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System Dynamics Applications
to Design User Centred Decentralised Systems
: Start-up Enterprise Design Cases Using System Dynamics Approach
Heejung Kwon, Ph.D., Creative Innovation Research Center, Yonsei Business Research Institute
Andrew Hudson-Smith, Professor of Digital Urban Systems, Centre for Advanced Spatial Analysis, The Bartlett, UCL
2018 Fall Conference of The Korea Society of Management Information Systems
Session D3: Blockchain
Time: 15:00 ~ 16:25, Satureday 10th November
Room: #B226 School of Business, Yonsei University
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
1
Introduction
 Business System Analysis & Design for Industry 4.0
−The change of digital ecology
−Consumer participatory business model
−Social dynamics from the network complexity
 System Dynamics
−Futuristic enterprise design in the 4th industrial revolution ecology
−Strategic tool of a holistic approach
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
2
Theoretical background
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
3
Like all systems, the complex system is an interlocking structure of feedback
loops . . . This loop structure surrounds all decisions public or private,
conscious or unconscious. The processes of man and nature, of psychology
and physics, of medicine and engineering all fall within this structure.
-Jay W. Forrester, Urban Dynamics (1969), p. 107.
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
4
Real World
• Unknown structure
• Time delays
• Inability to conduct
controlled experiments
Virtual World
• Unknown structure
• Variable level of complexity
• Controlled experiments
Strategy, Structure, Decision Rules
• Inability to inter dynamics from
cognitive maps
Decisions
Real World:
• Implementation
failure
• Game playing
• Inconsistency
• Performance is goal
Virtual World:
• Perfect
Implementation
• Consistent Incentives
• Consistent application
of decision rules
• Learning can be goal
Mental Models
• Misperceptions of feedback
• Unscientific reasoning
• Judgmental Biases
Information Feedback
Virtual World:
• Complete, accurate,
immediate
feedback
Real World:
• Selective perception
• Missing feedback
• Delay
• Bias, Distortion, Error
• Ambiguity
FIGURE 1-14
Idealized learning
Process [Adapted from
Sterman(2004)]
Effective learning
involves
continuous
experimentation
in both the virtual
world and real
world. Feedback
from both informs
the development
of mental
models, formal
models, and
the design of
experiments for
the next iteration.
Modelling is Iterative
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
5
FIGURE 3-1
The modeling
process is
iterative.
Results of any
step can yield
insights that lead
to revisions in
any earlier step'
(indicated by the
links in the center
of the diagram).
Modelling is Iterative
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
6
FIGURE 3-2
Modeling is
embedded in
the dynamics
of the system.
Effective modeling
involves constant
iteration between
experiments and
learning in the
virtual world and
experiments
and learning in
the real world.
Overview of the Modelling Process
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
7
Problem Articulation
Formulating a
Dynamic
Hypothesis
Formulating a
Simulation Model
Testing
Policy Design
and Evaluation
FIGURE 2. The 5 steps of Business Dynamics Modelling Process
Research Method
 Data Collection
− Group : Business Model 4.0, Start-up Capstone Project Class
− Duration : 4 months (March – June 2018)
 Participants
− N=15
− Total 5 Business Cases
− Selective 3 that represent consumer participatory business cases
 Simulation Software
− Vensim 7.3
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
8
Multiple Cases for Business Dynamics
Case User Model Core Feedback Stock
[A] Crowd based
psychology
consultation
 Counselee
 Counsellor
 Switching to a paid
membership
 Matching
[B] Deep learning
based weight control
service
 Food Photo App
Users
 Positive feedback
of usage numbers
that increases
analytical power
 User created
photos
 User profiles
[C] Blockchain based
knowledge service
 Influencer
 Follower
 Positive feedback
of user numbers
that heightens
crypto value
 Influencer activity
and post
 Follower activity
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
9
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
10
CaseA
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
11
CaseB
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
12
CaseC
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
13
Potential
Counselors
Contracted
Counselors
Active
Counselors
Sign-up Rate Activation Rate
Potential
Users
Free Version
User
Pro Version
User
Upgrade Rate
Join Rate
By Marketing WOM
Settlement Network
Marketing
Effectiveness M
Join Fraction
Contact Rate i
Perceived
Satisfaction S
Network Fraction
Contact Rate J
Carrying Capacity
from the List
Customer Demand
Issue Frequency
Perceived Financial
Benefits
Matching
Mapping CapacityIncome Level
FIGURE 3. Stock-and-Flow Diagram of Case A
Results & Conclusions
 Methodological competence of business dynamics
−Holistic view to 4th industrial revolution ecology that is composed of AI,
Blockchain, Data Science, and IoT
−Explain and visioning a decentralised enterprise and its mesh of
− Regional/Local/Peripheral
− Participatory
− Creative Values
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
14
New Inquiry on Complexity and Future Dynamics
AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS
16
For More Information
https://www.facebook.com/IoT.UX/

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[Publication] System Dynamics Applications to Design User Centred Decentralised Systems: Start-up Enterprise Design Cases Using System Dynamics Approach

  • 1. System Dynamics Applications to Design User Centred Decentralised Systems : Start-up Enterprise Design Cases Using System Dynamics Approach Heejung Kwon, Ph.D., Creative Innovation Research Center, Yonsei Business Research Institute Andrew Hudson-Smith, Professor of Digital Urban Systems, Centre for Advanced Spatial Analysis, The Bartlett, UCL 2018 Fall Conference of The Korea Society of Management Information Systems Session D3: Blockchain Time: 15:00 ~ 16:25, Satureday 10th November Room: #B226 School of Business, Yonsei University AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 1
  • 2. Introduction  Business System Analysis & Design for Industry 4.0 −The change of digital ecology −Consumer participatory business model −Social dynamics from the network complexity  System Dynamics −Futuristic enterprise design in the 4th industrial revolution ecology −Strategic tool of a holistic approach AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 2
  • 3. Theoretical background AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 3 Like all systems, the complex system is an interlocking structure of feedback loops . . . This loop structure surrounds all decisions public or private, conscious or unconscious. The processes of man and nature, of psychology and physics, of medicine and engineering all fall within this structure. -Jay W. Forrester, Urban Dynamics (1969), p. 107.
  • 4. AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 4 Real World • Unknown structure • Time delays • Inability to conduct controlled experiments Virtual World • Unknown structure • Variable level of complexity • Controlled experiments Strategy, Structure, Decision Rules • Inability to inter dynamics from cognitive maps Decisions Real World: • Implementation failure • Game playing • Inconsistency • Performance is goal Virtual World: • Perfect Implementation • Consistent Incentives • Consistent application of decision rules • Learning can be goal Mental Models • Misperceptions of feedback • Unscientific reasoning • Judgmental Biases Information Feedback Virtual World: • Complete, accurate, immediate feedback Real World: • Selective perception • Missing feedback • Delay • Bias, Distortion, Error • Ambiguity FIGURE 1-14 Idealized learning Process [Adapted from Sterman(2004)] Effective learning involves continuous experimentation in both the virtual world and real world. Feedback from both informs the development of mental models, formal models, and the design of experiments for the next iteration.
  • 5. Modelling is Iterative AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 5 FIGURE 3-1 The modeling process is iterative. Results of any step can yield insights that lead to revisions in any earlier step' (indicated by the links in the center of the diagram).
  • 6. Modelling is Iterative AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 6 FIGURE 3-2 Modeling is embedded in the dynamics of the system. Effective modeling involves constant iteration between experiments and learning in the virtual world and experiments and learning in the real world.
  • 7. Overview of the Modelling Process AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 7 Problem Articulation Formulating a Dynamic Hypothesis Formulating a Simulation Model Testing Policy Design and Evaluation FIGURE 2. The 5 steps of Business Dynamics Modelling Process
  • 8. Research Method  Data Collection − Group : Business Model 4.0, Start-up Capstone Project Class − Duration : 4 months (March – June 2018)  Participants − N=15 − Total 5 Business Cases − Selective 3 that represent consumer participatory business cases  Simulation Software − Vensim 7.3 AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 8
  • 9. Multiple Cases for Business Dynamics Case User Model Core Feedback Stock [A] Crowd based psychology consultation  Counselee  Counsellor  Switching to a paid membership  Matching [B] Deep learning based weight control service  Food Photo App Users  Positive feedback of usage numbers that increases analytical power  User created photos  User profiles [C] Blockchain based knowledge service  Influencer  Follower  Positive feedback of user numbers that heightens crypto value  Influencer activity and post  Follower activity AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 9
  • 13. AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 13 Potential Counselors Contracted Counselors Active Counselors Sign-up Rate Activation Rate Potential Users Free Version User Pro Version User Upgrade Rate Join Rate By Marketing WOM Settlement Network Marketing Effectiveness M Join Fraction Contact Rate i Perceived Satisfaction S Network Fraction Contact Rate J Carrying Capacity from the List Customer Demand Issue Frequency Perceived Financial Benefits Matching Mapping CapacityIncome Level FIGURE 3. Stock-and-Flow Diagram of Case A
  • 14. Results & Conclusions  Methodological competence of business dynamics −Holistic view to 4th industrial revolution ecology that is composed of AI, Blockchain, Data Science, and IoT −Explain and visioning a decentralised enterprise and its mesh of − Regional/Local/Peripheral − Participatory − Creative Values AI,Blockchain,&BusinessInnovation2018FallConferenceofKMIS 14
  • 15. New Inquiry on Complexity and Future Dynamics