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3-1 Forecasting
Forecasting
McGraw-Hill/Irwin
Operations Management, Eighth Edition, by William J. Stevenson
Copyright © 2005 by The McGraw-Hill Companies, Inc. All rights reserved.
3-2 Forecasting
Techniques for TrendTechniques for Trend
• Analysis of trend involves developing an equation
that will suitably describe trend.
• The trend component may be linear or it may not.
3-3 Forecasting
Common Nonlinear TrendsCommon Nonlinear Trends
Parabolic
Exponential
Growth
3-4 Forecasting
Linear Trend EquationLinear Trend Equation
• Ft = Forecast for period t
• t = Specified number of time periods
• a = Value of Ft at t = 0
• b = Slope of the line
• y = a + bt
Ft = a + bt
0 1 2 3 4 5 t
Ft
3-5 Forecasting
Calculating a and bCalculating a and b
b =
n (ty) - t y
n t2 - ( t)2
a =
y - b t
n
∑∑∑
∑∑
∑∑
3-6 Forecasting
Linear Trend Equation ExampleLinear Trend Equation Example
t y
Week t
2
Sales ty
1 1 150 150
2 4 157 314
3 9 162 486
4 16 166 664
5 25 177 885
Σ t = 15 Σ t
2
= 55 Σ y = 812 Σ ty = 2499
(Σ t)
2
= 225
3-7 Forecasting
Linear Trend CalculationLinear Trend Calculation
y = 143.5 + 6.3t
a =
812 - 6.3(15)
5
=
b =
5 (2499) - 15(812)
5(55) - 225
=
12495-12180
275-225
= 6.3
143.5
3-8 Forecasting
Sources of Forecast errorsSources of Forecast errors
• Model may be inadequate
• Irregular variations
• Incorrect use of forecasting technique

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2b. forecasting linear trend

  • 1. 3-1 Forecasting Forecasting McGraw-Hill/Irwin Operations Management, Eighth Edition, by William J. Stevenson Copyright © 2005 by The McGraw-Hill Companies, Inc. All rights reserved.
  • 2. 3-2 Forecasting Techniques for TrendTechniques for Trend • Analysis of trend involves developing an equation that will suitably describe trend. • The trend component may be linear or it may not.
  • 3. 3-3 Forecasting Common Nonlinear TrendsCommon Nonlinear Trends Parabolic Exponential Growth
  • 4. 3-4 Forecasting Linear Trend EquationLinear Trend Equation • Ft = Forecast for period t • t = Specified number of time periods • a = Value of Ft at t = 0 • b = Slope of the line • y = a + bt Ft = a + bt 0 1 2 3 4 5 t Ft
  • 5. 3-5 Forecasting Calculating a and bCalculating a and b b = n (ty) - t y n t2 - ( t)2 a = y - b t n ∑∑∑ ∑∑ ∑∑
  • 6. 3-6 Forecasting Linear Trend Equation ExampleLinear Trend Equation Example t y Week t 2 Sales ty 1 1 150 150 2 4 157 314 3 9 162 486 4 16 166 664 5 25 177 885 Σ t = 15 Σ t 2 = 55 Σ y = 812 Σ ty = 2499 (Σ t) 2 = 225
  • 7. 3-7 Forecasting Linear Trend CalculationLinear Trend Calculation y = 143.5 + 6.3t a = 812 - 6.3(15) 5 = b = 5 (2499) - 15(812) 5(55) - 225 = 12495-12180 275-225 = 6.3 143.5
  • 8. 3-8 Forecasting Sources of Forecast errorsSources of Forecast errors • Model may be inadequate • Irregular variations • Incorrect use of forecasting technique