(I)Consider monthly demand for the ABC Electronics for flat screen TVs as shown in following figure. (a) Forecast the monthly demand for year 6 using moving average, simple exponential smoothing with different time periods for moving average, and smoothing constants for exponential smoothing method. In each case, evaluate the bias, TS, MAD, MAPE, and MSE. Which forecasting method do you prefer? Why?
(II)Using Holt's model and Winter's model, repeat the same monthly demand data. Compare the performance of two models based on the bias, TS, MAD, MAPE, and MSE. Which of the two models( Multiplicative or additive) do you prefer? Why?
Hints: Plot the graphs of MAD or MSE as a function of exponential smoothing constant which was either an increasing or decreasing. And use Solver the optimal constant values.
Sales
2011
2012
2013
2014
2015
JAN
2000
3000
5000
FEB
4000
MAR
APR
MAY
7000
JUN
6000
8000
JUL
10000
AUG
14000
SEP
12000
15000
16000
20000
OCT
NOV
18000
22000
DEC
Total
78000
89000
98000
115000
113000
Already registered? Login
Not Account? Sign up
Enter your email address to reset your password
Back to Login? Click here