(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...



(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



2000



5000



5000




FEB



3000



4000



5000



4000



2000




MAR



3000



3000



5000



4000



3000




APR



3000



5000



3000



2000



2000




MAY



4000



5000



4000



5000



7000




JUN



6000



8000



6000



7000



6000




JUL



7000



3000



7000



10000



8000




AUG



6000



8000



10000



14000



10000




SEP



10000



12000



15000



16000



20000




OCT



12000



12000



15000



16000



20000




NOV



14000



16000



18000



20000



22000




DEC



8000



10000



8000



12000



8000




Total



78000



89000



98000



115000



113000




May 12, 2022
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