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...
icon
Related questions
Question
100%

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: 

  1. Using MAD as the criterion, which of the following models would you use for the  given time series data? Why? 
  2. Naïve approach;  
  3. 5-month SMA model;  
  4. WMA model with weights 0.1, 0.3, and 0.6; or 
  5. 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 = …”. 

  1. 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?
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: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.
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
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
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 3 steps with 2 images

Blurred answer
Similar questions
Recommended textbooks for you
Practical Management Science
Practical Management Science
Operations Management
ISBN:
9781337406659
Author:
WINSTON, Wayne L.
Publisher:
Cengage,
Operations Management
Operations Management
Operations Management
ISBN:
9781259667473
Author:
William J Stevenson
Publisher:
McGraw-Hill Education
Operations and Supply Chain Management (Mcgraw-hi…
Operations and Supply Chain Management (Mcgraw-hi…
Operations Management
ISBN:
9781259666100
Author:
F. Robert Jacobs, Richard B Chase
Publisher:
McGraw-Hill Education
Business in Action
Business in Action
Operations Management
ISBN:
9780135198100
Author:
BOVEE
Publisher:
PEARSON CO
Purchasing and Supply Chain Management
Purchasing and Supply Chain Management
Operations Management
ISBN:
9781285869681
Author:
Robert M. Monczka, Robert B. Handfield, Larry C. Giunipero, James L. Patterson
Publisher:
Cengage Learning
Production and Operations Analysis, Seventh Editi…
Production and Operations Analysis, Seventh Editi…
Operations Management
ISBN:
9781478623069
Author:
Steven Nahmias, Tava Lennon Olsen
Publisher:
Waveland Press, Inc.