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You are using an exponential smoothing model for forecasting

25/10/2021 Client: muhammad11 Deadline: 2 Day

Operations Forecasting

Select a business operations dataset from the internet or other sources which can be used for forecasting in the University Library.

Develop a minimum of three quantitative forecasts using Microsoft® Excel®.

Compare and contrast each quantitative forecast you develop.
Choose the one forecast you determine would be the best for the firm and be prepared to explain why you chose this.
Evaluate the impact this forecast would have on the firm from a financial metrics standpoint.
Develop a 700-word report in which you describe your forecasting project including details on all the assignment steps.

Explanation:

a. to e.

Single Exponential Smoothing

Exponential Smoothing with Trend

Month (t)

Demand

Three-Month Moving Average

Absolute Deviation

Three-Month Weighted Moving Average

Absolute Deviation

Ft

Absolute Deviation

Ft

Tt

FITt

Absolute Deviation

1

61

66.000

65.000

1.700

66.700

2

64

64.500

64.990

1.358

66.348

3

67

64.350

65.644

1.217

66.861

4

66

64.000

2.000

64.6

1.400

65.145

0.855

66.903

1.225

68.128

2.128

5

71

65.667

5.333

66.0

5.000

65.402

5.598

67.490

1.098

68.587

2.413

6

70

68.000

2.000

68.2

1.800

67.081

2.919

69.311

1.243

70.554

0.554

7

73

69.000

4.000

69.6

3.400

67.957

5.043

70.388

1.209

71.597

1.403

8

74

71.333

2.667

71.4

2.600

69.470

4.530

72.018

1.294

73.311

0.689

9

74

72.333

1.667

72.8

1.200

70.829

3.171

73.518

1.335

74.853

0.853

10

83

73.667

9.333

73.8

9.200

71.780

11.220

74.597

1.284

75.881

7.119

11

84

77.000

7.000

77.6

6.400

75.146

8.854

78.016

1.711

79.727

4.273

12

86

80.333

5.667

81.6

4.400

77.802

8.198

81.009

1.967

82.976

3.024

MAD

4.407

3.933

5.599

2.495

Based upon MAD, the exponential smoothing with trend forecast component appears to be the best method.

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