Distribution and Inventory Management

Period t Year Quarter Demand
1 1 I 46
2 II 43
3 III 56
4 IV 62
5 2 I 65
6 II 69
7 III 83
8 IV 79
9 3 I 83
10 II 75
11 III 92
12 IV 92

a. four-period moving average (start with forecast for period 5)
b. exponential smoothing with alpha=0.1
c. exponential smoothing with alpha=0.6
d. Holt’s model with alpha=0.2 and beta=0.4, and
e. a regression line through the data (as we did in static forecasting, use the functions =INTERCEPT() and =SLOPE()).

3. For a-e as given in problem 2, calculate for MAD, MSE, bias, and TS, for periods 5-12, and comment on the following:

  • The difference between moving average and exponential smoothing.

  • The difference between level-only models (a, b, c) and level+trend models (d and e).

  • The difference between Holt’s model and the basic regression line. Why do you think most ‘real-world’ forecasters prefer a model like Holt’s to a regression? Think about what is desired in forecasting.

SAMPLE ASSIGNMENT
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