Management would like you to experiment with some forecastingmodels to determine what should be used in a new system to beimplemented. The new system is
WEEK12345678910111213AVERAGEAtlanta 33 45 37 38 55 30 18 58 47 37 23 55 40 40Boston 26 35 41 40 46 48 55 18 62 44 30 45 50 42Chicago 44 34 22 55 48 72 62 28 27 95 35 45 47 47Dallas 27 42 35 40 51 64 70 65 55 43 38 47 42 48LA 32 43 54 40 46 74 40 35 45 38 48 56 50 46Total162199189213246288245204236257174248229222
Consider using a simple moving average model. Experiment withmodels using five weeks’ and three weeks’ past data. The past datain each region are given below (week –1 is the week before week +in the table, –2 is two weeks before week 1, etc.). Evaluate theforecasts that would have been made over the 13 weeks using theoverall (at the end of the 13 weeks) mean absolute deviation, meanabsolute percent error, and tracking signal as criteria.
WEEK–5–4–3–2–1Atlanta 45 38 30 58 37Boston 62 18 48 40 35Chicago 62 22 72 44 48Dallas 42 35 40 64 43LA 43 40 54 46 35Total254153244252198
2Next, consider using
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