Question
The spreadsheet provides data for the past 30 weeks of sales for product X. Based on the data, do the following questions. (a) Plot the
The spreadsheet provides data for the past 30 weeks of sales for product X. Based on the data, do the following questions.
(a) Plot the data. Just by looking at the plot, do you think a 3-week simple moving average would be a better forecast, or a 6-week simple moving average? Just by looking at the plot, do you think an exponential smoothing with value of α = 0.2 would be a better forecast or would α = 0.6 be better? Explain your reasoning. (Different people could reach different conclusions, but you need to give good reasons for your conclusions.)
(b) Compute the four possible forecasts: 3-week and 6-week simple moving average and exponential smoothing with value of α = 0.2 and α = 0.6. For exponential smoothing, use F1 = 600 (the forecast for week 1) for initialization. Based on your calculation, which one of the above four forecasts is the best? Justify your answer by calculating MAD.
Week | Actual Sales |
1 | 574 |
2 | 1004 |
3 | 717 |
4 | 1076 |
5 | 1076 |
6 | 932 |
7 | 1291 |
8 | 1219 |
9 | 932 |
10 | 1219 |
11 | 1219 |
12 | 1076 |
13 | 1650 |
14 | 1650 |
15 | 1434 |
16 | 1219 |
17 | 1291 |
18 | 1578 |
19 | 1793 |
20 | 1721 |
21 | 1578 |
22 | 1865 |
23 | 1434 |
24 | 1793 |
25 | 1865 |
26 | 1506 |
27 | 1650 |
28 | 1506 |
29 | 1721 |
30 | 1506 |
Step by Step Solution
3.46 Rating (162 Votes )
There are 3 Steps involved in it
Step: 1
1 Based on the plot I feel the 3week moving average will give a better forecast There is a clear pattern where sales rise every 2nd week and then dips a little every 3rd week When we take a 6week aver...Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started