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11/25/2014 abhishek1235010004@gmail.com 1
abhishek 1235010004 @gmail.com
Demand Forecasting 
Demand forecasting 
is the activity of 
estimating the 
quantity of a product 
or service that 
consumers will 
purchase. It involves 
techniques, such as guesses, and quantitative methods, 
such as the use of historical sales data. 
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All good forecasts are built on one of 
the three information bases: 
What people say? 
What people do? 
What people have done? 
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Forecasting 
Q. Predict the next number in the pattern: 
a) 3.7, 3.7, 3.7, 3.7, 3.7, 
b) 2.5, 4.5, 6.5, 8.5, 10.5, 
3.7 
12.5 
c) 5.0, 7.5, 6.0, 4.5, 7.0, 9.5, 8.0, 6.5, 
9.0 
11/25/2014 abhishek1235010004@gmail.com 5
11/25/2014 abhishek1235010004@gmail.com 6
Types of Forecasts by Time Horizon 
Short–range Forecast 
• Usually < 3 months 
Medium-range Forecast 
• 3 months to 2 year 
Long-range Forecast 
• 2 years 
Quantitative 
methods 
Qualitative 
methods 
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Methods of Demand 
Forecasting 
Opinion Polling 
Method 
Expert Opinion 
Method 
Sales Force 
opinion survey 
method 
Consumers 
Survey 
Methods 
Complete 
Enumeration 
Survey method 
Sample Survey 
method 
Trend 
Projection 
End Use Survey 
Method 
Statistical 
Method 
Barometric 
Techniques 
Econometric 
Techniques 
Regression 
Method 
Simultaneous 
equation 
method 
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Methods of Demand Forecasting 
 Two approaches – 
1) Expert’s opinion or by 
conducting interviews with 
consumers. suitable for 
short-term forecasting. 
2) Use past experience using 
statistical technique. Suitable for long-term forecasting 
There is no easy method for a manager to predict the future. 
Economists and statisticians have developed several methods. 
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Opinion Polling Method 
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Expert Opinion Method 
 Also known as Delphi Method. 
 Experts are requested to give their ‘opinion’ or ‘feel’ 
about the product. 
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Sales Force Opinion Survey Method 
 Also known as collective 
opinion method. 
 Instead of consumers, 
the opinion of the 
salesmen is considered. 
 It is easy and cheap. 
Useful in forecasting sales 
of new product. 
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Consumers Survey Method 
 The burden of forecasting 
is shifted to the buyer. 
 Direct method of estimating 
the demand in short run. 
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Complete Enumeration Survey 
 Door-to-door survey for forecast period. 
 Limitation is that it requires lots of resources, 
manpower and time. 
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Sample Survey 
 Some representative 
households are selected 
on random basis as 
sample and their opinion 
is taken. 
 This sample truly 
represents the 
population. 
This method is less 
costly. 
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End Use Survey Method 
 The demand of the final product is the end 
user demand of the intermediate product 
used in the production of this final product . 
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Statistical Method 
Viewing the problem with an 
external point of view. 
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Trend Projection 
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Barometric Techniques 
 It is a instrument 
measuring changes. 
 “the future can be 
predicted from certain 
happenings in present” 
Commonly Used indicators:- 
(1) Gross National Income. 
(2) Employment 
(3) Agriculture Income 
(4) Bank Deposits etc. 
(5) Industrial Production 
(6) Construction contracts awarded for building materials. 
(7) Personal Income. 
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Regression Method 
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Simultaneous Equation Method 
11/25/2014 abhishek1235010004@gmail.com 21
Methods of Demand 
Forecasting 
Opinion Polling 
Method 
Expert Opinion 
Method 
Sales Force 
opinion survey 
method 
Consumers 
Survey 
Methods 
Complete 
Enumeration 
Survey method 
Sample Survey 
method 
Trend 
Projection 
End Use Survey 
Method 
Statistical 
Method 
Barometric 
Techniques 
Econometric 
Techniques 
Regression 
Method 
Simultaneous 
equation 
method 
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Trend 
Projection 
Method 
Graphical 
Method 
Semi-Average 
method 
Moving 
Average 
Least Square 
Method 
Straight Line 
Trend 
Parabolic 
Trend 
Exponential 
Trend 
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Graphical Method 
 Demand in next period is the same as demand 
in most recent period 
May sales = 48 → 
 Usually not good 
June forecast = 48 
6 
5 
4 
3 
2 
1 
0 
Category 1 Category 2 Category 3 Category 4 
Series 1 Series 2 Series 3
Straight Line Method 
 It is a mathematical method of determining trend. 
 The straight line obtained by this method is called 
line of best fit. 
 It is difficult to select the type of trend to be fitted. 
 It is a time consuming method. 
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Simple Moving Average 
Assumes an average is a good 
estimator of future behavior. 
–Used if little or no trend 
–Used for smoothing 
11/25/2014 abhishek1235010004@gmail.com 26
Q. Suppose you’re manager in Amazon’s electronics department. You want to 
forecast iPods sales for months 4-6 using a 3-period moving average. 
Month Sales (000) Moving Average 
1 4 NA 
2 6 NA 
3 5 NA 
4 3 (4+6+5)/3=5 
5 7 4.667 
6 5 
11/25/2014 abhishek1235010004@gmail.com 27
Semi-Average Method 
The given data is divided into 2 groups preferably with same no. of yr. 
 It is simple to understand then the other models such as moving, 
method of least square. 
 It is an objective method. Everyone will get the same answer by this 
Method. 
 It always assumes the straight line relationship the plotted points 
regardless of the fact. 
 Since it is based on the arithmetic mean, limitations of arithmetic 
mean shall automatically apply. 
11/25/2014 abhishek1235010004@gmail.com 28
Exponential Smoothing 
 It is the most popular forecasting method. 
 It is very simple in application and in addition, 
the past data required is limited to just the 
last period’s actual demand and its forecast. 
Ft+1 = Ft + a(At - Ft) 
Ft+1 = Forecast value for time t+1 
At = Actual value at time t 
a = Smoothing constant 
11/25/2014 abhishek1235010004@gmail.com 29
abhishek1235010004@gmail.com 11/25/2014 
30 
Has a small error
thank YOU 
11/25/2014 abhishek1235010004@gmail.com 31

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Demand Forecasting

  • 3. Demand Forecasting Demand forecasting is the activity of estimating the quantity of a product or service that consumers will purchase. It involves techniques, such as guesses, and quantitative methods, such as the use of historical sales data. 11/25/2014 abhishek1235010004@gmail.com 3
  • 4. All good forecasts are built on one of the three information bases: What people say? What people do? What people have done? 11/25/2014 abhishek1235010004@gmail.com 4
  • 5. Forecasting Q. Predict the next number in the pattern: a) 3.7, 3.7, 3.7, 3.7, 3.7, b) 2.5, 4.5, 6.5, 8.5, 10.5, 3.7 12.5 c) 5.0, 7.5, 6.0, 4.5, 7.0, 9.5, 8.0, 6.5, 9.0 11/25/2014 abhishek1235010004@gmail.com 5
  • 7. Types of Forecasts by Time Horizon Short–range Forecast • Usually < 3 months Medium-range Forecast • 3 months to 2 year Long-range Forecast • 2 years Quantitative methods Qualitative methods 11/25/2014 abhishek1235010004@gmail.com 7
  • 8. Methods of Demand Forecasting Opinion Polling Method Expert Opinion Method Sales Force opinion survey method Consumers Survey Methods Complete Enumeration Survey method Sample Survey method Trend Projection End Use Survey Method Statistical Method Barometric Techniques Econometric Techniques Regression Method Simultaneous equation method 11/25/2014 abhishek1235010004@gmail.com 8
  • 9. Methods of Demand Forecasting  Two approaches – 1) Expert’s opinion or by conducting interviews with consumers. suitable for short-term forecasting. 2) Use past experience using statistical technique. Suitable for long-term forecasting There is no easy method for a manager to predict the future. Economists and statisticians have developed several methods. 11/25/2014 abhishek1235010004@gmail.com 9
  • 10. Opinion Polling Method 11/25/2014 abhishek1235010004@gmail.com 10
  • 11. Expert Opinion Method  Also known as Delphi Method.  Experts are requested to give their ‘opinion’ or ‘feel’ about the product. 11/25/2014 abhishek1235010004@gmail.com 11
  • 12. Sales Force Opinion Survey Method  Also known as collective opinion method.  Instead of consumers, the opinion of the salesmen is considered.  It is easy and cheap. Useful in forecasting sales of new product. 11/25/2014 abhishek1235010004@gmail.com 12
  • 13. Consumers Survey Method  The burden of forecasting is shifted to the buyer.  Direct method of estimating the demand in short run. 11/25/2014 abhishek1235010004@gmail.com 13
  • 14. Complete Enumeration Survey  Door-to-door survey for forecast period.  Limitation is that it requires lots of resources, manpower and time. 11/25/2014 abhishek1235010004@gmail.com 14
  • 15. Sample Survey  Some representative households are selected on random basis as sample and their opinion is taken.  This sample truly represents the population. This method is less costly. 11/25/2014 abhishek1235010004@gmail.com 15
  • 16. End Use Survey Method  The demand of the final product is the end user demand of the intermediate product used in the production of this final product . 11/25/2014 abhishek1235010004@gmail.com 16
  • 17. Statistical Method Viewing the problem with an external point of view. 11/25/2014 abhishek1235010004@gmail.com 17
  • 18. Trend Projection 11/25/2014 abhishek1235010004@gmail.com 18
  • 19. Barometric Techniques  It is a instrument measuring changes.  “the future can be predicted from certain happenings in present” Commonly Used indicators:- (1) Gross National Income. (2) Employment (3) Agriculture Income (4) Bank Deposits etc. (5) Industrial Production (6) Construction contracts awarded for building materials. (7) Personal Income. 11/25/2014 abhishek1235010004@gmail.com 19
  • 20. Regression Method 11/25/2014 abhishek1235010004@gmail.com 20
  • 21. Simultaneous Equation Method 11/25/2014 abhishek1235010004@gmail.com 21
  • 22. Methods of Demand Forecasting Opinion Polling Method Expert Opinion Method Sales Force opinion survey method Consumers Survey Methods Complete Enumeration Survey method Sample Survey method Trend Projection End Use Survey Method Statistical Method Barometric Techniques Econometric Techniques Regression Method Simultaneous equation method 11/25/2014 abhishek1235010004@gmail.com 22
  • 23. Trend Projection Method Graphical Method Semi-Average method Moving Average Least Square Method Straight Line Trend Parabolic Trend Exponential Trend 11/25/2014 abhishek1235010004@gmail.com 23
  • 24. Graphical Method  Demand in next period is the same as demand in most recent period May sales = 48 →  Usually not good June forecast = 48 6 5 4 3 2 1 0 Category 1 Category 2 Category 3 Category 4 Series 1 Series 2 Series 3
  • 25. Straight Line Method  It is a mathematical method of determining trend.  The straight line obtained by this method is called line of best fit.  It is difficult to select the type of trend to be fitted.  It is a time consuming method. 11/25/2014 abhishek1235010004@gmail.com 25
  • 26. Simple Moving Average Assumes an average is a good estimator of future behavior. –Used if little or no trend –Used for smoothing 11/25/2014 abhishek1235010004@gmail.com 26
  • 27. Q. Suppose you’re manager in Amazon’s electronics department. You want to forecast iPods sales for months 4-6 using a 3-period moving average. Month Sales (000) Moving Average 1 4 NA 2 6 NA 3 5 NA 4 3 (4+6+5)/3=5 5 7 4.667 6 5 11/25/2014 abhishek1235010004@gmail.com 27
  • 28. Semi-Average Method The given data is divided into 2 groups preferably with same no. of yr.  It is simple to understand then the other models such as moving, method of least square.  It is an objective method. Everyone will get the same answer by this Method.  It always assumes the straight line relationship the plotted points regardless of the fact.  Since it is based on the arithmetic mean, limitations of arithmetic mean shall automatically apply. 11/25/2014 abhishek1235010004@gmail.com 28
  • 29. Exponential Smoothing  It is the most popular forecasting method.  It is very simple in application and in addition, the past data required is limited to just the last period’s actual demand and its forecast. Ft+1 = Ft + a(At - Ft) Ft+1 = Forecast value for time t+1 At = Actual value at time t a = Smoothing constant 11/25/2014 abhishek1235010004@gmail.com 29
  • 31. thank YOU 11/25/2014 abhishek1235010004@gmail.com 31