SlideShare uma empresa Scribd logo
1 de 17
Chapter 7 Demand Estimation & Forecasting
Direct Methods of Demand Estimation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],7-
Direct Methods of Demand Estimation ,[object Object],[object Object],[object Object],[object Object],7-
Empirical Demand Functions ,[object Object],[object Object],[object Object],7-
Empirical Demand Functions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],7-
Empirical Demand Functions ,[object Object],7-
Nonlinear Empirical Demand Specification ,[object Object],7-
Demand for a Price-Setter ,[object Object],[object Object],[object Object],[object Object],7-
Time-Series Forecasts ,[object Object],[object Object],[object Object],7-
Linear Trend Forecasting ,[object Object],[object Object],[object Object],7-
A Linear Trend Forecast (Figure 7.1) 7- Sales Time Q t 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006           Estimated trend line 2007  7 2012  12
Forecasting Sales for Terminator Pest Control   (Figure 7.2) 7-
Seasonal (or Cyclical) Variation ,[object Object],[object Object],[object Object],[object Object],7-
Sales with Seasonal Variation (Figure 7.3) 7- 2004 2005 2006 2007                
Dummy Variables ,[object Object],[object Object],[object Object],[object Object],[object Object],7-
Effect of Seasonal Variation (Figure 7.4) 7- Sales Time Q t t Q t  = a’ + b t a’ a Q t  = a + b t c
Some Final Warnings ,[object Object],[object Object],[object Object],7-

Mais conteúdo relacionado

Mais procurados

Managerial Economics (Chapter 3 - Demand and Supply)
Managerial Economics (Chapter 3 - Demand and Supply)Managerial Economics (Chapter 3 - Demand and Supply)
Managerial Economics (Chapter 3 - Demand and Supply)Nurul Shareena Misran
 
Gregory mankiw macroeconomic 7th edition chapter (9)
Gregory mankiw macroeconomic 7th edition chapter  (9)Gregory mankiw macroeconomic 7th edition chapter  (9)
Gregory mankiw macroeconomic 7th edition chapter (9)Kyaw Thiha
 
Chapter 15 monetary theory-and-policy
Chapter 15 monetary theory-and-policyChapter 15 monetary theory-and-policy
Chapter 15 monetary theory-and-policytelliott876
 
Gregory mankiw macroeconomic 7th edition chapter (4)
Gregory mankiw macroeconomic 7th edition chapter  (4)Gregory mankiw macroeconomic 7th edition chapter  (4)
Gregory mankiw macroeconomic 7th edition chapter (4)Kyaw Thiha
 
Gregory mankiw macroeconomic 7th edition chapter (12)
Gregory mankiw macroeconomic 7th edition chapter  (12)Gregory mankiw macroeconomic 7th edition chapter  (12)
Gregory mankiw macroeconomic 7th edition chapter (12)Kyaw Thiha
 
Money, banking, and financial institutions
Money, banking, and financial institutionsMoney, banking, and financial institutions
Money, banking, and financial institutionssajal islam
 
Decision theory
Decision theoryDecision theory
Decision theorySurekha98
 
conducting monetary policy
conducting monetary policyconducting monetary policy
conducting monetary policyeid abuirmaileh
 
Agrregate Demand and Supply
Agrregate Demand and SupplyAgrregate Demand and Supply
Agrregate Demand and SupplyAleeza Baig
 
Gregory mankiw macroeconomic 7th edition chapter (10)
Gregory mankiw macroeconomic 7th edition chapter  (10)Gregory mankiw macroeconomic 7th edition chapter  (10)
Gregory mankiw macroeconomic 7th edition chapter (10)Kyaw Thiha
 
MACROECONOMICS-CH19
MACROECONOMICS-CH19MACROECONOMICS-CH19
MACROECONOMICS-CH19kkjjkevin03
 
Interest rate swaps, caps.....
Interest rate swaps, caps.....Interest rate swaps, caps.....
Interest rate swaps, caps.....StudsPlanet.com
 
Foreign exchange market
Foreign exchange marketForeign exchange market
Foreign exchange marketVisakhapatnam
 
Production function analysis
Production function analysisProduction function analysis
Production function analysisVaibhav verma
 
Application of indifference curve analysis
Application of indifference curve analysisApplication of indifference curve analysis
Application of indifference curve analysisYashika Parekh
 
Gregory mankiw macroeconomic 7th edition chapter (11)
Gregory mankiw macroeconomic 7th edition chapter  (11)Gregory mankiw macroeconomic 7th edition chapter  (11)
Gregory mankiw macroeconomic 7th edition chapter (11)Kyaw Thiha
 

Mais procurados (20)

Managerial Economics (Chapter 3 - Demand and Supply)
Managerial Economics (Chapter 3 - Demand and Supply)Managerial Economics (Chapter 3 - Demand and Supply)
Managerial Economics (Chapter 3 - Demand and Supply)
 
Gregory mankiw macroeconomic 7th edition chapter (9)
Gregory mankiw macroeconomic 7th edition chapter  (9)Gregory mankiw macroeconomic 7th edition chapter  (9)
Gregory mankiw macroeconomic 7th edition chapter (9)
 
Chapter 15 monetary theory-and-policy
Chapter 15 monetary theory-and-policyChapter 15 monetary theory-and-policy
Chapter 15 monetary theory-and-policy
 
Gregory mankiw macroeconomic 7th edition chapter (4)
Gregory mankiw macroeconomic 7th edition chapter  (4)Gregory mankiw macroeconomic 7th edition chapter  (4)
Gregory mankiw macroeconomic 7th edition chapter (4)
 
Gregory mankiw macroeconomic 7th edition chapter (12)
Gregory mankiw macroeconomic 7th edition chapter  (12)Gregory mankiw macroeconomic 7th edition chapter  (12)
Gregory mankiw macroeconomic 7th edition chapter (12)
 
Money, banking, and financial institutions
Money, banking, and financial institutionsMoney, banking, and financial institutions
Money, banking, and financial institutions
 
Decision theory
Decision theoryDecision theory
Decision theory
 
conducting monetary policy
conducting monetary policyconducting monetary policy
conducting monetary policy
 
Security Analysis
Security AnalysisSecurity Analysis
Security Analysis
 
Asset pricing models
Asset pricing modelsAsset pricing models
Asset pricing models
 
Agrregate Demand and Supply
Agrregate Demand and SupplyAgrregate Demand and Supply
Agrregate Demand and Supply
 
Gregory mankiw macroeconomic 7th edition chapter (10)
Gregory mankiw macroeconomic 7th edition chapter  (10)Gregory mankiw macroeconomic 7th edition chapter  (10)
Gregory mankiw macroeconomic 7th edition chapter (10)
 
MACROECONOMICS-CH19
MACROECONOMICS-CH19MACROECONOMICS-CH19
MACROECONOMICS-CH19
 
Interest rate swaps, caps.....
Interest rate swaps, caps.....Interest rate swaps, caps.....
Interest rate swaps, caps.....
 
Foreign exchange market
Foreign exchange marketForeign exchange market
Foreign exchange market
 
Production function analysis
Production function analysisProduction function analysis
Production function analysis
 
Application of indifference curve analysis
Application of indifference curve analysisApplication of indifference curve analysis
Application of indifference curve analysis
 
Gregory mankiw macroeconomic 7th edition chapter (11)
Gregory mankiw macroeconomic 7th edition chapter  (11)Gregory mankiw macroeconomic 7th edition chapter  (11)
Gregory mankiw macroeconomic 7th edition chapter (11)
 
Demand for Money
Demand for MoneyDemand for Money
Demand for Money
 
risk return.ppt
risk return.pptrisk return.ppt
risk return.ppt
 

Destaque

Demand Estimation and Demand Forecasting
Demand Estimation and Demand ForecastingDemand Estimation and Demand Forecasting
Demand Estimation and Demand ForecastingSIASDEECONOMICA
 
Demand estimation and forecasting
Demand estimation and forecastingDemand estimation and forecasting
Demand estimation and forecastingshivraj negi
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecastingjain990
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecastingNandanaaj
 
Class 6 definition of methods demand forecasting
Class 6 definition of methods demand forecastingClass 6 definition of methods demand forecasting
Class 6 definition of methods demand forecastingHarinadh Karimikonda
 

Destaque (9)

Demand Estimation and Demand Forecasting
Demand Estimation and Demand ForecastingDemand Estimation and Demand Forecasting
Demand Estimation and Demand Forecasting
 
Demand estimation and forecasting
Demand estimation and forecastingDemand estimation and forecasting
Demand estimation and forecasting
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Class 6 definition of methods demand forecasting
Class 6 definition of methods demand forecastingClass 6 definition of methods demand forecasting
Class 6 definition of methods demand forecasting
 
Demand function and forcasting
Demand function and forcastingDemand function and forcasting
Demand function and forcasting
 
DEAMAND FORCASTING
DEAMAND FORCASTINGDEAMAND FORCASTING
DEAMAND FORCASTING
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Demand forecasting ppt
Demand forecasting pptDemand forecasting ppt
Demand forecasting ppt
 

Semelhante a Chapter 7

Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...
Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...
Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...Jonathan Harris
 
McGraw-HillIrwinCopyright © 2008 by The McGraw-Hill Compa
McGraw-HillIrwinCopyright © 2008 by The McGraw-Hill CompaMcGraw-HillIrwinCopyright © 2008 by The McGraw-Hill Compa
McGraw-HillIrwinCopyright © 2008 by The McGraw-Hill CompaVannaSchrader3
 
Bba 3274 qm week 6 part 2 forecasting
Bba 3274 qm week 6 part 2 forecastingBba 3274 qm week 6 part 2 forecasting
Bba 3274 qm week 6 part 2 forecastingStephen Ong
 
Krajewski Chapter 13.ppt
Krajewski Chapter 13.pptKrajewski Chapter 13.ppt
Krajewski Chapter 13.pptSaadHashmi
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecastingdkamalim92
 
Churn model for telecom
Churn model for telecomChurn model for telecom
Churn model for telecomAmit Kumar
 
Demand forecasting and its methods
Demand forecasting and its methodsDemand forecasting and its methods
Demand forecasting and its methodsShubha Brota Raha
 
Csat random walk opportunity cost
Csat random walk opportunity costCsat random walk opportunity cost
Csat random walk opportunity costbhagyeshduke
 
ForecastIT 2. Linear Regression & Model Statistics
ForecastIT 2. Linear Regression & Model StatisticsForecastIT 2. Linear Regression & Model Statistics
ForecastIT 2. Linear Regression & Model StatisticsDeepThought, Inc.
 
Demand forecasting
Demand  forecasting Demand  forecasting
Demand forecasting Rohit Parkar
 
OPIM 5604 predictive modeling presentation group7
OPIM 5604 predictive modeling presentation group7OPIM 5604 predictive modeling presentation group7
OPIM 5604 predictive modeling presentation group7Shu-Feng Tsao
 
Forecasting.ppt
Forecasting.pptForecasting.ppt
Forecasting.pptShrishBabu
 
Managerial Economics (Chapter 5 - Demand Estimation)
 Managerial Economics (Chapter 5 - Demand Estimation) Managerial Economics (Chapter 5 - Demand Estimation)
Managerial Economics (Chapter 5 - Demand Estimation)Nurul Shareena Misran
 

Semelhante a Chapter 7 (20)

Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...
Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...
Model Performance Monitoring and Back-Testing as a Business and Risk Manageme...
 
McGraw-HillIrwinCopyright © 2008 by The McGraw-Hill Compa
McGraw-HillIrwinCopyright © 2008 by The McGraw-Hill CompaMcGraw-HillIrwinCopyright © 2008 by The McGraw-Hill Compa
McGraw-HillIrwinCopyright © 2008 by The McGraw-Hill Compa
 
Bba 3274 qm week 6 part 2 forecasting
Bba 3274 qm week 6 part 2 forecastingBba 3274 qm week 6 part 2 forecasting
Bba 3274 qm week 6 part 2 forecasting
 
Chapter 13 (2)
Chapter 13 (2)Chapter 13 (2)
Chapter 13 (2)
 
Krajewski Chapter 13.ppt
Krajewski Chapter 13.pptKrajewski Chapter 13.ppt
Krajewski Chapter 13.ppt
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Msa
MsaMsa
Msa
 
Case study of s&p 500
Case study of s&p 500Case study of s&p 500
Case study of s&p 500
 
Cmt learning objective 36 case study of s&p 500
Cmt learning objective 36   case study of s&p 500Cmt learning objective 36   case study of s&p 500
Cmt learning objective 36 case study of s&p 500
 
Chap011
Chap011Chap011
Chap011
 
Churn model for telecom
Churn model for telecomChurn model for telecom
Churn model for telecom
 
Demand forecasting and its methods
Demand forecasting and its methodsDemand forecasting and its methods
Demand forecasting and its methods
 
Csat random walk opportunity cost
Csat random walk opportunity costCsat random walk opportunity cost
Csat random walk opportunity cost
 
APT_&_VaR[1]
APT_&_VaR[1]APT_&_VaR[1]
APT_&_VaR[1]
 
ForecastIT 2. Linear Regression & Model Statistics
ForecastIT 2. Linear Regression & Model StatisticsForecastIT 2. Linear Regression & Model Statistics
ForecastIT 2. Linear Regression & Model Statistics
 
Demand forecasting
Demand  forecasting Demand  forecasting
Demand forecasting
 
CECL Performance Assessment
CECL Performance AssessmentCECL Performance Assessment
CECL Performance Assessment
 
OPIM 5604 predictive modeling presentation group7
OPIM 5604 predictive modeling presentation group7OPIM 5604 predictive modeling presentation group7
OPIM 5604 predictive modeling presentation group7
 
Forecasting.ppt
Forecasting.pptForecasting.ppt
Forecasting.ppt
 
Managerial Economics (Chapter 5 - Demand Estimation)
 Managerial Economics (Chapter 5 - Demand Estimation) Managerial Economics (Chapter 5 - Demand Estimation)
Managerial Economics (Chapter 5 - Demand Estimation)
 

Mais de Cesar Sobrino

Regional Convergence of Unemployment Rates in Puerto Rico
Regional Convergence of Unemployment Rates in Puerto RicoRegional Convergence of Unemployment Rates in Puerto Rico
Regional Convergence of Unemployment Rates in Puerto RicoCesar Sobrino
 
Introduction to Game Theory
Introduction to Game TheoryIntroduction to Game Theory
Introduction to Game TheoryCesar Sobrino
 
Asymmetric Information
Asymmetric InformationAsymmetric Information
Asymmetric InformationCesar Sobrino
 
Comparative Advantage
Comparative AdvantageComparative Advantage
Comparative AdvantageCesar Sobrino
 
Exchange Rates in the Short Run
Exchange Rates in the Short RunExchange Rates in the Short Run
Exchange Rates in the Short RunCesar Sobrino
 
Ch1516 Money, Interest and the Exchange Rate in the Long Run
Ch1516 Money, Interest and the Exchange Rate in the Long RunCh1516 Money, Interest and the Exchange Rate in the Long Run
Ch1516 Money, Interest and the Exchange Rate in the Long RunCesar Sobrino
 
Regional Income Convergence
Regional Income ConvergenceRegional Income Convergence
Regional Income ConvergenceCesar Sobrino
 
Presentacion coidine 2015
Presentacion coidine 2015Presentacion coidine 2015
Presentacion coidine 2015Cesar Sobrino
 

Mais de Cesar Sobrino (20)

Regional Convergence of Unemployment Rates in Puerto Rico
Regional Convergence of Unemployment Rates in Puerto RicoRegional Convergence of Unemployment Rates in Puerto Rico
Regional Convergence of Unemployment Rates in Puerto Rico
 
Introduction to Game Theory
Introduction to Game TheoryIntroduction to Game Theory
Introduction to Game Theory
 
Asymmetric Information
Asymmetric InformationAsymmetric Information
Asymmetric Information
 
Gravity model
Gravity modelGravity model
Gravity model
 
Economies of scale
Economies of scaleEconomies of scale
Economies of scale
 
Comparative Advantage
Comparative AdvantageComparative Advantage
Comparative Advantage
 
National Accounts
National AccountsNational Accounts
National Accounts
 
Exchange Rates in the Short Run
Exchange Rates in the Short RunExchange Rates in the Short Run
Exchange Rates in the Short Run
 
Ch1516 Money, Interest and the Exchange Rate in the Long Run
Ch1516 Money, Interest and the Exchange Rate in the Long RunCh1516 Money, Interest and the Exchange Rate in the Long Run
Ch1516 Money, Interest and the Exchange Rate in the Long Run
 
Regional Income Convergence
Regional Income ConvergenceRegional Income Convergence
Regional Income Convergence
 
Market structure
Market structureMarket structure
Market structure
 
Presentacion coidine 2015
Presentacion coidine 2015Presentacion coidine 2015
Presentacion coidine 2015
 
Acticidad 7
Acticidad 7Acticidad 7
Acticidad 7
 
Chapter 16 fi_2010
Chapter 16 fi_2010Chapter 16 fi_2010
Chapter 16 fi_2010
 
Chapter 14 fa1_2010
Chapter 14 fa1_2010Chapter 14 fa1_2010
Chapter 14 fa1_2010
 
Chapter 13 fa1_2010
Chapter 13 fa1_2010Chapter 13 fa1_2010
Chapter 13 fa1_2010
 
Chapter12 fi 2010
Chapter12 fi 2010Chapter12 fi 2010
Chapter12 fi 2010
 
Chapter11 fi 2010
Chapter11 fi 2010Chapter11 fi 2010
Chapter11 fi 2010
 
Chapter 10
Chapter 10Chapter 10
Chapter 10
 
Chapter 4
Chapter 4Chapter 4
Chapter 4
 

Chapter 7

  • 1. Chapter 7 Demand Estimation & Forecasting
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11. A Linear Trend Forecast (Figure 7.1) 7- Sales Time Q t 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006           Estimated trend line 2007  7 2012  12
  • 12. Forecasting Sales for Terminator Pest Control (Figure 7.2) 7-
  • 13.
  • 14. Sales with Seasonal Variation (Figure 7.3) 7- 2004 2005 2006 2007                
  • 15.
  • 16. Effect of Seasonal Variation (Figure 7.4) 7- Sales Time Q t t Q t = a’ + b t a’ a Q t = a + b t c
  • 17.