.7) | 68.628 |
July | (72.8*0.3)+(68.628*0.7) | 69.879 |
b. MAD
Month | Income (In thousands $) | Exponential smoothing Forecast alpha = 0.1 (In thousands) | Forecast in thousands | Error | Absolute deviation |
January | 70 | ||||
February | 68.5 | 65 | 65 | 3.5 | 3.5 |
March | 64.8 | (68.5*0.1)+(65*0.9) | 65.350 | -0.55 | 0.55 |
April | 71.7 | (64.8*0.1)+(65.35*0.9) | 65.295 | 6.405 | 6.405 |
May | 71.3 | (71.7*0.1)+(65.295*0.9) | 65.936 | 5.3645 | 5.3645 |
June | 72.8 | (71.3*0.1)+(65.936*0.9) | 66.472 | 6.32805 | 6.32805 |
July | (72.8*0.1)+(66.472*0.9) | 67.105 | Sum | 22.14755 | |
MAD | 4.42951 |
Month | Income (In thousands $) | Exponential smoothing Forecast alpha = 0.3 (In thousands) | Forecast (In thousands) | Error | Absolute deviation |
January | 70 | ||||
February | 68.5 | 65 | 65 | 3.5 | 3.5 |
March | 64.8 | (68.5*0.3)+(65*0.7) | 66.050 | -1.25 | 1.25 |
April | 71.7 | (64.8*0.3)+(65.050*0.7) | 65.675 | 6.025 | 6.025 |
May | 71.3 | (71.7*0.3)+(65.675*0.7) | 67.483 | 3.8175 | 3.8175 |
June | 72.8 | (71.3*0.3)+(67.483*0.7) | 68.628 | 4.17225 | 4.17225 |
July | (72.8*0.3)+(68.628*0.7) | 69.879 | Sum | 18.76475 | |
MAD | 3.75295 |
The better forecast is exponential smoothing with alpha = 0.3 because the Mean Absolute deviation value is lesser.