Question: Suppose that you work as an engineer in the planning department of a company. You consider to forecast the demand for an item which exhibits
Suppose that you work as an engineer in the planning department of a company. You consider to forecast the demand for an item which exhibits a steady demand pattern. Based on your research, you find the following forecasting method: Weighted moving average (WMA) method is basically the same as simple moving averages, with one major exception. With weighted moving averages, the weight assigned to each past data point used in the calculation can vary. In this way, more influence can be given to some data points, typically the most recent demand point. The demand pattern for that product for the past 10 months is given as 295, 210, 270, 285, 225, 215, 230, 250, 205 and 220, respectively. Suppose that the company had an initial forecast for month 1, say 260, before the beginning of month 1. Forecast the demand of period 11 using each of the following methods: a 3-month moving average; a 3- month weighted moving average using weights of w1(0.5), w2(0.3) and w3(0.2) (Make sure that the sum of three weights adds up to 1. Also make sure that more influence is given to more recent data, hence: w1>w2>w3); and exponential smoothing with a smoothing constant of 0.7. Compute the MAD for each method and determine which method would be preferable under the circumstances.
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