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Business Administration, Management, and Operations Commons

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2013

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Business Administration Education

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Determining The Optimal Values Of Exponential Smoothing Constants--Does Solver Really Work?, Handanhal Ravinder Jan 2013

Determining The Optimal Values Of Exponential Smoothing Constants--Does Solver Really Work?, Handanhal Ravinder

Department of Management Faculty Scholarship and Creative Works

A key issue in exponential smoothing is the choice of the values of the smoothing constants used. One approach that is becoming increasingly popular in introductory management science and operations management textbooks is the use of Solver, an Excel-based non-linear optimizer, to identify values of the smoothing constants that minimize a measure of forecast error like Mean Absolute Deviation (MAD) or Mean Squared Error (MSE). We point out some difficulties with this approach and suggest an easy fix. We examine the impact of initial forecasts on the smoothing constants and the idea of optimizing the initial forecast along with the …