Question

In: Operations Management

Goodyear Tire and Rubber Company is the ninth largest tire manufacturer in the world. Here are...

Goodyear Tire and Rubber Company is the ninth largest tire manufacturer in the world. Here are the sales revenues for the past five years:

Year

Revenue (millions)

1

$4,877.9

2

5,065.4

3

5,525.6

4

5,729.8

5

5,499.7

a.When might a manager prefer linear trend/double exponential smoothing techniques to moving average/simple exponential smoothing techniques and why? (5 points)

b. Based on MAD for the last three years (years 3, 4, and 5), which method (linear-trend or double-exponential smoothing method with a = 0.4 and b = 0.2 (start with initial estimates S1 = $4,867.90 and T1 = $201.5 for year 1)) provides the better forecasts? Explain. Then, use your selected forecasting method, forecast the revenue for year 6 and year 7.

Solutions

Expert Solution

A and B combined

Linear trend:

n= 5
X Y X^2 XY Forecast AD
Week Revenue (a+bX)
1 4,877.90 1 4877.9 4958.08
2 5,065.40 4 10130.8 5148.88
3 5,525.60 9 16576.8 5339.68 185.92
4 5,729.80 16 22919.2 5530.48 199.32
5 5,499.70 25 27498.5 5721.28 221.58
Sum 15 26698.4 55 82003.2 MAD 202.2733
a = 4767.28
b = 190.80
Y = a+ bX
6 5912.08
7 6102.88

Doublt exponential

a = 0.4 b= 0.2
Period Sales St S't S (2*St-S't) T Forecast (S+T)
Base Trend AD
1 4,877.90 4,867.90 4,867.90 4,867.90 201.50 5069.40
2 5,065.40 4871.90 4869.50 4874.30 202.78 5077.08
3 5,525.60 4949.30 4901.42 4997.18 227.36 5224.54 301.06
4 5,729.80 5179.82 5012.78 5346.86 297.29 5644.15 85.65
5 5,499.70 5399.81 5167.59 5632.03 354.33 5986.36 486.66
MAD 291.12
6 5,499.70 5439.77 5276.46 5603.07 348.53 5951.61
7 5,499.70 5463.74 5351.37 5576.11 343.14 5919.25

So as per the MAD for 3-5 we see the MAD for linear trend is lower and hence it is better in forecasting year 6 and 7 (shown above)


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