SlideShare a Scribd company logo
1 of 12
What simulation has done for economics and
what it might do
Edmund Chattoe
Department of Sociology
University of Surrey
Guildford
GU2 5XH
Motivation
• Fitting work in with work of economists
and simulators
Classification
• By technique (GA, NN, Monte Carlo,
Stochastic)
• By application area (forecasting, learning,
macro policy)
• Other possibilities?
Classification by scientific hierarchy
METHODOLOGY
THEORY
MODELS
DATA
?
Different disciplines use this
differently
What is taken as given
New typology
• Casts new light on kinds of simulation
• Allows simulators to orient with respect to
each other: descriptive not prescriptive
• Casts light on the attitudes of different
disciplines to methodology, theory,
models and data and, indirectly, on
expected attitudes to simulation
Economic application
• Objective, quantitative data
• Models based on equations linking data
• Theory based on optimisation within a
system of constraints
• Methodology: positivist, individualistic,
humanistic
• Theory/methodology distinction only made
clear by study of history of economics
Trends in
• Generality
• “Ideological” importance
Data
• Calculation(s)
• Estimation (Monte Carlo)
• POLIMOD
• “Aggregation” (SPSS)
• Even given “objective” data, the goals
and success of these tasks are well
defined/uncontroversial
Models
• No longer uncontroversial: Can’t take
model as given (“more of the same”)
• Generalisation to n dimensions (but
not “difficult” cases)
• Addition of types
• Addition of noise
• “Safe” applications are an
overwhelming majority … why?
Theory and methodology
• Problem separating these at moments in
time
• Uncertainty versus risk
• Altruism
• Bounded rationality
New possibilities
• Embodied preference
• Different models, relative success, evolution
• Autonomy of environment, other agent process
(not exogeneity!)
• Alternative knowledge and decision
representations (hybrid agents?)
• Integration of partial disciplinary theories
• Simulation removes technical defences of
traditional economic method. Empirical defences
were always contentious. What is left?
Additional benefits
• Clarify objections to simulation also

More Related Content

What's hot

Research methodology
Research methodologyResearch methodology
Research methodology
guest0a1d5d1
 

What's hot (19)

Classification of research
Classification of researchClassification of research
Classification of research
 
Case study method
Case study methodCase study method
Case study method
 
Qualitative research - Research Methodology - Manu Melwin Joy
Qualitative research - Research Methodology - Manu Melwin JoyQualitative research - Research Methodology - Manu Melwin Joy
Qualitative research - Research Methodology - Manu Melwin Joy
 
Business research methodology
Business research methodologyBusiness research methodology
Business research methodology
 
Business research
Business researchBusiness research
Business research
 
Quantitative research - Research Methodology - Manu Melwin Joy
Quantitative research - Research Methodology - Manu Melwin JoyQuantitative research - Research Methodology - Manu Melwin Joy
Quantitative research - Research Methodology - Manu Melwin Joy
 
Research methodology
Research methodologyResearch methodology
Research methodology
 
CORE: Quantitative Research Methodology: An Overview
CORE: Quantitative Research Methodology: An OverviewCORE: Quantitative Research Methodology: An Overview
CORE: Quantitative Research Methodology: An Overview
 
Contemporary issues in research
Contemporary issues in researchContemporary issues in research
Contemporary issues in research
 
Research Methodology
Research Methodology  Research Methodology
Research Methodology
 
Researchmethodolgy by Eng:ahmed Ali Ahhmed
Researchmethodolgy by Eng:ahmed Ali AhhmedResearchmethodolgy by Eng:ahmed Ali Ahhmed
Researchmethodolgy by Eng:ahmed Ali Ahhmed
 
Research
ResearchResearch
Research
 
Research seminar group_1_prosunjit
Research seminar group_1_prosunjitResearch seminar group_1_prosunjit
Research seminar group_1_prosunjit
 
The Scientific Status of Management Research
The Scientific Status of Management ResearchThe Scientific Status of Management Research
The Scientific Status of Management Research
 
Success in research: Factors that contribute to increased research productivi...
Success in research: Factors that contribute to increased research productivi...Success in research: Factors that contribute to increased research productivi...
Success in research: Factors that contribute to increased research productivi...
 
Business research method
Business research methodBusiness research method
Business research method
 
Research
ResearchResearch
Research
 
Unit 2-ethichs-tk
Unit 2-ethichs-tkUnit 2-ethichs-tk
Unit 2-ethichs-tk
 
Research Approaches
Research  Approaches Research  Approaches
Research Approaches
 

Similar to What Simulation Has Done for Economics and What It Might Do

A scientific framework to measure results of research investments
A scientific framework to measure results of research investmentsA scientific framework to measure results of research investments
A scientific framework to measure results of research investments
SciELO - Scientific Electronic Library Online
 
ITS 832Chapter 5From Building a Model to Adaptive Robust.docx
ITS 832Chapter 5From Building a Model to Adaptive Robust.docxITS 832Chapter 5From Building a Model to Adaptive Robust.docx
ITS 832Chapter 5From Building a Model to Adaptive Robust.docx
vrickens
 
Machine Learning: Applications, Process and Techniques
Machine Learning: Applications, Process and TechniquesMachine Learning: Applications, Process and Techniques
Machine Learning: Applications, Process and Techniques
Rui Pedro Paiva
 

Similar to What Simulation Has Done for Economics and What It Might Do (20)

Overview of the Possibilities of Quantitative Methods in Political Science
Overview of the Possibilities of Quantitative Methods in Political ScienceOverview of the Possibilities of Quantitative Methods in Political Science
Overview of the Possibilities of Quantitative Methods in Political Science
 
BTC 2018-08-28_Kataishi.pdf
BTC 2018-08-28_Kataishi.pdfBTC 2018-08-28_Kataishi.pdf
BTC 2018-08-28_Kataishi.pdf
 
A scientific framework to measure results of research investments
A scientific framework to measure results of research investmentsA scientific framework to measure results of research investments
A scientific framework to measure results of research investments
 
Econometrics _1.pptx
Econometrics _1.pptxEconometrics _1.pptx
Econometrics _1.pptx
 
ITS 832Chapter 5From Building a Model to Adaptive Robust.docx
ITS 832Chapter 5From Building a Model to Adaptive Robust.docxITS 832Chapter 5From Building a Model to Adaptive Robust.docx
ITS 832Chapter 5From Building a Model to Adaptive Robust.docx
 
Research Methodology
Research MethodologyResearch Methodology
Research Methodology
 
A critical review of literature in the kenyan context
A critical review of literature in the kenyan contextA critical review of literature in the kenyan context
A critical review of literature in the kenyan context
 
A critical review of literature in the kenyan context
A critical review of literature in the kenyan contextA critical review of literature in the kenyan context
A critical review of literature in the kenyan context
 
Big data, new epistemologies and paradigm shifts
Big data, new epistemologies and paradigm shiftsBig data, new epistemologies and paradigm shifts
Big data, new epistemologies and paradigm shifts
 
Data Analysis, Intepretation
Data Analysis, IntepretationData Analysis, Intepretation
Data Analysis, Intepretation
 
Machine Learning: Applications, Process and Techniques
Machine Learning: Applications, Process and TechniquesMachine Learning: Applications, Process and Techniques
Machine Learning: Applications, Process and Techniques
 
Data Analysis
Data AnalysisData Analysis
Data Analysis
 
Data analysis
Data analysisData analysis
Data analysis
 
Qualitative Research methods
Qualitative Research methodsQualitative Research methods
Qualitative Research methods
 
OECD Blue Sky 3 Summary Presentation
OECD Blue Sky 3 Summary PresentationOECD Blue Sky 3 Summary Presentation
OECD Blue Sky 3 Summary Presentation
 
1 Statistics Intro.pdf
1 Statistics Intro.pdf1 Statistics Intro.pdf
1 Statistics Intro.pdf
 
Process of Research- Stages in Social Science Research
Process of Research- Stages in Social Science ResearchProcess of Research- Stages in Social Science Research
Process of Research- Stages in Social Science Research
 
Krityanand UNESCO club Jamshedpur Internship On OPERATIONS RESEARCH AND STATI...
Krityanand UNESCO club Jamshedpur Internship On OPERATIONS RESEARCH AND STATI...Krityanand UNESCO club Jamshedpur Internship On OPERATIONS RESEARCH AND STATI...
Krityanand UNESCO club Jamshedpur Internship On OPERATIONS RESEARCH AND STATI...
 
Introduction to Statistics and Probability:
Introduction to Statistics and Probability:Introduction to Statistics and Probability:
Introduction to Statistics and Probability:
 
Analytics in Context: Modelling in a regulatory environment
Analytics in Context: Modelling in a regulatory environmentAnalytics in Context: Modelling in a regulatory environment
Analytics in Context: Modelling in a regulatory environment
 

More from Edmund Chattoe-Brown

More from Edmund Chattoe-Brown (20)

The Role of Agent-Based Modelling in Extending the Concept of Bounded Rationa...
The Role of Agent-Based Modelling in Extending the Concept of Bounded Rationa...The Role of Agent-Based Modelling in Extending the Concept of Bounded Rationa...
The Role of Agent-Based Modelling in Extending the Concept of Bounded Rationa...
 
What's Right About Social Simulation?
What's Right About Social Simulation?What's Right About Social Simulation?
What's Right About Social Simulation?
 
Between Numbers and Narratives: Agent-Based Simulation as a “Third Way” of Do...
Between Numbers and Narratives: Agent-Based Simulation as a “Third Way” of Do...Between Numbers and Narratives: Agent-Based Simulation as a “Third Way” of Do...
Between Numbers and Narratives: Agent-Based Simulation as a “Third Way” of Do...
 
Agent-Based Modelling: Social Science Meets Computer Science?
Agent-Based Modelling: Social Science Meets Computer Science?Agent-Based Modelling: Social Science Meets Computer Science?
Agent-Based Modelling: Social Science Meets Computer Science?
 
Computer Simulation and Economics
Computer Simulation and EconomicsComputer Simulation and Economics
Computer Simulation and Economics
 
As Simple as Possible But No Simpler: Agent-Based Modelling Meets Sociology a...
As Simple as Possible But No Simpler: Agent-Based Modelling Meets Sociology a...As Simple as Possible But No Simpler: Agent-Based Modelling Meets Sociology a...
As Simple as Possible But No Simpler: Agent-Based Modelling Meets Sociology a...
 
Accepting Government Payment for New Agri-Environmental Practices: A Simulati...
Accepting Government Payment for New Agri-Environmental Practices: A Simulati...Accepting Government Payment for New Agri-Environmental Practices: A Simulati...
Accepting Government Payment for New Agri-Environmental Practices: A Simulati...
 
A Co-evolutionary Simulation of Multi-Branch Enterprises
A Co-evolutionary Simulation of Multi-Branch EnterprisesA Co-evolutionary Simulation of Multi-Branch Enterprises
A Co-evolutionary Simulation of Multi-Branch Enterprises
 
Agent-Based Modelling and Microsimulation: Ne’er the Twain Shall Meet?
Agent-Based Modelling and Microsimulation: Ne’er the Twain Shall Meet? Agent-Based Modelling and Microsimulation: Ne’er the Twain Shall Meet?
Agent-Based Modelling and Microsimulation: Ne’er the Twain Shall Meet?
 
The Past, Present and Future of ABM: How To Cope With A New Research Method
The Past, Present and Future of ABM: How To Cope With A New Research Method The Past, Present and Future of ABM: How To Cope With A New Research Method
The Past, Present and Future of ABM: How To Cope With A New Research Method
 
A Basic Simulation Of Innovation Diffusion
A Basic Simulation Of Innovation DiffusionA Basic Simulation Of Innovation Diffusion
A Basic Simulation Of Innovation Diffusion
 
The Role of Agent Based Modelling in Facilitating Well-being Research: An Int...
The Role of Agent Based Modelling in Facilitating Well-being Research: An Int...The Role of Agent Based Modelling in Facilitating Well-being Research: An Int...
The Role of Agent Based Modelling in Facilitating Well-being Research: An Int...
 
What is simulation and what use is it?
What is simulation and what use is it?What is simulation and what use is it?
What is simulation and what use is it?
 
Accepting Government Payment for New Agri-Environmental Practices: A Simulati...
Accepting Government Payment for New Agri-Environmental Practices: A Simulati...Accepting Government Payment for New Agri-Environmental Practices: A Simulati...
Accepting Government Payment for New Agri-Environmental Practices: A Simulati...
 
Computer Simulation and Economics
Computer Simulation and EconomicsComputer Simulation and Economics
Computer Simulation and Economics
 
Closing the Qualitative/Quantitative Divide: Computer Simulation and Sociology
Closing the Qualitative/Quantitative Divide: Computer Simulation and SociologyClosing the Qualitative/Quantitative Divide: Computer Simulation and Sociology
Closing the Qualitative/Quantitative Divide: Computer Simulation and Sociology
 
Modelling Self-Organisation of Oligopolistic Markets Using Genetic Programming
Modelling Self-Organisation of Oligopolistic Markets Using Genetic ProgrammingModelling Self-Organisation of Oligopolistic Markets Using Genetic Programming
Modelling Self-Organisation of Oligopolistic Markets Using Genetic Programming
 
Emergence in Social Behaviour: Blessing or Curse?
Emergence in Social Behaviour: Blessing or Curse?Emergence in Social Behaviour: Blessing or Curse?
Emergence in Social Behaviour: Blessing or Curse?
 
The Social Transmission of Choice: An Exploratory Computer Simulation with Ap...
The Social Transmission of Choice: An Exploratory Computer Simulation with Ap...The Social Transmission of Choice: An Exploratory Computer Simulation with Ap...
The Social Transmission of Choice: An Exploratory Computer Simulation with Ap...
 
A New Approach to Social Mobility Models: Simulation as “Reverse Engineering”
A New Approach to Social Mobility Models: Simulation as “Reverse Engineering”A New Approach to Social Mobility Models: Simulation as “Reverse Engineering”
A New Approach to Social Mobility Models: Simulation as “Reverse Engineering”
 

Recently uploaded

The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
heathfieldcps1
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
KarakKing
 

Recently uploaded (20)

HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptx
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
Plant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxPlant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptx
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
Basic Intentional Injuries Health Education
Basic Intentional Injuries Health EducationBasic Intentional Injuries Health Education
Basic Intentional Injuries Health Education
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 
Tatlong Kwento ni Lola basyang-1.pdf arts
Tatlong Kwento ni Lola basyang-1.pdf artsTatlong Kwento ni Lola basyang-1.pdf arts
Tatlong Kwento ni Lola basyang-1.pdf arts
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)
 
COMMUNICATING NEGATIVE NEWS - APPROACHES .pptx
COMMUNICATING NEGATIVE NEWS - APPROACHES .pptxCOMMUNICATING NEGATIVE NEWS - APPROACHES .pptx
COMMUNICATING NEGATIVE NEWS - APPROACHES .pptx
 

What Simulation Has Done for Economics and What It Might Do

  • 1. What simulation has done for economics and what it might do Edmund Chattoe Department of Sociology University of Surrey Guildford GU2 5XH
  • 2. Motivation • Fitting work in with work of economists and simulators
  • 3. Classification • By technique (GA, NN, Monte Carlo, Stochastic) • By application area (forecasting, learning, macro policy) • Other possibilities?
  • 4. Classification by scientific hierarchy METHODOLOGY THEORY MODELS DATA ? Different disciplines use this differently What is taken as given
  • 5. New typology • Casts new light on kinds of simulation • Allows simulators to orient with respect to each other: descriptive not prescriptive • Casts light on the attitudes of different disciplines to methodology, theory, models and data and, indirectly, on expected attitudes to simulation
  • 6. Economic application • Objective, quantitative data • Models based on equations linking data • Theory based on optimisation within a system of constraints • Methodology: positivist, individualistic, humanistic • Theory/methodology distinction only made clear by study of history of economics
  • 7. Trends in • Generality • “Ideological” importance
  • 8. Data • Calculation(s) • Estimation (Monte Carlo) • POLIMOD • “Aggregation” (SPSS) • Even given “objective” data, the goals and success of these tasks are well defined/uncontroversial
  • 9. Models • No longer uncontroversial: Can’t take model as given (“more of the same”) • Generalisation to n dimensions (but not “difficult” cases) • Addition of types • Addition of noise • “Safe” applications are an overwhelming majority … why?
  • 10. Theory and methodology • Problem separating these at moments in time • Uncertainty versus risk • Altruism • Bounded rationality
  • 11. New possibilities • Embodied preference • Different models, relative success, evolution • Autonomy of environment, other agent process (not exogeneity!) • Alternative knowledge and decision representations (hybrid agents?) • Integration of partial disciplinary theories • Simulation removes technical defences of traditional economic method. Empirical defences were always contentious. What is left?
  • 12. Additional benefits • Clarify objections to simulation also