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BIZ Days 
Romania – Bucharest 
12 November 2014 
1 
Decision Making in 
Complex Context Using 
Systems Thinking 
Paradigm 
Khaled Wahba, PhD | kwahba@msmromania.org 
Adjunct Associate Professor | MSM Romania & the 
Netherlands
Today I am sharing with you 
Decision Making 
Complex Context 
(Complexity) 
Systems Thinking 
Copyright, 2014 2 | K. Wahba, PhD | DM-ST
Decision Making 
 Processes are there 
 And are known 
No secrete about them, only the execution is the 
challenge 
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Decision Making 
 The Big Question! 
 Are all of us supposed to make the 
right Decision? 
In order to understand the world quickly, look at 
the extremes 
Copyright, 2014 4 | K. Wahba, PhD | DM-ST
Decision Making 
 1) What would happen to our World if we all 
make the right decision? 
and 
 2) What would happen to our World if we all 
make no decision? 
 Answer! 
 is it the Bottom-Line-Answer (final conclusion)? 
1) Life Stops! 
2) Life Does not Move! 
Copyright, 2014 5 | K. Wahba, PhD | DM-ST
Decision Making 
 So we are now happy that we still 
make wrong decisions  
 Life is about making wrong 
decisions 
 Everyone so far is struggling and 
busy to make the right decision 
Ok, let them do that, life will stop for 
Copyright, 2014 6 | K. Wahba, PhD | DM-ST 
them 
Decision Making 
So today is 
about how to make 
right 
Decision 
Copyright, 2014 7 | K. Wahba, PhD | DM-ST
Decision Making 
So today is 
NOT 
about how to make 
right 
Decision 
Copyright, 2014 8 | K. Wahba, PhD | DM-ST
Decision Making 
So today is 
about how to make 
wrong 
Decision 
Copyright, 2014 9 | K. Wahba, PhD | DM-ST
Decision Making 
 We wonder! 
Why wrong decision could be right one? and why 
right decision could be wrong one? and when the 
right is right and when the wrong is wrong? 
 It is all about HOW the mind is working during the 
decision making process 
Copyright, 2014 10 | K. Wahba, PhD | DM-ST
Decision Making (The Mind) 
 Philosophical View: 
 Plato: Chariot pulled by two horses, Driver, with two 
Horses 
 Metaphor: Charioteer (Reason) & Horses (Emotion) 
 Psychological View: 
 Freud: ID & Ego (Conflict between Desire, Rational Brain) 
 William James: Two Thinking Systems 
 S1 -- Rational and Deliberate 
 S2 -- Quick and Effortless, Emotional 
 Neuro-Scientifical View: 
 Rational (logic) vs. Emotional (passion) 
 Dopamine (neurotransmitter), Orbitofrontal Cortex (OFC) 
Copyright, 2014 11 | K. Wahba, PhD | DM-ST
Decision Making 
 It is all about how we see our world and 
how we see our reality 
 BUT in fact we don’t see our reality and 
again we are lucky that we don’t see it ;) 
We perceive it not see it 
 Because if we see it, it means we all live 
the same single reality and hence we will 
make the right decision again, then Life 
stops 
 Visually I propose this view 
Copyright, 2014 12 | K. Wahba, PhD | DM-ST
Decision Making 
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Decision Making 
Reality 
! 
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Decision Making 
TRUTH 
? 
Reality 
! 
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Decision Making 
TRUTH 
? 
Reality 
! 
We deal with 
its Image 
(Reality) 
Truth 
is 
Hidden 
Our 
Mental Model 
Copyright, 2014 16 | K. Wahba, PhD | DM-ST
Decision Making 
 We are the Blind photographer who exploring the 
Truth with our own Camera (Mental Model) to picture 
it 
 My Camera (MM) is unique, with different Lenses, 
Power, Resolutions, Detailing, etc … 
 Who has the best Camera (MM) will have better 
vision about the Truth (But never the Truth) 
 So, our focus now became how to get the best 
Camera (MM), but still we need to interpret the 
Picture (Reality) 
 Then the chance for better decision (maybe wrong, 
maybe right) 
Copyright, 2014 17 | K. Wahba, PhD | DM-ST
Decision Making 
 The quality of our interpretation 
depends on the amount of details 
(Complexity) we have in this picture 
(Reality) 
Then what defines the degree of 
Complexity? 
Copyright, 2014 18 | K. Wahba, PhD | DM-ST
Complexity 
19 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity 
 Complexity has turned out to be 
very difficult to define (Heylighen) 
 The dozens of definitions that 
have been offered all fall short in 
one respect or another 
 The original Latin 
word complexus, which signifies 
"entwined", "twisted together" 
 In order to have a complex you 
need two or more components, 
which are joined in such a way 
that it is difficult to separate them 
20 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Defined 
 The Oxford Dictionary defines something as 
"complex" if it is "made of (usually several) 
closely connected parts" 
21 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Defined 
 The Oxford Dictionary defines something as 
"complex" if it is "made of (usually several) 
closely connected parts" 
22 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Defined 
 A system would be more complex if more parts 
could be distinguished, and if more 
connections between them existed 
23 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity: Two-Dimensional 
 The aspects of distinction and connection 
determine two dimensions characterizing complexity 
24 
distinction 
connection 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity: Two-Dimensional 
 The aspects of distinction and connection 
determine two dimensions characterizing complexity 
 Distinction corresponds to variety, to heterogeneity, to 
the fact that different parts of the complex behave 
differently 
 Connection corresponds to constraint, to the fact that 
different parts are not independent, but that the 
knowledge of one part allows the determination of 
features of the other parts 
25 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity: Two-Dimensional 
 The aspects of distinction and connection 
determine two dimensions characterizing complexity 
26 
distinction 
(differences) 
Area of 
Isolation 
Area of 
Integration 
Very Low and Low High and Very High 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity: Two-Dimensional 
 The aspects of distinction and connection 
determine two dimensions characterizing complexity 
27 
distinction 
(differences) 
High and Very High 
Very Low and Low 
Area of 
Disorder 
Area of 
Order 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix 
 The aspects of distinction and connection 
determine two dimensions characterizing complexity 
28 
distinction 
(differences) 
connection (dependency) 
Area of Isolation 
Area of Integration 
Area of Disorder 
Area of Order 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix 
 Perfect Crystal, where the position of a 
molecule is completely determined by the 
positions of the neighbouring molecules to which 
it is bound 
29 
distinction 
(differences) 
Perfect 
Order 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix 
 Perfect Crystal, where the position of a 
molecule is completely determined by the 
positions of the neighbouring molecules to which 
it is bound 
30 
distinction 
(differences) 
Perfect 
Order 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix 
 Perfect Disorder, chaos or entropy, like in a 
gas, where the position of any gas molecule is 
completely independent of the position of the 
other molecules 
31 
distinction 
(differences) 
Perfect 
Disorder 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix 
 Perfect Disorder, chaos or entropy, like in a 
gas, where the position of any gas molecule is 
completely independent of the position of the 
other molecules 
32 
distinction 
(differences) 
Perfect 
Disorder 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix Complete 
 Complexity can only exist if both aspects are 
present: neither perfect disorder, nor perfect 
order 
33 
distinction 
(differences) 
Perfect 
Disorder 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Matrix Complete 
 Complexity increases when the variety 
(distinction), and dependency (connection) of 
parts or aspects increase, and this in several 
dimensions 
34 
distinction 
(differences) 
Perfect 
Disorder 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Types 
 Weaver has defined two types of Complexities: 
Disorganized and Organized 
35 
distinction 
(differences) 
Perfect 
Disorder 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Types 
 Disorganized coming from large number of 
parts and lack of correlation (Chaos and 
disordered) 
36 
distinction 
(differences) 
Disorganized 
Perfect 
Disorder 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Complexity Types 
 Organized coming from lack of randomness, 
high correlation and dependency, connection to 
outside, emerges, self-organized 
37 
distinction 
(differences) 
Perfect 
Disorder 
Organized 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Dealing with Complexity 
 Disorganized Complexity needs Advanced Statistical 
Methods. Organized Complexity needs Modeling and 
Simulation 
38 
distinction 
(differences) 
Disorganized Organized 
Perfect 
Disorder 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
Copyright, 2014 | K. Wahba, PhD | DM-ST
More Complexity … 
39 
distinction 
(differences) 
Disorganized Organized 
Perfect 
Disorder 
Complexity 
Perfect 
Order 
Simplicity 
connection (dependency) 
time 
(dynamical) 
Systems 
Thinking 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Systems Thinking 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Process of Understanding 
 Observe … 
 Think … 
 Theorize … 
 Initial Understanding… 
 Make Decision or Action … 
 See Results and Consequences … 
 Update Understanding 
Copyright, 2014 | K. Wahba, PhD | DM-ST 41
The Need for Different Perspective 
 Lucky Medical Doctor!! 
 Tools, Equipment, Technology … 
 The X-ray, MRI, Ultrasound … 
 Different Views, and Angles and Details … 
 Filter (not every details) … 
 So, What about us? 
 How to see the complexity in our reality? 
 How to deal with it? 
 We need Tools, Methods to intervene properly and timely 
 Systems Thinking … 
Copyright, 2014 | K. Wahba, PhD | DM-ST 42
Policy Resistance: 
The Law of Unintended Consequences 
 The counterintuitive behavior of social 
systems 
 People seeking to solve a problem often 
make it worse 
 Policy may create unanticipated side 
effects 
 Attempts to stabilize the system may 
destabilize it 
 Decisions may provoke reactions by others 
seeking to restore the balance we upset Copyright, 2014 | K. Wahba, PhD | DM-ST 43
Romanian Birth Rates: Facts 
 Crude birth rate in late 1960’s was 15 per 1000 
per year 
 Government imposed policy to stimulate the birth 
rate 
 Modest tax incentives for larger families 
 Importation of contraceptive devices was outlawed 
 Propaganda campaigns praising the virtues of large 
families 
 Abortion was banned 
Copyright, 2014 | K. Wahba, PhD | DM-ST 44
Romanian Birth Rates: The results 
 Crude birth rate 40 per 1000 per year 
 Fastest growing nation 
 Birth rate began to fall within months 
 1970, it reached 20 per 1000 per year 
 1989, it reached 16 per 1000 per year 
 The same as in early 1960’s 
 A Social System has resisted a policy 
Copyright, 2014 | K. Wahba, PhD | DM-ST 45
Policy Resistance: Romanian Birth Rates 
o Alternative methods for birth control 
o Smuggled contraceptive pills from 
What 
happened? 
40 
30 
20 
10 
1966 1967 1968 1969 1970 1971 
(Births/year/1000 people) 
Crude Birth Rate 
1971 1994 
outside 
o Health problems, led to increase in 
death rate 
Copyright, 2014 | K. Wahba, PhD | DM-ST 46
Policy Resistance: Limits to Growth 
Social Resistance 
- 
Birth Rate Population Death Rate 
Birth 
Regulation 
Tax Incentive 
& Propaganda 
Spending in Health 
Care Sector 
+ 
+ 
- 
+ + 
- 
- 
Reinforcing Balancing 
System Structure 
Causal Loop Diagram 
CLD 
Copyright, 2014 | K. Wahba, PhD | DM-ST 47
What are we looking for? 
Events 
Pattern of Behavior 
System Structure 
Reinforcing Balancing ? 
Birth Rate Population Death Rate 
Birth 
Regulation 
Incentive 
Spending in Health 
Care Sector 
+ 
+ 
- 
+ + 
- 
- 
Copyright, 2014 | K. Wahba, PhD | DM-ST 48
Structure …? 
Systems Thinking Language 
Feedback 
Birth Rate Population Death Rate 
Birth 
Regulation 
Tax Incentive 
& Propaganda 
Spending in Health 
Care Sector 
+ 
+ 
- 
+ + 
- 
- 
Reinforcing Balancing 
Negative Feedback Loop 
“Balancing” 
Positive Feedback Loop 
“Reinforcing” 
Driving signals 
Delay 
Why there is problem? stop unwanted feedback loops 
How to solve it …? trigger feedback loops 
Copyright, 2014 | K. Wahba, PhD | DM-ST 49
Anatomy and Behavior of 
Complex Dynamic Systems 
There are different mode of behavior, but also common 
Copyright, 2014 | K. Wahba, PhD | DM-ST 50
Anatomy and Behavior of Complex 
Dynamic Systems: Exponential Growth 
Copyright, 2014 | K. Wahba, PhD | DM-ST 51
Anatomy and Behavior of Complex 
Dynamic Systems: Exponential Growth 
+ 
R 
Birth Rate Population 
+ 
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Anatomy and Behavior of Complex 
Dynamic Systems: Exponential Growth 
+ 
Debt 
Outstanding 
Interest Due 
+ 
R 
Copyright, 2014 | K. Wahba, PhD | DM-ST 53
Anatomy and Behavior of Complex 
Dynamic Systems: Goal Seeking 
+ 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 54
Anatomy and Behavior of Complex 
Dynamic Systems: Goal Seeking 
+ 
+ 
Competitors 
- 
+ 
Change in Price 
Price 
Price 
+ 
Corrective 
Actoins 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 55
Anatomy and Behavior of Complex 
Dynamic Systems: Goal Seeking 
+ 
Inventory 
Level 
+ 
- 
+ 
Discrepancy 
Desired 
Inventory 
+ 
Production 
Rate 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 56
Anatomy and Behavior of Complex 
Dynamic Systems: Oscillation 
Copyright, 2014 | K. Wahba, PhD | DM-ST 57
Anatomy and Behavior of Complex 
Dynamic Systems: Oscillation 
- 
+ 
Discrepancy 
Desired 
Inventory 
Inventory 
Level 
+ 
Production 
Rate 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 58
Anatomy and Behavior of Complex 
Dynamic Systems: S-Shaped Growth 
Inflection point: the 
system shifts from 
acceleration to 
deceleration 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 59
Anatomy and Behavior of Complex 
Dynamic Systems: S-Shaped Growth 
Inflection point: the 
system shifts from 
acceleration to 
deceleration 
+ 
R 
Birth Rate Population 
+ 
+ 
+ 
Fractional Increase 
Birth Rate (%) 
- 
Adequacy 
Resource 
Reserve (Food, 
Energy, Cash) 
+ 
+ 
B 
Copyright, 2014 | K. Wahba, PhD | DM-ST 60
Anatomy and Behavior of Complex 
Dynamic Systems: S-Shaped Growth with Overshoot 
Copyright, 2014 | K. Wahba, PhD | DM-ST 61
Anatomy and Behavior of Complex 
Dynamic Systems: S-Shaped Growth with Overshoot 
+ 
R 
Birth Rate Population 
+ 
+ 
+ 
Fractional Increase 
Birth Rate (%) 
- 
Adequacy 
Resource 
Reserve (Food, 
Energy, Cash) 
+ 
+ 
B 
Copyright, 2014 | K. Wahba, PhD | DM-ST 62
Anatomy and Behavior of Complex 
Dynamic Systems: S-Shaped Growth with OSH & 
Collapse 
+ 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 63
Anatomy and Behavior of Complex 
Dynamic Systems: S-Shaped Growth with OSH & 
Collapse 
+ 
R 
Birth Rate Population 
+ 
+ 
+ 
Fractional Increase 
Birth Rate (%) 
+ 
- 
Adequacy 
Resource 
+ 
Consumption of 
The Reserve 
- 
Reserve (Food, 
Energy, Cash) 
+ 
+ 
B 
B 
Copyright, 2014 | K. Wahba, PhD | DM-ST 64
What Actions to be taken (Intervention Points) to 
avoid the Collapse? 
+ 
R 
Birth Rate Population 
+ 
+ 
+ 
Fractional Increase 
Birth Rate (%) 
+ 
- 
Adequacy 
Resource 
+ 
Consumption of 
The Reserve 
- 
Reserve (Food, 
Energy, Cash) 
+ 
+ 
B 
B 
Copyright, 2014 | K. Wahba, PhD | DM-ST 65
What Actions to be taken (Intervention Points) to 
avoid the Collapse? 
+ 
R 
Birth Rate Population 
+ 
+ 
+ 
Slow Down Actions, 
Intervention Point (Short 
Fractional Increase 
Birth Rate (%) 
+ 
- 
Adequacy 
Resource 
+ 
Consumption of 
The Reserve 
B Refill the Reserve, 
- 
Reserve (Food, 
Energy, Cash) 
+ 
+ 
B 
Intervention Point (Long 
Term) 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 66 
Term) 
-
Business Context: Think Proactively 
+ 
Business 
(Customers) 
Customers 
Acquisition Rate 
+ + 
Business Development 
Effort, Marketing, Sales 
- 
Resources Available 
for Operations 
+ 
Running Out of 
Reserve 
B Refill the Reserve 
- 
Reserve (HR, Assets, 
Patents, Experience, 
Cash) 
+ 
+ 
R 
B 
(R&D, Banks, Investors) 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 67 
Slow Down 
Business 
-
Management Paradigms 
• Total Quality Management (TQM) 
• Business Process Reengineering (BPR) 
• Systems Thinking and Learning 
Organization 
• Project Management 
• Six Sigma 
Copyright, 2014 | K. Wahba, PhD | DM-ST 68
What is a System? 
 It is collection of parts that interact with one 
another to function as a whole. 
 Examples: 
 Mechanical Systems (thermostat) 
 Ecological Systems (population/food) 
 Biological Systems (digestive, body 
temp.) 
 Social-economic systems (production) 
Copyright, 2014 | K. Wahba, PhD | DM-ST 69
Systems Thinking … !!! 
 Systems Thinking is a paradigm and 
methodology for dealing with complex situations 
underlying business, economics, scientific, and social 
systems. 
 Systems Thinking views the organization as a 
whole and focuses on interdependencies and links 
between various departments, functions and divisions 
and how they impact each other and the entire 
organization. Complexity is a new paradigm drawing 
from Relativity and Quantum theories. 
Copyright, 2014 | K. Wahba, PhD | DM-ST 70
Systems Thinking 
 Systems thinking is the process of understanding 
how things influence one another within a whole. 
 In nature, systems thinking examples include 
ecosystems in which various elements such as 
air, water, movement, plants, and animals work 
together to survive or perish. 
 In organizations, systems consist of people, 
structures, and processes that work together to 
make an organization healthy or unhealthy. 
71 
Copyright, 2014 | K. Wahba, PhD | DM-ST
Systems Thinking 
 Systems thinking is crucial to problem 
solving including Economic, Social, 
Organizational 
 No problem exists in isolation, all are part 
of a larger system of interacting networks; 
social networks, biogeophysical networks, 
political networks, and economic 
networks. 
 We can’t understand the behavior of 
system by studying its parts; we need to 
72 
study the whole thing. Copyright, 2014 | K. Wahba, PhD | DM-ST
Systems Thinking Scope 
 Design of New Systems 
 Re-engineering or Improvement of Existing 
Systems 
 Prediction of Behavior of Complex System 
under varying Conditions 
 Understanding the Interaction of 
Components sub-Systems 
 Strategy Development and Testing 
 Scenario Modeling and Testing 
 Group and Organizational Learning 
Copyright, 2014 | K. Wahba, PhD | DM-ST 73
Systems Thinking Scope 
 National 
 Macroeconomic, monetary policy 
 Industrial/Sectoral 
 Supply Chain Management 
 Organizational 
 Value Chain, Human Resource 
 Individual 
 Learning 
Copyright, 2014 | K. Wahba, PhD | DM-ST 74
Systems Thinking Benefits 
 Systems thinking enables leaders and organizations: 
 Effectively deal with uncertainty and complexity 
 Foresee the consequences of their actions, policies and 
strategies 
 Identify fundamental causes and solutions to chronic 
problems 
 Avoid misjudging problem symptoms for their causes 
 Reconcile dilemma of short-term fixes vs long terms 
strategies 
 Resolve endemic staff morale and productivity problems 
 Bring alignment of vision and action to teams and groups 
 Become a Living and Learning Organization 
Copyright, 2014 | K. Wahba, PhD | DM-ST 75
Systems Thinking as Language 
 Systems Thinking provides a tool for 
understanding complexity and dynamic decision 
making 
 The Language … 
 Is visual and diagrammatic (CLD) 
 Has a set of precise rules 
 Translates perceptions into explicit pictures 
 Emphasizes closed interdependencies (circular 
language) 
Copyright, 2014 | K. Wahba, PhD | DM-ST 76
Systems Thinking Process 
1. Problem Articulation 
(Boundary Selection) 
5. Policy 
Formulation 
& Evaluation 
2. Dynamic 
Hypothesis 
4. Testing 3. Formulation 
Copyright, 2014 | K. Wahba, PhD | DM-ST 77
Causal Loop Modeling 
Causal Loop Diagram CLD 
+ 
Business 
(Customers) 
Customers 
Acquisition Rate 
+ + 
Business Development 
Effort, Marketing, Sales 
- 
Resources Available 
for Operations 
+ 
Running Out of 
Reserve 
B Refill the Reserve 
- 
Reserve (HR, Assets, 
Patents, Experience, 
Cash) 
+ 
+ 
R 
B 
(R&D, Banks, Investors) 
+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 78 
Slow Down 
Business 
-
Causal Loop Modeling 
 According to P. Senge, 1990 
 Causal Loop Diagram provides “… a framework 
for seeing interrelationships rather than things, 
for seeing patterns of change rather than static 
snapshots” 
 Causal Loop Diagram (CLD) is a tool for 
revealing the casual relationships among a 
set of variables (factors) operating in a 
complex system 
Copyright, 2014 | K. Wahba, PhD | DM-ST 79
Leverage versus Solution 
 System Thinking is not about Problem 
Solving Methodology (by product) 
 Problem is not isolated and unstructured 
 Short term, local, optimal, neat, content, 
symptoms 
 Leverage 
 It refers to actions or interventions that can 
have a lasting impact on the system, 
 Long term, global, fundamental, realistic, 
content and context, cause 
Copyright, 2014 | K. Wahba, PhD | DM-ST 80
Systems Archetypes 
 Systems Archetypes are generic systems 
models or templates that represent a wide range 
of situations 
 It provides a high-level map of dynamic 
processes 
 It is the Communalities – SD Group, MIT 
 They are more than 8+ 
Copyright, 2014 | K. Wahba, PhD | DM-ST 81
Systems Archetypes 
 Fixes that Fail 
 Short term and solve the symptoms rather than the 
problem and is associated with side effects 
+ 
+ 
+ 
+ 
- 
- 
Copyright, 2014 | K. Wahba, PhD | DM-ST 82
Systems Archetypes 
 Shifting the Burden 
 Helen Keller 
 Parent Dependency 
 Nanny Teaching, helping 
+ 
+ 
+ 
- 
- 
- 
Copyright, 2014 | K. Wahba, PhD | DM-ST 83
Systems Archetypes 
 Limits to Success (Growth) 
 People Express – No. of Passengers, Revenue, 
QoS 
+ 
+ 
+ 
- 
- 
Copyright, 2014 | K. Wahba, PhD | DM-ST 84
Systems Archetypes 
Copyright, 2014 | K. Wahba, PhD | DM-ST 
85 
 Tragedy of the 
Commons 
 Common-sense 
 Cars per family and 
traffic problem, 
convenience 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
-
Textbooks and Software 
Business Dynamics: Systems Thinking and Modeling for a Complex 
World, John D. Sterman, www.mhhe.com 2000, by the McGraw-Hill 
Companies, Inc. ISBN 0-07-231135-5. 
Systems Thinking, and Modelling, Understanding Change and 
Complexity, Kambiz E. Maani, Robert Y. Cavana, 2nd Ed., 2008, Prentice 
Hall, 
The Art of Systems Thinking, Essential Skills for Creativity and Problem 
Solving, Joseph O’Connor and Ian McDermott, 1997, Thorsons, ISBN 0- 
7225-3442-6. 
Software 
Ithink, http://www.iseesystems.com/ 
Vensim, http://www.vensim.com 
Powersim, http://www.powersimsolutions.com/ 
86
BIZ Days 
Romania – Bucharest 
12 November 2014 
87 
Thank You 
Decision Making in Complex Context 
Using Systems Thinking Paradigm 
Khaled Wahba, PhD | kwahba@msmromania.org 
Adjunct Associate Professor | MSM Romania & the 
Netherlands

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Khaled wahba msm

  • 1. BIZ Days Romania – Bucharest 12 November 2014 1 Decision Making in Complex Context Using Systems Thinking Paradigm Khaled Wahba, PhD | kwahba@msmromania.org Adjunct Associate Professor | MSM Romania & the Netherlands
  • 2. Today I am sharing with you Decision Making Complex Context (Complexity) Systems Thinking Copyright, 2014 2 | K. Wahba, PhD | DM-ST
  • 3. Decision Making  Processes are there  And are known No secrete about them, only the execution is the challenge Copyright, 2014 3 | K. Wahba, PhD | DM-ST
  • 4. Decision Making  The Big Question!  Are all of us supposed to make the right Decision? In order to understand the world quickly, look at the extremes Copyright, 2014 4 | K. Wahba, PhD | DM-ST
  • 5. Decision Making  1) What would happen to our World if we all make the right decision? and  2) What would happen to our World if we all make no decision?  Answer!  is it the Bottom-Line-Answer (final conclusion)? 1) Life Stops! 2) Life Does not Move! Copyright, 2014 5 | K. Wahba, PhD | DM-ST
  • 6. Decision Making  So we are now happy that we still make wrong decisions   Life is about making wrong decisions  Everyone so far is struggling and busy to make the right decision Ok, let them do that, life will stop for Copyright, 2014 6 | K. Wahba, PhD | DM-ST them 
  • 7. Decision Making So today is about how to make right Decision Copyright, 2014 7 | K. Wahba, PhD | DM-ST
  • 8. Decision Making So today is NOT about how to make right Decision Copyright, 2014 8 | K. Wahba, PhD | DM-ST
  • 9. Decision Making So today is about how to make wrong Decision Copyright, 2014 9 | K. Wahba, PhD | DM-ST
  • 10. Decision Making  We wonder! Why wrong decision could be right one? and why right decision could be wrong one? and when the right is right and when the wrong is wrong?  It is all about HOW the mind is working during the decision making process Copyright, 2014 10 | K. Wahba, PhD | DM-ST
  • 11. Decision Making (The Mind)  Philosophical View:  Plato: Chariot pulled by two horses, Driver, with two Horses  Metaphor: Charioteer (Reason) & Horses (Emotion)  Psychological View:  Freud: ID & Ego (Conflict between Desire, Rational Brain)  William James: Two Thinking Systems  S1 -- Rational and Deliberate  S2 -- Quick and Effortless, Emotional  Neuro-Scientifical View:  Rational (logic) vs. Emotional (passion)  Dopamine (neurotransmitter), Orbitofrontal Cortex (OFC) Copyright, 2014 11 | K. Wahba, PhD | DM-ST
  • 12. Decision Making  It is all about how we see our world and how we see our reality  BUT in fact we don’t see our reality and again we are lucky that we don’t see it ;) We perceive it not see it  Because if we see it, it means we all live the same single reality and hence we will make the right decision again, then Life stops  Visually I propose this view Copyright, 2014 12 | K. Wahba, PhD | DM-ST
  • 13. Decision Making Copyright, 2014 13 | K. Wahba, PhD | DM-ST
  • 14. Decision Making Reality ! Copyright, 2014 14 | K. Wahba, PhD | DM-ST
  • 15. Decision Making TRUTH ? Reality ! Copyright, 2014 15 | K. Wahba, PhD | DM-ST
  • 16. Decision Making TRUTH ? Reality ! We deal with its Image (Reality) Truth is Hidden Our Mental Model Copyright, 2014 16 | K. Wahba, PhD | DM-ST
  • 17. Decision Making  We are the Blind photographer who exploring the Truth with our own Camera (Mental Model) to picture it  My Camera (MM) is unique, with different Lenses, Power, Resolutions, Detailing, etc …  Who has the best Camera (MM) will have better vision about the Truth (But never the Truth)  So, our focus now became how to get the best Camera (MM), but still we need to interpret the Picture (Reality)  Then the chance for better decision (maybe wrong, maybe right) Copyright, 2014 17 | K. Wahba, PhD | DM-ST
  • 18. Decision Making  The quality of our interpretation depends on the amount of details (Complexity) we have in this picture (Reality) Then what defines the degree of Complexity? Copyright, 2014 18 | K. Wahba, PhD | DM-ST
  • 19. Complexity 19 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 20. Complexity  Complexity has turned out to be very difficult to define (Heylighen)  The dozens of definitions that have been offered all fall short in one respect or another  The original Latin word complexus, which signifies "entwined", "twisted together"  In order to have a complex you need two or more components, which are joined in such a way that it is difficult to separate them 20 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 21. Complexity Defined  The Oxford Dictionary defines something as "complex" if it is "made of (usually several) closely connected parts" 21 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 22. Complexity Defined  The Oxford Dictionary defines something as "complex" if it is "made of (usually several) closely connected parts" 22 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 23. Complexity Defined  A system would be more complex if more parts could be distinguished, and if more connections between them existed 23 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 24. Complexity: Two-Dimensional  The aspects of distinction and connection determine two dimensions characterizing complexity 24 distinction connection Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 25. Complexity: Two-Dimensional  The aspects of distinction and connection determine two dimensions characterizing complexity  Distinction corresponds to variety, to heterogeneity, to the fact that different parts of the complex behave differently  Connection corresponds to constraint, to the fact that different parts are not independent, but that the knowledge of one part allows the determination of features of the other parts 25 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 26. Complexity: Two-Dimensional  The aspects of distinction and connection determine two dimensions characterizing complexity 26 distinction (differences) Area of Isolation Area of Integration Very Low and Low High and Very High connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 27. Complexity: Two-Dimensional  The aspects of distinction and connection determine two dimensions characterizing complexity 27 distinction (differences) High and Very High Very Low and Low Area of Disorder Area of Order connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 28. Complexity Matrix  The aspects of distinction and connection determine two dimensions characterizing complexity 28 distinction (differences) connection (dependency) Area of Isolation Area of Integration Area of Disorder Area of Order Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 29. Complexity Matrix  Perfect Crystal, where the position of a molecule is completely determined by the positions of the neighbouring molecules to which it is bound 29 distinction (differences) Perfect Order connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 30. Complexity Matrix  Perfect Crystal, where the position of a molecule is completely determined by the positions of the neighbouring molecules to which it is bound 30 distinction (differences) Perfect Order connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 31. Complexity Matrix  Perfect Disorder, chaos or entropy, like in a gas, where the position of any gas molecule is completely independent of the position of the other molecules 31 distinction (differences) Perfect Disorder connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 32. Complexity Matrix  Perfect Disorder, chaos or entropy, like in a gas, where the position of any gas molecule is completely independent of the position of the other molecules 32 distinction (differences) Perfect Disorder connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 33. Complexity Matrix Complete  Complexity can only exist if both aspects are present: neither perfect disorder, nor perfect order 33 distinction (differences) Perfect Disorder Complexity Perfect Order Simplicity connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 34. Complexity Matrix Complete  Complexity increases when the variety (distinction), and dependency (connection) of parts or aspects increase, and this in several dimensions 34 distinction (differences) Perfect Disorder Complexity Perfect Order Simplicity connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 35. Complexity Types  Weaver has defined two types of Complexities: Disorganized and Organized 35 distinction (differences) Perfect Disorder Complexity Perfect Order Simplicity connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 36. Complexity Types  Disorganized coming from large number of parts and lack of correlation (Chaos and disordered) 36 distinction (differences) Disorganized Perfect Disorder Complexity Perfect Order Simplicity connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 37. Complexity Types  Organized coming from lack of randomness, high correlation and dependency, connection to outside, emerges, self-organized 37 distinction (differences) Perfect Disorder Organized Complexity Perfect Order Simplicity connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 38. Dealing with Complexity  Disorganized Complexity needs Advanced Statistical Methods. Organized Complexity needs Modeling and Simulation 38 distinction (differences) Disorganized Organized Perfect Disorder Complexity Perfect Order Simplicity connection (dependency) Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 39. More Complexity … 39 distinction (differences) Disorganized Organized Perfect Disorder Complexity Perfect Order Simplicity connection (dependency) time (dynamical) Systems Thinking Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 40. Systems Thinking Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 41. Process of Understanding  Observe …  Think …  Theorize …  Initial Understanding…  Make Decision or Action …  See Results and Consequences …  Update Understanding Copyright, 2014 | K. Wahba, PhD | DM-ST 41
  • 42. The Need for Different Perspective  Lucky Medical Doctor!!  Tools, Equipment, Technology …  The X-ray, MRI, Ultrasound …  Different Views, and Angles and Details …  Filter (not every details) …  So, What about us?  How to see the complexity in our reality?  How to deal with it?  We need Tools, Methods to intervene properly and timely  Systems Thinking … Copyright, 2014 | K. Wahba, PhD | DM-ST 42
  • 43. Policy Resistance: The Law of Unintended Consequences  The counterintuitive behavior of social systems  People seeking to solve a problem often make it worse  Policy may create unanticipated side effects  Attempts to stabilize the system may destabilize it  Decisions may provoke reactions by others seeking to restore the balance we upset Copyright, 2014 | K. Wahba, PhD | DM-ST 43
  • 44. Romanian Birth Rates: Facts  Crude birth rate in late 1960’s was 15 per 1000 per year  Government imposed policy to stimulate the birth rate  Modest tax incentives for larger families  Importation of contraceptive devices was outlawed  Propaganda campaigns praising the virtues of large families  Abortion was banned Copyright, 2014 | K. Wahba, PhD | DM-ST 44
  • 45. Romanian Birth Rates: The results  Crude birth rate 40 per 1000 per year  Fastest growing nation  Birth rate began to fall within months  1970, it reached 20 per 1000 per year  1989, it reached 16 per 1000 per year  The same as in early 1960’s  A Social System has resisted a policy Copyright, 2014 | K. Wahba, PhD | DM-ST 45
  • 46. Policy Resistance: Romanian Birth Rates o Alternative methods for birth control o Smuggled contraceptive pills from What happened? 40 30 20 10 1966 1967 1968 1969 1970 1971 (Births/year/1000 people) Crude Birth Rate 1971 1994 outside o Health problems, led to increase in death rate Copyright, 2014 | K. Wahba, PhD | DM-ST 46
  • 47. Policy Resistance: Limits to Growth Social Resistance - Birth Rate Population Death Rate Birth Regulation Tax Incentive & Propaganda Spending in Health Care Sector + + - + + - - Reinforcing Balancing System Structure Causal Loop Diagram CLD Copyright, 2014 | K. Wahba, PhD | DM-ST 47
  • 48. What are we looking for? Events Pattern of Behavior System Structure Reinforcing Balancing ? Birth Rate Population Death Rate Birth Regulation Incentive Spending in Health Care Sector + + - + + - - Copyright, 2014 | K. Wahba, PhD | DM-ST 48
  • 49. Structure …? Systems Thinking Language Feedback Birth Rate Population Death Rate Birth Regulation Tax Incentive & Propaganda Spending in Health Care Sector + + - + + - - Reinforcing Balancing Negative Feedback Loop “Balancing” Positive Feedback Loop “Reinforcing” Driving signals Delay Why there is problem? stop unwanted feedback loops How to solve it …? trigger feedback loops Copyright, 2014 | K. Wahba, PhD | DM-ST 49
  • 50. Anatomy and Behavior of Complex Dynamic Systems There are different mode of behavior, but also common Copyright, 2014 | K. Wahba, PhD | DM-ST 50
  • 51. Anatomy and Behavior of Complex Dynamic Systems: Exponential Growth Copyright, 2014 | K. Wahba, PhD | DM-ST 51
  • 52. Anatomy and Behavior of Complex Dynamic Systems: Exponential Growth + R Birth Rate Population + Copyright, 2014 | K. Wahba, PhD | DM-ST 52
  • 53. Anatomy and Behavior of Complex Dynamic Systems: Exponential Growth + Debt Outstanding Interest Due + R Copyright, 2014 | K. Wahba, PhD | DM-ST 53
  • 54. Anatomy and Behavior of Complex Dynamic Systems: Goal Seeking + + Copyright, 2014 | K. Wahba, PhD | DM-ST 54
  • 55. Anatomy and Behavior of Complex Dynamic Systems: Goal Seeking + + Competitors - + Change in Price Price Price + Corrective Actoins + Copyright, 2014 | K. Wahba, PhD | DM-ST 55
  • 56. Anatomy and Behavior of Complex Dynamic Systems: Goal Seeking + Inventory Level + - + Discrepancy Desired Inventory + Production Rate + Copyright, 2014 | K. Wahba, PhD | DM-ST 56
  • 57. Anatomy and Behavior of Complex Dynamic Systems: Oscillation Copyright, 2014 | K. Wahba, PhD | DM-ST 57
  • 58. Anatomy and Behavior of Complex Dynamic Systems: Oscillation - + Discrepancy Desired Inventory Inventory Level + Production Rate + Copyright, 2014 | K. Wahba, PhD | DM-ST 58
  • 59. Anatomy and Behavior of Complex Dynamic Systems: S-Shaped Growth Inflection point: the system shifts from acceleration to deceleration + Copyright, 2014 | K. Wahba, PhD | DM-ST 59
  • 60. Anatomy and Behavior of Complex Dynamic Systems: S-Shaped Growth Inflection point: the system shifts from acceleration to deceleration + R Birth Rate Population + + + Fractional Increase Birth Rate (%) - Adequacy Resource Reserve (Food, Energy, Cash) + + B Copyright, 2014 | K. Wahba, PhD | DM-ST 60
  • 61. Anatomy and Behavior of Complex Dynamic Systems: S-Shaped Growth with Overshoot Copyright, 2014 | K. Wahba, PhD | DM-ST 61
  • 62. Anatomy and Behavior of Complex Dynamic Systems: S-Shaped Growth with Overshoot + R Birth Rate Population + + + Fractional Increase Birth Rate (%) - Adequacy Resource Reserve (Food, Energy, Cash) + + B Copyright, 2014 | K. Wahba, PhD | DM-ST 62
  • 63. Anatomy and Behavior of Complex Dynamic Systems: S-Shaped Growth with OSH & Collapse + + Copyright, 2014 | K. Wahba, PhD | DM-ST 63
  • 64. Anatomy and Behavior of Complex Dynamic Systems: S-Shaped Growth with OSH & Collapse + R Birth Rate Population + + + Fractional Increase Birth Rate (%) + - Adequacy Resource + Consumption of The Reserve - Reserve (Food, Energy, Cash) + + B B Copyright, 2014 | K. Wahba, PhD | DM-ST 64
  • 65. What Actions to be taken (Intervention Points) to avoid the Collapse? + R Birth Rate Population + + + Fractional Increase Birth Rate (%) + - Adequacy Resource + Consumption of The Reserve - Reserve (Food, Energy, Cash) + + B B Copyright, 2014 | K. Wahba, PhD | DM-ST 65
  • 66. What Actions to be taken (Intervention Points) to avoid the Collapse? + R Birth Rate Population + + + Slow Down Actions, Intervention Point (Short Fractional Increase Birth Rate (%) + - Adequacy Resource + Consumption of The Reserve B Refill the Reserve, - Reserve (Food, Energy, Cash) + + B Intervention Point (Long Term) + Copyright, 2014 | K. Wahba, PhD | DM-ST 66 Term) -
  • 67. Business Context: Think Proactively + Business (Customers) Customers Acquisition Rate + + Business Development Effort, Marketing, Sales - Resources Available for Operations + Running Out of Reserve B Refill the Reserve - Reserve (HR, Assets, Patents, Experience, Cash) + + R B (R&D, Banks, Investors) + Copyright, 2014 | K. Wahba, PhD | DM-ST 67 Slow Down Business -
  • 68. Management Paradigms • Total Quality Management (TQM) • Business Process Reengineering (BPR) • Systems Thinking and Learning Organization • Project Management • Six Sigma Copyright, 2014 | K. Wahba, PhD | DM-ST 68
  • 69. What is a System?  It is collection of parts that interact with one another to function as a whole.  Examples:  Mechanical Systems (thermostat)  Ecological Systems (population/food)  Biological Systems (digestive, body temp.)  Social-economic systems (production) Copyright, 2014 | K. Wahba, PhD | DM-ST 69
  • 70. Systems Thinking … !!!  Systems Thinking is a paradigm and methodology for dealing with complex situations underlying business, economics, scientific, and social systems.  Systems Thinking views the organization as a whole and focuses on interdependencies and links between various departments, functions and divisions and how they impact each other and the entire organization. Complexity is a new paradigm drawing from Relativity and Quantum theories. Copyright, 2014 | K. Wahba, PhD | DM-ST 70
  • 71. Systems Thinking  Systems thinking is the process of understanding how things influence one another within a whole.  In nature, systems thinking examples include ecosystems in which various elements such as air, water, movement, plants, and animals work together to survive or perish.  In organizations, systems consist of people, structures, and processes that work together to make an organization healthy or unhealthy. 71 Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 72. Systems Thinking  Systems thinking is crucial to problem solving including Economic, Social, Organizational  No problem exists in isolation, all are part of a larger system of interacting networks; social networks, biogeophysical networks, political networks, and economic networks.  We can’t understand the behavior of system by studying its parts; we need to 72 study the whole thing. Copyright, 2014 | K. Wahba, PhD | DM-ST
  • 73. Systems Thinking Scope  Design of New Systems  Re-engineering or Improvement of Existing Systems  Prediction of Behavior of Complex System under varying Conditions  Understanding the Interaction of Components sub-Systems  Strategy Development and Testing  Scenario Modeling and Testing  Group and Organizational Learning Copyright, 2014 | K. Wahba, PhD | DM-ST 73
  • 74. Systems Thinking Scope  National  Macroeconomic, monetary policy  Industrial/Sectoral  Supply Chain Management  Organizational  Value Chain, Human Resource  Individual  Learning Copyright, 2014 | K. Wahba, PhD | DM-ST 74
  • 75. Systems Thinking Benefits  Systems thinking enables leaders and organizations:  Effectively deal with uncertainty and complexity  Foresee the consequences of their actions, policies and strategies  Identify fundamental causes and solutions to chronic problems  Avoid misjudging problem symptoms for their causes  Reconcile dilemma of short-term fixes vs long terms strategies  Resolve endemic staff morale and productivity problems  Bring alignment of vision and action to teams and groups  Become a Living and Learning Organization Copyright, 2014 | K. Wahba, PhD | DM-ST 75
  • 76. Systems Thinking as Language  Systems Thinking provides a tool for understanding complexity and dynamic decision making  The Language …  Is visual and diagrammatic (CLD)  Has a set of precise rules  Translates perceptions into explicit pictures  Emphasizes closed interdependencies (circular language) Copyright, 2014 | K. Wahba, PhD | DM-ST 76
  • 77. Systems Thinking Process 1. Problem Articulation (Boundary Selection) 5. Policy Formulation & Evaluation 2. Dynamic Hypothesis 4. Testing 3. Formulation Copyright, 2014 | K. Wahba, PhD | DM-ST 77
  • 78. Causal Loop Modeling Causal Loop Diagram CLD + Business (Customers) Customers Acquisition Rate + + Business Development Effort, Marketing, Sales - Resources Available for Operations + Running Out of Reserve B Refill the Reserve - Reserve (HR, Assets, Patents, Experience, Cash) + + R B (R&D, Banks, Investors) + Copyright, 2014 | K. Wahba, PhD | DM-ST 78 Slow Down Business -
  • 79. Causal Loop Modeling  According to P. Senge, 1990  Causal Loop Diagram provides “… a framework for seeing interrelationships rather than things, for seeing patterns of change rather than static snapshots”  Causal Loop Diagram (CLD) is a tool for revealing the casual relationships among a set of variables (factors) operating in a complex system Copyright, 2014 | K. Wahba, PhD | DM-ST 79
  • 80. Leverage versus Solution  System Thinking is not about Problem Solving Methodology (by product)  Problem is not isolated and unstructured  Short term, local, optimal, neat, content, symptoms  Leverage  It refers to actions or interventions that can have a lasting impact on the system,  Long term, global, fundamental, realistic, content and context, cause Copyright, 2014 | K. Wahba, PhD | DM-ST 80
  • 81. Systems Archetypes  Systems Archetypes are generic systems models or templates that represent a wide range of situations  It provides a high-level map of dynamic processes  It is the Communalities – SD Group, MIT  They are more than 8+ Copyright, 2014 | K. Wahba, PhD | DM-ST 81
  • 82. Systems Archetypes  Fixes that Fail  Short term and solve the symptoms rather than the problem and is associated with side effects + + + + - - Copyright, 2014 | K. Wahba, PhD | DM-ST 82
  • 83. Systems Archetypes  Shifting the Burden  Helen Keller  Parent Dependency  Nanny Teaching, helping + + + - - - Copyright, 2014 | K. Wahba, PhD | DM-ST 83
  • 84. Systems Archetypes  Limits to Success (Growth)  People Express – No. of Passengers, Revenue, QoS + + + - - Copyright, 2014 | K. Wahba, PhD | DM-ST 84
  • 85. Systems Archetypes Copyright, 2014 | K. Wahba, PhD | DM-ST 85  Tragedy of the Commons  Common-sense  Cars per family and traffic problem, convenience + + + + + + + + + -
  • 86. Textbooks and Software Business Dynamics: Systems Thinking and Modeling for a Complex World, John D. Sterman, www.mhhe.com 2000, by the McGraw-Hill Companies, Inc. ISBN 0-07-231135-5. Systems Thinking, and Modelling, Understanding Change and Complexity, Kambiz E. Maani, Robert Y. Cavana, 2nd Ed., 2008, Prentice Hall, The Art of Systems Thinking, Essential Skills for Creativity and Problem Solving, Joseph O’Connor and Ian McDermott, 1997, Thorsons, ISBN 0- 7225-3442-6. Software Ithink, http://www.iseesystems.com/ Vensim, http://www.vensim.com Powersim, http://www.powersimsolutions.com/ 86
  • 87. BIZ Days Romania – Bucharest 12 November 2014 87 Thank You Decision Making in Complex Context Using Systems Thinking Paradigm Khaled Wahba, PhD | kwahba@msmromania.org Adjunct Associate Professor | MSM Romania & the Netherlands