Using MAD as the criterion, which of the following models would you use for the given time series data? Why? Naïve approach; 5-month SMA model; WMA model with weights 0.1, 0.3, and 0.6; or ES model with α = 0.5 and a forecast of 3,500 liters in the first month.
Using MAD as the criterion, which of the following models would you use for the given time series data? Why? Naïve approach; 5-month SMA model; WMA model with weights 0.1, 0.3, and 0.6; or ES model with α = 0.5 and a forecast of 3,500 liters in the first month.
Practical Management Science
6th Edition
ISBN:9781337406659
Author:WINSTON, Wayne L.
Publisher:WINSTON, Wayne L.
Chapter2: Introduction To Spreadsheet Modeling
Section: Chapter Questions
Problem 20P: Julie James is opening a lemonade stand. She believes the fixed cost per week of running the stand...
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The following table represents sales data for milk (in hundred liters) sold by a grocery. Do the computations to fill out the table and answer the following questions:
- Using MAD as the criterion, which of the following models would you use for the given time series data? Why?
- Naïve approach;
- 5-month SMA model;
- WMA model with weights 0.1, 0.3, and 0.6; or
- ES model with α = 0.5 and a forecast of 3,500 liters in the first month.
NOTE: In answering Item 1, mention the whole description of the model; i.e., not just “SMA model”, but “SMA model with n = …”; not just “WMA model”, but “WMA model with weights …”; not just “ES model”, but “ES model with α = …”.
- Interpret the MAD of the most accurate among the
forecasting models above. 3. Based on your decision in Item 1, what should be the forecast for Month 11?

Transcribed Image Text:13
B15.
...
TOAT
MTLM
Month
100
JA-F|
IA-F||
JA-F|
JA - F|
liters
39
47
3
39
4
44
5.
49
48
45
8
56
53
10
61
11
MAD
9.
7.

Transcribed Image Text:21
1. Using MAD as the criterion, which of the following models would you use for the
given time series data? Why?
A. Naive approach;
B. 5-month SMA model;
C. WMA model with weights 0.1, 0.3, and 0.6; or
D. ES model with a =
0.5 and a forecast of 3,500 liters in the first month.
NOTE: In answering Item 1, mention the whole description of the model; i.e., not
just "SMA model", but "SMA model with n =
..."; not just "WMA model", but "WMA
model with weights ..."; not just "ES model", but "ES model with a =
2. Interpret the MAD of the most accurate among the forecasting models above.
3. Based on your decision in Item 1, what should be the forecast for Month 11?
Actual
100 liters
Demand
NA
SMA
WMA
ES
Month
100
JA - F|
F
|A - F|
F
JA - FI
JA - F|
liters
39
47
3
39
4
44
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