In: Operations Management
An electrical contractor’s records during the last five weeks indicate the number of jobs requests:
Week Sales
1 30
2 32
3 35
4 37
5 39
Predict the number of requests for week 6 using each of the following:
a. The naive approach.
b. A four-week moving average.
c. A weighted average using weights of 0.60 for week 5, 0.30 for week 4, and 0.10 for week 3.
d. Exponential smoothing with a smoothing constant 0.30. Use 20 for week 2 forecast.
Answer to question a :
Number of requests for week 6 using Naïve approach = Actual sales of week 5 = 39
Answer to question b :
Number of requests for week 6 using 4 week moving average
= ( Sales for week 2 + Sales for week 3 + Sales for week 4 + Sales for week 5 ) / 4
= ( 32 + 35 + 37 + 39 ) / 4
= 35.75
Answer to question c :
Weighted average forecast for week 6
= 0.60 x sales for week 5 + 0.30 x sales for week 4 + 0.10 x sales for week 3
= 0.60 x 39 + 0.30 x 37 + 0.10 x 35
= 23.4 + 11.1 + 3.5
= 38
Answer to question d :
Forecast for week t can be written as :
Ft = alpha x At-1 + ( 1 – alpha) x Ft-1 = 0.30 x At-1 + 0.70 x Ft-1
Where,
Ft, Ft-1 = Forecast for period t and t-1 respectively
At-1 = Sales for period t-1
Alpha = Exponential smoothing forecast = 0.3
Accordingly forecast vale for various periods for all weeks including week 6 as follows :
Week |
sales |
forecast |
1 |
30 |
|
2 |
32 |
20.00 |
3 |
35 |
23.60 |
4 |
37 |
27.02 |
5 |
39 |
30.01 |
6 |
32.71 |
NUMBER OF REQUESTS FOR WEEK 6 = 32.71