Problem 5: Below is 4 weeks of sales
data for a restaurant that is open 5 days a week
(Tuesday-Saturday). a. Develop an Exponential Smoothing forecast. Use an alpha of .85 and assume the initial forecast for January is 975 b. Calculate the MAD for this forecast. |
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Actual | ||||||||||
Day | Demand | |||||||||
Tuesday | 975 | |||||||||
Wednesday | 1225 | |||||||||
Thursday | 1445 | |||||||||
Friday | 1750 | |||||||||
Saturday | 2160 | |||||||||
Tuesday | 1500 | |||||||||
Wednesday | 750 | |||||||||
Thursday | 895 | |||||||||
Friday | 1500 | |||||||||
Saturday | 1445 | |||||||||
Tuesday | 1025 | |||||||||
Wednesday | 650 | |||||||||
Thursday | 850 | |||||||||
Friday | 980 | |||||||||
Saturday | 1500 | |||||||||
Tuesday | 750 | |||||||||
Wednesday | 650 | |||||||||
Thursday | 985 | |||||||||
Friday | 1200 | |||||||||
Saturday | 1460 |
Question: Below is 4 weeks of sales data for a
restaurant that is open 5 days a week (Tuesday-Saturday).
a. Develop an Exponential Smoothing forecast. Use an alpha of .85
and assume the initial forecast for January is 975
b. Calculate the MAD for this forecast.
Answer:
Calculating through Excel:
Given that:
Alpha () = 0.85
Initial Forecast = 975
Excel Formulas Used:
Formulas:
Exponential Smoothing is given by:
Ft+1 = x Dt + (1 - ) x Ft
Dt = Actual Demand
Ft = Forecast
Example: Wednesday Forecast = 0.85 x 975 + (1 - 0.85) x 975 = 975
Mean Absolute Deviation (MAD) is given by:
MAD = |Abs. Error| / n
Here:
|Abs. Error| = |Demand - Forecast|
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