Question
Year Month Sales (in millions) 2017 1 30.2 2017 2 29.8 2017 3 30.8 2017 4 31.5 2017 5 31.9 2017 6 32.6 2017 7
Year | Month | Sales (in millions) |
2017 | 1 | 30.2 |
2017 | 2 | 29.8 |
2017 | 3 | 30.8 |
2017 | 4 | 31.5 |
2017 | 5 | 31.9 |
2017 | 6 | 32.6 |
2017 | 7 | 33.8 |
2017 | 8 | 35.9 |
2017 | 9 | 33.2 |
2017 | 10 | 31.5 |
2017 | 11 | 30.9 |
2017 | 12 | 38.8 |
2018 | 1 | 31.1 |
2018 | 2 | 30.5 |
2018 | 3 | 31.5 |
2018 | 4 | 32.5 |
2018 | 5 | 32.7 |
2018 | 6 | 33.2 |
2018 | 7 | 34.5 |
2018 | 8 | 36.5 |
2018 | 9 | 34 |
2018 | 10 | 32.2 |
2018 | 11 | 31.9 |
2018 | 12 | 39.7 |
2019 | 1 | 31.6 |
2019 | 2 | 31.5 |
2019 | 3 | 32.2 |
2019 | 4 | 33.4 |
2019 | 5 | 33.3 |
2019 | 6 | 33.8 |
2019 | 7 | 35.4 |
2019 | 8 | 37.4 |
2019 | 9 | 34.7 |
2019 | 10 | 32.9 |
2019 | 11 | 32.8 |
2019 | 12 | 40.5 |
2020 | 1 | 32.1 |
2020 | 2 | 32.5 |
2020 | 3 | 33 |
2020 | 4 | 34.1 |
2020 | 5 | 33.9 |
2020 | 6 | 34.7 |
2020 | 7 | 36.2 |
2020 | 8 | 38.2 |
2020 | 9 | 35.7 |
2020 | 10 | 33.4 |
2020 | 11 | 33.5 |
2020 | 12 | 41.3 |
%) Given in the columns A to C are the demands for cell phones from 2017-2020. You are now at the beginning of 2020 and trying to build a forecast model to predict the demand of 2020. Use the records of 2017-2019 to build your model and then estimate the data of 2020 based on the model you have developed.
(a) Before you proceed, graph the past 3 years (2017-2019) data and analyze the visual output.
(b) Set up a 4-period moving average forecast to predict the demands for years 2017-2020. What is the MAD for the forecasts of year 2020?
(c) Set up a 4-period moving average forecast with seasonality (monthly) for years 2017-2020. What is the MAD for the forecasts of the years 2020?
(d) Set up (a) exponential smoothing model (initial forecast = 30 and alpha = 0.5) to predict the demands for year 2017-2020. What is the MAD for the forecasts of year 2020?
(e) Following (d), using what-if analysis, what will be the best value of alpha (one decimal point) so that the MAD for the forecast of year 2020 will be minimized?
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