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-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College Agent-Based Modeling and Simulation of Consumer Behavior and Fishscape Omid Roozmand Environmental Studies, Dartmouth College

Omid Roozmand Consumer Behavior

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Page 1: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Agent-Based Modeling and Simulation of Consumer Behavior and Fishscape

Omid RoozmandEnvironmental Studies, Dartmouth College

Page 2: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Introduction

Consumer Behavior

Why do people need luxury products?

Page 3: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Introduction

Consumer Behavior$6.88 million for a car plate!

Page 4: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

How Do Consumers Behave?

Introduction (Human Behavior)

Social

Cultural

Personal

Psychological

Page 5: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

• Why do consumers of different countries have different purchasing behavior?

• Why do consumers of one country, or even of one family have different purchasing behavior?

• How are consumers influenced by other consumers?

Consumer Behavior

Introduction

Page 6: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Introduction

ABM: Understanding and Predicting the consumer behavior and its Consequences

1- Understanding and Predicting the Individual consumer Behavior

2- Understanding and Predicting the Consumption Behavior of a Society

3- The Impact of the Behavior of Society on Environment

Page 7: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Introduction o Agent-Based Modeling and Social Scienceo Case Study: Consumer Behavior

ABM of Consumer Behavioro M&S of Culture and Personality

• Conceptual Model• Computational Model• Experimental Results

o Consumer Choice Aggregated Demand (CCAD)• Maximizers• Satisficers• Results

ABM of AFishscape Conclusion and Future Work

ABM of Consumer Behavior

Page 8: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Sociological and Psychological

Theories

Consumer BehaviorAnd

Economics

Computer Science and

Artificial Intelligence

ABM of Consumer Behavior

ABM of Consumer Behavior

Five Stages model of Consumer Behavior

Agent-Based Technology- MASQ Meta Model

- Culture (Power Distance, Individualism, Masculinity, UA)- Personality: Big Five (OCEAN)- 6 Related Needs From Maslow, Max-Neef

Page 9: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Need Recognition

Information Search

Evaluation Purchase Post-Purchase

ABM of Consumer Behavior

Consumer Behavior Decision Process

Page 10: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

ABM of Consumer Behavior

Hofstede Cultural Model

Page 11: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

ABM of Consumer Behavior

Human Needs as Main Drives!

Social Status

Social Responsibility

Status Seeking (Power)

Safety

Novelty

Affiliation

Page 12: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Internal External

Mind

Culture

Body/Object

Space

ABM of Consumer Behavior

Agent-Based Model (MASQ Meta Model) (Ferber 2009)

Individual

Collective

Page 13: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Introduction o Agent-Based Modeling and Social Scienceo Case Study: Consumer Behavior

ABM of Consumer Behavioro M&S of Culture and Personality

• Conceptual Model• Computational Model• Experimental Results

o Consumer Choice Aggregated Demand (CCAD)• Maximizers vs. Satisficers• Results

ABM of Fishscape Conclusion and Future Work

ABM of Consumer Behavior

Page 14: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Mind

Culture

ABM of Consumer Behavior (Conceptual Model) (Roozmand 2011)

Page 15: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Introduction o Agent-Based Modeling and Social Scienceo Case Study: Consumer Behavior

ABM of Consumer Behavioro M&S of Culture and Personality

• Conceptual Model• Computational Model• Experimental Results

o Consumer Choice Aggregated Demand (CCAD)• Maximizers vs. Satisficers• Results

ABM of Fishscape Conclusion and Future Work

ABM of Consumer Behavior

Page 16: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

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Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS

Calculating Weights of Needs

},*)1(*)1(max{ ssss AstatusPdi*DTPdi*statusw

},***)1(*)1(max{ srsr DTstatuspdiAstatusPdiw

0,*)1()1,,(*max AMasAEOavgMaswst

AMaswsaf *)1(

})],1(*)(*)1(max{[ affaff AIndAEavgIndw

}),1(**)}1(,max{max{ novnov OUAOUAIDVw

Computational Model

Personality

Perception Update Agent‘s

State

NeedRecognition

Action Estimation

STATE

Culture dimensions

Wealth

Belief

Mind

Page 17: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

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Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS

- Consumer agent perceive the products in the market

- Consumer agent sees the other consumer agents and their products

Computational Model

Personality

Perception Update Agent‘s

State

NeedRecognition

Action Estimation

STATE

Culture dimensions

Wealth

Belief

Mind

Page 18: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

1857

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS

Actual State

Actual state

)1( )*( ssss prwtSS eas

Actual State (During Consumption)tSSSS

tSS asdecayas *)1(1

Computational Model

Personality

Perception Update Agent‘s

State

NeedRecognition

Action Estimation

STATE

Culture dimensions

Wealth

Belief

Mind

Page 19: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

1957

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS

Social influence on desired state

)1

*(

1_

CAPRpr

SSSS prN

wtSS esocietyds

)1

*(

1_

PRpr

SSSS prN

wtSS emarketds

New products’ influence on desired state

)_,_( tSS

tSS

tSS marketdssocietydsAVGds

Computational Model

Desired State

)_,_( tSS

tSS

tSS marketdssocietydsfds

Page 20: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

2057

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS

Discrepancy between actual and desired state

tSS

iSS

tNeed asdsD

i

Arousal

ii

ii

NeedtNeed

NeedtNeed

DFalse

DTrueAroused

AVG_Price)*1()*1(1

Ww

NeediNeed

ie

Computational Model

Personality

Perception Update Agent‘s

State

NeedRecognition

Action Estimation

STATE

Culture dimensions

Wealth

Mind

Belief

Page 21: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

2157

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS

Select the a product which satisfies the aroused need.

},,,,,{ affnovsafstsrssk

kktpr asdsE

tprprsel Epr min arg

Computational Model

Personality

Perception Update Agent‘s

State

NeedRecognition

Action Estimation

STATE

Culture dimensions

Wealth

Belief

Mind

Page 22: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Experimental Results (Individual Decision Making)

1- There are totally 4 agents where 2 of them use our model and initially hold low status product2- There are 2 products (high social status, low social status)

Page 23: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Eleven European Countries. Social Status (Car Purchasing Behavior)

Experimental Results (Country-Level Results)

Page 24: Omid Roozmand Consumer Behavior

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Environmental Studies, Dartmouth College

Experimental Results

Eleven European Countries. Social Responsibility(Car Purchasing Behavior)

Page 25: Omid Roozmand Consumer Behavior

سمینار دفاع از پایان نامه دکتری: مدل سازی مبتنی بر عامل رفتار خريدار بر اساس فرهنگ و شخصيت

57

اميد روزمند20/7/1390

2557

Agent-Based Modeling and Simulation of Consumer Behavior Omid Roozmand Dartmouth College, ENVS