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CAUSAL LOOP MODELLING 
Professor Ockie Bosch 
Dr Nam Nguyen
Systems Thinking Tools 
 Causal Loop Diagrams (CLD) 
 Bayesian Belief Networks (BBN) 
 Evolutionary Learning Laboratory (ELLab) 
 Behavior Over Time (BOT) 
 Systems Archetypes (SA) 
 Sensitivity Model (Basis of Ecopolicy) 
 Viable System Model 
 Stock and Flow Diagrams 
 Systems Dynamic Models and more… 
© Professor Ockie Bosch and Dr Nam Nguyen
Current Issues in the Media 
 Climate Change 
 Carbon Emission 
 Water Shortage 
 Land Use 
 Environment 
 Biodiversity 
 Energy Crisis 
 Food Crisis 
 Economic Growth 
 Globalisation 
 Sustainability 
 Social Dislocation 
 Poverty 
 Human Health 
 Animal Health 
 Food Safety 
© Professor Ockie Bosch and Dr Nam Nguyen
 These different issues can not be regarded as single 
entities that can be dealt with in isolation from each 
other 
 What are the relationships/interactions between 
these issues/variables? 
© Professor Ockie Bosch and Dr Nam Nguyen 
Interconnected?
The Environment Loop 
© Professor Ockie Bosch and Dr Nam Nguyen
The Environment Loop 
© Professor Ockie Bosch and Dr Nam Nguyen
Population Loop Added 
© Professor Ockie Bosch and Dr Nam Nguyen
Agriculture Loop Added 
© Professor Ockie Bosch and Dr Nam Nguyen
© Professor Ockie Bosch and Dr Nam Nguyen 
Biofuel Loop Added
AN INTEGRATED SYSTEMS MODEL 
Modified from Maani and Nguyen (2009) 
© Professor Ockie Bosch and Dr Nam Nguyen
Causal Loop Diagrams (CLDs) provide: 
‘… a framework for seeing interrelationships rather 
than things, for seeing patterns of change rather 
than static snapshots’. 
Peter Senge (2006) 
© Professor Ockie Bosch and Dr Nam Nguyen 
Definition
Basic Elements of Causal Loop Diagrams (CLDs) - 
Variable (adapted from Maani and Cavana, 2007) 
 Variable is a condition, state, action, or decision which can 
influence, and can be influenced by, other conditions, 
states, actions, etc. 
 A variable can be quantitative (e.g., number of employees, 
kilograms of production, business profit, etc.) or it can be 
qualitative (e.g., values, motivation, reputation, feelings, 
respect, etc. ). 
© Professor Ockie Bosch and Dr Nam Nguyen
Basic Elements of Causal Loop Diagrams (CLDs) - 
Arrow (adapted from Maani and Cavana, 2007) 
• An arrow indicates a causal relationship or change in the 
state of two variables. 
Bank balance 
Interest 
• S (or +) indicates change in the Same direction. 
• O (or -) indicates change in the Opposite direction. 
© Professor Ockie Bosch and Dr Nam Nguyen
Interest 
S (+) 
Bank balance 
Expenditure 
O (-) 
© Professor Ockie Bosch and Dr Nam Nguyen
How to decide on the sign? 
Higher Interest 
Lower Interest 
Higher Bank balance 
Higher Expenditure 
} 
Lower Savings 
Higher Savings 
Lower Expenditure 
Lower Bank balance 
} 
S (or +) 
O (or -) 
© Professor Ockie Bosch and Dr Nam Nguyen
Feedback (adapted from Maani and Cavana, 2007) 
 Feedback is a process in which outputs from a 
system affect the inputs 
 Feedback loops arise when a sequence of 
interactions form a closed loop: 
 A-B-C-A: 
C 
B 
A 
© Professor Ockie Bosch and Dr Nam Nguyen
Loop Types (adapted from Maani and Cavana, 2007) 
 Reinforcing Loop (R) 
 Positive feedback 
The R-loop represents growing or 
declining actions 
 Balancing Loop (B) 
 Negative feedback (counteracting) 
The B-loop seeks stability or return to control, or 
aims for a specific target 
+ 
- 
© Professor Ockie Bosch and Dr Nam Nguyen
Example of a Reinforcing Loop 
(adapted from Maani and Cavana, 2007) 
Interest 
S 
Savings 
Balance 
S 
R 
Virtuous Cycle 
Time 
Savings 
Balance 
© Professor Ockie Bosch and Dr Nam Nguyen
“Quality Problem” - A Vicious Cycle 
(adapted from Maani and Cavana, 2007) 
Hiding Errors / 
Mistakes 
Incidence of Poor 
Quality 
Management 
Punitive Action 
R 
Fear of Blame / 
Punishment 
S 
S 
S 
S 
Quality 
Time 
Vicious Cycle 
© Professor Ockie Bosch and Dr Nam Nguyen
Example of Balancing Loops 
Nguyen & Bosch (2013). Using Systems Thinking to Identify Leverage Points for Sustainability. Systems 
Research & Behavioral Sciences, Vol.30, No.2, pp 104-115. 
© Professor Ockie Bosch and Dr Nam Nguyen
Differentiating between a ‘R’ and B’ 
1. Using logic or intuition to identify the nature of the 
loop: growing or declining action (R), counteracting 
process (B). 
2. Tracing the loop variable by variable: start and end 
with the same verb (R), with the opposite verb (B). 
3. Counting the number of ‘O’ (or ‘-’ sign) in the loop: 
zero or even number (R), odd number (B). 
© Professor Ockie Bosch and Dr Nam Nguyen 
(adapted from Maani and Cavana, 2007)
Rules for drawing CLDs 
(adapted from Sherwood, 2002) 
 Rule 1: Know your boundaries 
 Rule 2: Start somewhere interesting 
 Rule 3: Ask ‘What does this drive?’ & ‘What is this 
driven by?’ 
 Rule 4: Use nouns, not verbs 
 Rule 5: Don’t use terms such as ‘increase in’ or 
‘decrease in’ 
 Rule 6: Don’t be afraid of unusual items 
 Rule 7: Do the ‘s’ and ‘o’ as you go along 
 Rule 8: A good diagram must be recognised as real 
 Rule 9: Don’t ‘fall in love’ with your diagram 
 Rule 10: No diagram ever ‘finished’ 
© Professor Ockie Bosch and Dr Nam Nguyen
But, this might be too much! 
A dynamic systems model of the Afghanistan conflict 
(The New York Times, April 26, 2010, retrieved from http:// 
www.nytimes.com/2010/04/27/world/27powerpoint.html?_r=1) © Professor Ockie Bosch and Dr Nam Nguyen
o Services 
o Infrastructure 
o Waste******* 
o Hotels , Restaurants***** 
o Attraction of CB Island 
o Access to markets 
o Investment in agriculture 
o Information and communication 
o Misuse of NR****** 
o Health 
o New construction 
o Tourism pollution******* 
o Agricultural pollution 
o Available underground water****** 
o Number of tourists 
o Other pollution sources 
o Use of underground water 
o Tourism revenue******* 
o NR conservation******* 
o Livelihood of Commoner 
o Life expectancy 
o Governance structures*** 
o Policies 
o Poverty******* 
o Educated population 
o Lack of Integrated Planning****** 
o NGOs 
o People's awareness 
o Social evils/crime 
o Cultural values 
o Population******* 
o Immigration 
o GDP per capita 
o Tourism Development****** 
Waste 
Water 
Poverty 
Tourism 
© Professor Ockie Bosch and Dr Nam Nguyen 
Causal Loop Modeling 
Step1. Gathering mental models to identify variables for the sustainable 
development of Cat Ba Island, Vietnam
Step 2: Move variables around until clear themes are appearing 
Services 
New construction 
Infrastructure 
Hotels , Restaurants 
Tourism Development 
Number of tourists 
Access to market 
Investment in agriculture 
Information and communication 
Tourism revenue 
Tourism pollution 
Waste 
Attraction of CB Island 
Available underground water 
Use of underground water 
NR conservation 
Biodiversity 
Livelihood of Commoner 
Misuse of NR 
GDP per capita 
Agriculture revenue 
Poverty 
Food safety 
Health 
Life expectancy 
Educated population 
Population 
Governance structure 
Other income Sources 
Lack of Integrated Planning 
Immigration 
NGOs Social evils/crime 
Policies 
Student population 
Cultural values 
Agricultural pollution 
People's awareness 
Other pollution sources 
© Professor Ockie Bosch and Dr Nam Nguyen
Step 3: Systemic Structure (of CAT BA Biosphere) after variables have 
been linked with arrows 
Attraction of 
CB island 
Service quality 
Number of 
tourists 
Biodiversity 
Tourism 
pollution 
Available 
underground 
water 
Use of 
underground 
water 
Waste 
Tourism 
revenue 
Hotels and 
Restaurants 
Agriculture 
pollution 
Infrastructure 
Other pollution 
sources 
New construction 
Agriculture 
revenue 
Investment in 
agriculture 
Access to 
market 
Information and 
communication 
GDP per 
capita 
Livelihood of 
Commoner 
Misuse of 
NR 
NR 
conservation 
Food 
safety 
Health 
Life expectancy 
Immigration 
Population 
Student 
population 
Educated 
population 
Poverty 
Cultural 
values 
Social 
issues 
People’s 
awareness 
Tourism 
development 
Lack of Integrated planning 
NGOs Governanc 
e structure 
Policies 
© Professor Ockie Bosch and Dr Nam Nguyen
PRACTICAL EXERCISE to draw CLDs 
Develop a CLD around an area of your own interest: 
1. For Educational Purposes: You can use Vensim software 
(Download from: http://vensim.com/download/ (Click on 
Free Download) 
2. In the Think2Impact Package: You can draw links between 
variables directly on the “Whiteboard” in the section on 
Developing a Systems Model (Vensim not required) 
© Professor Ockie Bosch and Dr Nam Nguyen

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Module 2 Causal loop modelling

  • 1. CAUSAL LOOP MODELLING Professor Ockie Bosch Dr Nam Nguyen
  • 2. Systems Thinking Tools  Causal Loop Diagrams (CLD)  Bayesian Belief Networks (BBN)  Evolutionary Learning Laboratory (ELLab)  Behavior Over Time (BOT)  Systems Archetypes (SA)  Sensitivity Model (Basis of Ecopolicy)  Viable System Model  Stock and Flow Diagrams  Systems Dynamic Models and more… © Professor Ockie Bosch and Dr Nam Nguyen
  • 3. Current Issues in the Media  Climate Change  Carbon Emission  Water Shortage  Land Use  Environment  Biodiversity  Energy Crisis  Food Crisis  Economic Growth  Globalisation  Sustainability  Social Dislocation  Poverty  Human Health  Animal Health  Food Safety © Professor Ockie Bosch and Dr Nam Nguyen
  • 4.  These different issues can not be regarded as single entities that can be dealt with in isolation from each other  What are the relationships/interactions between these issues/variables? © Professor Ockie Bosch and Dr Nam Nguyen Interconnected?
  • 5. The Environment Loop © Professor Ockie Bosch and Dr Nam Nguyen
  • 6. The Environment Loop © Professor Ockie Bosch and Dr Nam Nguyen
  • 7. Population Loop Added © Professor Ockie Bosch and Dr Nam Nguyen
  • 8. Agriculture Loop Added © Professor Ockie Bosch and Dr Nam Nguyen
  • 9. © Professor Ockie Bosch and Dr Nam Nguyen Biofuel Loop Added
  • 10. AN INTEGRATED SYSTEMS MODEL Modified from Maani and Nguyen (2009) © Professor Ockie Bosch and Dr Nam Nguyen
  • 11. Causal Loop Diagrams (CLDs) provide: ‘… a framework for seeing interrelationships rather than things, for seeing patterns of change rather than static snapshots’. Peter Senge (2006) © Professor Ockie Bosch and Dr Nam Nguyen Definition
  • 12. Basic Elements of Causal Loop Diagrams (CLDs) - Variable (adapted from Maani and Cavana, 2007)  Variable is a condition, state, action, or decision which can influence, and can be influenced by, other conditions, states, actions, etc.  A variable can be quantitative (e.g., number of employees, kilograms of production, business profit, etc.) or it can be qualitative (e.g., values, motivation, reputation, feelings, respect, etc. ). © Professor Ockie Bosch and Dr Nam Nguyen
  • 13. Basic Elements of Causal Loop Diagrams (CLDs) - Arrow (adapted from Maani and Cavana, 2007) • An arrow indicates a causal relationship or change in the state of two variables. Bank balance Interest • S (or +) indicates change in the Same direction. • O (or -) indicates change in the Opposite direction. © Professor Ockie Bosch and Dr Nam Nguyen
  • 14. Interest S (+) Bank balance Expenditure O (-) © Professor Ockie Bosch and Dr Nam Nguyen
  • 15. How to decide on the sign? Higher Interest Lower Interest Higher Bank balance Higher Expenditure } Lower Savings Higher Savings Lower Expenditure Lower Bank balance } S (or +) O (or -) © Professor Ockie Bosch and Dr Nam Nguyen
  • 16. Feedback (adapted from Maani and Cavana, 2007)  Feedback is a process in which outputs from a system affect the inputs  Feedback loops arise when a sequence of interactions form a closed loop:  A-B-C-A: C B A © Professor Ockie Bosch and Dr Nam Nguyen
  • 17. Loop Types (adapted from Maani and Cavana, 2007)  Reinforcing Loop (R)  Positive feedback The R-loop represents growing or declining actions  Balancing Loop (B)  Negative feedback (counteracting) The B-loop seeks stability or return to control, or aims for a specific target + - © Professor Ockie Bosch and Dr Nam Nguyen
  • 18. Example of a Reinforcing Loop (adapted from Maani and Cavana, 2007) Interest S Savings Balance S R Virtuous Cycle Time Savings Balance © Professor Ockie Bosch and Dr Nam Nguyen
  • 19. “Quality Problem” - A Vicious Cycle (adapted from Maani and Cavana, 2007) Hiding Errors / Mistakes Incidence of Poor Quality Management Punitive Action R Fear of Blame / Punishment S S S S Quality Time Vicious Cycle © Professor Ockie Bosch and Dr Nam Nguyen
  • 20. Example of Balancing Loops Nguyen & Bosch (2013). Using Systems Thinking to Identify Leverage Points for Sustainability. Systems Research & Behavioral Sciences, Vol.30, No.2, pp 104-115. © Professor Ockie Bosch and Dr Nam Nguyen
  • 21. Differentiating between a ‘R’ and B’ 1. Using logic or intuition to identify the nature of the loop: growing or declining action (R), counteracting process (B). 2. Tracing the loop variable by variable: start and end with the same verb (R), with the opposite verb (B). 3. Counting the number of ‘O’ (or ‘-’ sign) in the loop: zero or even number (R), odd number (B). © Professor Ockie Bosch and Dr Nam Nguyen (adapted from Maani and Cavana, 2007)
  • 22. Rules for drawing CLDs (adapted from Sherwood, 2002)  Rule 1: Know your boundaries  Rule 2: Start somewhere interesting  Rule 3: Ask ‘What does this drive?’ & ‘What is this driven by?’  Rule 4: Use nouns, not verbs  Rule 5: Don’t use terms such as ‘increase in’ or ‘decrease in’  Rule 6: Don’t be afraid of unusual items  Rule 7: Do the ‘s’ and ‘o’ as you go along  Rule 8: A good diagram must be recognised as real  Rule 9: Don’t ‘fall in love’ with your diagram  Rule 10: No diagram ever ‘finished’ © Professor Ockie Bosch and Dr Nam Nguyen
  • 23. But, this might be too much! A dynamic systems model of the Afghanistan conflict (The New York Times, April 26, 2010, retrieved from http:// www.nytimes.com/2010/04/27/world/27powerpoint.html?_r=1) © Professor Ockie Bosch and Dr Nam Nguyen
  • 24. o Services o Infrastructure o Waste******* o Hotels , Restaurants***** o Attraction of CB Island o Access to markets o Investment in agriculture o Information and communication o Misuse of NR****** o Health o New construction o Tourism pollution******* o Agricultural pollution o Available underground water****** o Number of tourists o Other pollution sources o Use of underground water o Tourism revenue******* o NR conservation******* o Livelihood of Commoner o Life expectancy o Governance structures*** o Policies o Poverty******* o Educated population o Lack of Integrated Planning****** o NGOs o People's awareness o Social evils/crime o Cultural values o Population******* o Immigration o GDP per capita o Tourism Development****** Waste Water Poverty Tourism © Professor Ockie Bosch and Dr Nam Nguyen Causal Loop Modeling Step1. Gathering mental models to identify variables for the sustainable development of Cat Ba Island, Vietnam
  • 25. Step 2: Move variables around until clear themes are appearing Services New construction Infrastructure Hotels , Restaurants Tourism Development Number of tourists Access to market Investment in agriculture Information and communication Tourism revenue Tourism pollution Waste Attraction of CB Island Available underground water Use of underground water NR conservation Biodiversity Livelihood of Commoner Misuse of NR GDP per capita Agriculture revenue Poverty Food safety Health Life expectancy Educated population Population Governance structure Other income Sources Lack of Integrated Planning Immigration NGOs Social evils/crime Policies Student population Cultural values Agricultural pollution People's awareness Other pollution sources © Professor Ockie Bosch and Dr Nam Nguyen
  • 26. Step 3: Systemic Structure (of CAT BA Biosphere) after variables have been linked with arrows Attraction of CB island Service quality Number of tourists Biodiversity Tourism pollution Available underground water Use of underground water Waste Tourism revenue Hotels and Restaurants Agriculture pollution Infrastructure Other pollution sources New construction Agriculture revenue Investment in agriculture Access to market Information and communication GDP per capita Livelihood of Commoner Misuse of NR NR conservation Food safety Health Life expectancy Immigration Population Student population Educated population Poverty Cultural values Social issues People’s awareness Tourism development Lack of Integrated planning NGOs Governanc e structure Policies © Professor Ockie Bosch and Dr Nam Nguyen
  • 27. PRACTICAL EXERCISE to draw CLDs Develop a CLD around an area of your own interest: 1. For Educational Purposes: You can use Vensim software (Download from: http://vensim.com/download/ (Click on Free Download) 2. In the Think2Impact Package: You can draw links between variables directly on the “Whiteboard” in the section on Developing a Systems Model (Vensim not required) © Professor Ockie Bosch and Dr Nam Nguyen