Consider the following gasoline sales time series. If needed, round your answers to two decimal digits.   Week Sales (1,000s of gallons) 1 17 2 21 3 19 4 23 5 18 6 16 7 20 8 18 9 22 10 20 11 15 12 22       (a) Show the exponential smoothing forecasts using α = 0.1, and α = 0.2.     ExponentialSmoothing Week α = 0.1 α = 0.2 13     (b) Applying the MSE measure of forecast accuracy, would you prefer a smoothing constant of α = 0.1 or α = 0.2 for the gasoline sales time series?   An   smoothing constant provides a more accurate forecast, with an overall MSE of  . (c) Are the results the same if you apply MAE as the measure of accuracy?   An   smoothing constant provides a more accurate forecast, with an overall MAE of  . (d) What are the results if MAPE is used?   An   smoothing constant provides a more accurate forecast, with an overall MAPE of  .

Essentials of Business Analytics (MindTap Course List)
2nd Edition
ISBN:9781305627734
Author:Jeffrey D. Camm, James J. Cochran, Michael J. Fry, Jeffrey W. Ohlmann, David R. Anderson
Publisher:Jeffrey D. Camm, James J. Cochran, Michael J. Fry, Jeffrey W. Ohlmann, David R. Anderson
Chapter8: Time Series Analysis And_forecasting
Section: Chapter Questions
Problem 8P
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Consider the following gasoline sales time series. If needed, round your answers to two decimal digits.

 

Week Sales (1,000s of gallons)
1 17
2 21
3 19
4 23
5 18
6 16
7 20
8 18
9 22
10 20
11 15
12 22

 

 

 

(a) Show the exponential smoothing forecasts using α = 0.1, and α = 0.2.
 
  Exponential
Smoothing
Week α = 0.1 α = 0.2
13    
(b) Applying the MSE measure of forecast accuracy, would you prefer a smoothing constant of α = 0.1 or α = 0.2 for the gasoline sales time series?
  An   smoothing constant provides a more accurate forecast, with an overall MSE of  .
(c) Are the results the same if you apply MAE as the measure of accuracy?
  An   smoothing constant provides a more accurate forecast, with an overall MAE of  .
(d) What are the results if MAPE is used?
  An   smoothing constant provides a more accurate forecast, with an overall MAPE of  .
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