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Using System Dynamics to Build
Collective, Operational Understanding
or
Getting Everyone “On the Same Page”
A session for the Science of HOPE Conference
Presented by
Chris Soderquist, Pontifex Consulting
April 19, 2016
Purpose, Process, Payoff
Purpose
Provide an overview of
System Dynamics
Process
• Overview
• Expectations
• Mental Models
• The Purpose of
Simulation Modeling
• Attributes of Good
Models
• Understanding
Counterintuitive
Behavior
• How to Build Models
• Foundation for Healthy
Generations Model
• Q&A

Payoff
By the end of this
session you’ll be able
to...
•Describe the purpose
of simulation modeling
•Utilize insights derived
from modeling projects
•Contribute to a
modeling project
Expectations
• Very broad brush of system dynamics – the session
may seem a blur!!
• We could spend (at least!) a day on many concepts
• Will engage both the left & right side of the
brain...Brain Pain
• We can speed up, slow down, or mix it up…based
on your needs
• FUN!!!!
Staffing at General Hospital
1. The hospital has two kinds of nurses:
experienced and inexperienced.
2. The hospital has a large number of
experienced nurses.
3. Experienced nurses have been quitting at the
same rate each month for several years (i.e.,
every month the same number of experienced
nurses quit).
4. The "staffing policy" has been to hire a new
(inexperienced) nurse as soon as an
experienced one quits.
5. The hospital’s training program is "perfect."
All inexperienced nurses become experienced
in exactly 6 months!
6. The training is so engaging that no
inexperienced nurses ever quit before
completing the program!
What pattern over time will be traced by
the number of Experienced Nurses
following the step-increase in quitting
volume?
Suppose that 3 months from now, the
volume of experienced nurses quitting
steps up by a small amount to a new
level, and then remains at this level
forever.
The hospital will continue their policy of
hiring one inexperienced nurse for each
experienced nurse that quits.
Month
A__
B__
C__
D__
E__
F__
G__
OBSERVATIONS...
BTW Don’t worry if you got it wrong
Most people do…I got it wrong the first time
I once presented to a room of 30 aeronautical engineers (i.e. rocket scientists) – they all got it wrong!!!
Observation
Systems Thinking can help
get people on the same page
about…
•What is happening and
what might happen in the
future
•Why this is happening
(what’s the physics of the
system)
•What would be the most
effective strategy for
handling
Beliefs about different
expected behaviors will
lead to extremely diverse
(diametrically opposed!)
ideas about...
• Is the behavior a
problem?
• If so, “what to do”
Differences were not
magnitude but kinds of
behavior (e.g. not
predicting actual amount
of staff, only whether it
would increase or
decrease, and if so, how)
Realist
I	use	models	all	the	-me	to	make	
decisions,	

they’re	just	implicit	and	usually	untested.	
I	can	use	a	model	to	make	my	
assump-ons	explicit,	share	them,	
improve	them,	and	test	them.	
It	will	improve	our	ability	to	rigorously	

discuss	the	issues!
“
Cynic
It’s	only	a	model!	
The	world	is	much	more	complex,	so	
it’s	not	useful.	
Our	situa-on	is	unique	so	

your		model	doesn’t	apply. “
Mys-c
It	can	predict	the	future.	
If	I	can	just	get	everything	

into	the	model,	then	

it	will	be	perfect.
Perspectives on Models
All	models	are	wrong,	some	are	useful!			—	Box	&	Deming
Operational Thinking

vs. Correlational Thinking
Correlational Model
US Milkt = f(US Milkt-1, IRt-1, GDPt-1, Feed pricet-1, ...)
Operational Model
Operational models identify levers!
Feedback Loop Thinking

vs. Linear Thinking
Example
What makes for a successful organization?
Success
Leadership
Good staff
Great product
Profits
•Linear Thinking (aka Static
Thinking) says that…
•This causes that (X
causes Y)…enough
said!
•Feedback Loop Thinking
views causality as circular
rather than unidirectional in
nature.
•Implications: static vs.
dynamic/ongoing process
perspective, exogenous vs.
endogenous viewpoint.
By using models, we can better understand
counterintuitive results
How to build (and frame)
useful systems models
…and then add breadth and a bit more detail – slowly!
Representing “the system”
1. Low Road
My advice: Take the High Road!
2.Getupoutoftheweeds…
Breadth (Time/Space)
(extensive boundary)
Depth
(intensive boundary)
Shallow
Highly
Aggregated
Deep
Highly
Disaggregated
Narrowly
Focused
Broadly
Focused
Many
mental models
are here
Good “systems”
models are here
The inevitable result of it’s all connected
http://minstrelboy.blogspot.com/2009/12/military-plan-for-afghan-war-surge-in.html
http://www.closetcooking.com/2007/07/spaghetti-
alla-carbonara-with-twist.html
Example courtesy of Steve Peterson,The Peterson Group
To get on the High Road (and stay there!),
All models are wrong, some are useful
- George Box & Ed Deming
Other things being equal, a
simpler explanation is better
than a more complex one
- William of Occam, Occam’s Razor
A model should be
as simple as
possible, but no
simpler
- Albert Einstein
“…details are
confusing. It is only
by selection, by
elimination, by
emphasis, that we
get at the real
meaning of things…”
- Georgia O’Keefe
"Any intelligent fool can make
things bigger and more complex.
It takes a touch of genius and a
lot of courage to move in the
opposite direction."
—A. Einstein
Match your initiatives to leverage points
Reducing symptom impact
on ACE occurrence
_________________________
_________________________
_________________________
_________________________
Increasing/building community
capacity
____________________________
____________________________
____________________________
____________________________
Improving social/economic
environment.. addressing social determinants
of health
_________________________________
_________________________________
_________________________________
Improving social/economic
environment.. addressing social determinants
of health
_________________________________
_________________________________
_________________________________
Reducing the generation of stress
_________________________________
_________________________________
_________________________________
_________________________________
_________________________________
How to use learning labs
(built on simulation models)
MINDSET	=	Learner!	
✦Participate	with	
intention	to	learn	
✦Participant	goals	
✦Articulate	"theories"	
and	predict	outcomes	
✦Engage	with	any	gap	
between	a	prediction	
and	simulated	
outcome
I’m	here	to	learn	about	
•the	issues	
•myself	
•my	colleagues’	perspectives
What	do	I	know	about	
childhood	trauma?	
If	we	did	X,	what	do	I	
predict	would	happen?
Hmm!		Why	didn’t	what	I	
expect	happen?!	
What	assumptions	are	different	
in	the	lab	than	mine?
YouthViolence Model
Foundation for Healthy Generations
Model
Model Purpose
The	Healthy	Generation	system	dynamics	model	will
Eventually	be	
given	to	
communities	for	
capacity	building	
and	strategy	
development
Begin	guiding	
foundation’s	
(and	its	
network’s)	
investment	
strategies
Be	modified	
regularly	as	
system	
understanding	
improves
2016 2017 2018
Last	half	of…
2000 2050
Food Security
2000 2050
Crime
2000 2050
Intergenerational ACEs
2000 2050
Adult Functioning
Health & Productivity
Happiness/Fulfilment
Hope
Avg Education level
Interventions
Improve view of self
(Postive efficacy)
Capabilities
Relational / Intimate
Partner / Parenting Skills
Education & Work Skills
Belonging w/ Those Who
Care for Us Daily
Attachment
Healthy Social Network
Social Bridging
Rights & Responsibilities
Framework
Community
Health & Effectiveness
of Programs / Services
Community Muscle
…and then add breadth and a bit more detail – slowly!
Representing “the system”
1. Low Road
My advice: Take the High Road!
2.Getupoutoftheweeds…
Breadth (Time/Space)
(extensive boundary)
Depth
(intensive boundary)
Shallow
Highly
Aggregated
Deep
Highly
Disaggregated
Narrowly
Focused
Broadly
Focused
Many
mental models
are here
Good “systems”
models are here
• Advocacy
• Marriage / Intimate Partner Commitment
• Education & Work Skills
• Social / Emotional Intelligence Skills
• Executive Functioning Skills
Examples
Capabilities
• Bridging Capital
• Reciprocity / Giving Back to Community
• Built & Natural Environment
Examples
Attachment
• Space for Cultural / Spiritual Expression
• Rhythm / Ritual / Engagement with Others
Examples
Community
Model
Community
Currently modeled To Be Developed
Population by…
• Age
• Economic strata
ACEs
Bonding (social) capital
Protective Factors
Local economic engine
Bridging capital
Core Model Structure
Age classes*
• Current age classes are…
• Work?
*deaths and migration not shown
0-4 5-14 15-24 25-44 45-64 65+
ACEs
As	the	population	ages…	
• ACEs	first	accumulate	(in	childhood	years)	
• Then	move	up	to	next	age	category
ACE incidence
Calculate current incidence rate
Increases in risk
factors will change
incidence
Risk factors
• ACE Prevalence
in adult population
• Income deficiency
• Other
Increases in protective
factors will reduce
incidence
Protective factors
• Bonding Capital
• Bridging Capital
• Other
Economic strata
• 3D icon indicates
multiple strata
• Model currently
assumes 2 strata
• How do / should
communities
classify to be
useful?
INCOME
<200% Federal Poverty Level?
Community Muscle
• Erodes as ACEs in adult population increases
• ACEs in adult population can decrease effectiveness
of investments in community muscle
• What does investing in community muscle look like?
• How does it work?
Bridging Capital
• What generates it? What does investing in
bridging capital look like?
• How does it erode?
Protective Factors
• What are the most
important ones?
• How might you
define resilience as
one factor or a
combination of
factors?
• Advocacy
• Marriage / Intimate
Partner Commitment
• Education & Work Skills
• Social / Emotional
Intelligence Skills
• Executive Functioning
Skills
Protective Capabilities/Factors – When built?
0-4 5-14 15-24 25-44 45-64 65+
Advocacy
Marriage /
Intimate Partner
Commitment
Education &
Work Skills
Social /
Emotional
Intelligence Skills
Executive
Functioning
Skills
None?
Some?
A lot?
Chris Soderquist
Pontifex Consulting
PO Box 64
Hanover, NH 03755
(603) 276-0203
chris@findinghighleverage.com
findinghighleverage.com
Systems Thinking Resources
An Introduction to Systems Thinking 

with iThink
Author: Barry Richmond
Publisher: isee systems
Thinking in Systems: A Primer
Author: Donella Meadows
Publisher: Chelsea Green
Publishing Company (2008)
Finding Leverage
Chris Soderquist
Producer: Banyan Communications
Sponsor: The National Association of Chronic
Disease Directors
https://vimeo.com/122034667
There are additional videos and
articles on my resources page

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Adaptive Learning: Skills for Learning Smarter, Faster & Together

  • 1. Using System Dynamics to Build Collective, Operational Understanding or Getting Everyone “On the Same Page” A session for the Science of HOPE Conference Presented by Chris Soderquist, Pontifex Consulting April 19, 2016
  • 2. Purpose, Process, Payoff Purpose Provide an overview of System Dynamics Process • Overview • Expectations • Mental Models • The Purpose of Simulation Modeling • Attributes of Good Models • Understanding Counterintuitive Behavior • How to Build Models • Foundation for Healthy Generations Model • Q&A
 Payoff By the end of this session you’ll be able to... •Describe the purpose of simulation modeling •Utilize insights derived from modeling projects •Contribute to a modeling project
  • 3. Expectations • Very broad brush of system dynamics – the session may seem a blur!! • We could spend (at least!) a day on many concepts • Will engage both the left & right side of the brain...Brain Pain • We can speed up, slow down, or mix it up…based on your needs • FUN!!!!
  • 4. Staffing at General Hospital 1. The hospital has two kinds of nurses: experienced and inexperienced. 2. The hospital has a large number of experienced nurses. 3. Experienced nurses have been quitting at the same rate each month for several years (i.e., every month the same number of experienced nurses quit). 4. The "staffing policy" has been to hire a new (inexperienced) nurse as soon as an experienced one quits. 5. The hospital’s training program is "perfect." All inexperienced nurses become experienced in exactly 6 months! 6. The training is so engaging that no inexperienced nurses ever quit before completing the program! What pattern over time will be traced by the number of Experienced Nurses following the step-increase in quitting volume? Suppose that 3 months from now, the volume of experienced nurses quitting steps up by a small amount to a new level, and then remains at this level forever. The hospital will continue their policy of hiring one inexperienced nurse for each experienced nurse that quits. Month A__ B__ C__ D__ E__ F__ G__
  • 5. OBSERVATIONS... BTW Don’t worry if you got it wrong Most people do…I got it wrong the first time I once presented to a room of 30 aeronautical engineers (i.e. rocket scientists) – they all got it wrong!!! Observation Systems Thinking can help get people on the same page about… •What is happening and what might happen in the future •Why this is happening (what’s the physics of the system) •What would be the most effective strategy for handling Beliefs about different expected behaviors will lead to extremely diverse (diametrically opposed!) ideas about... • Is the behavior a problem? • If so, “what to do” Differences were not magnitude but kinds of behavior (e.g. not predicting actual amount of staff, only whether it would increase or decrease, and if so, how)
  • 7. Operational Thinking
 vs. Correlational Thinking Correlational Model US Milkt = f(US Milkt-1, IRt-1, GDPt-1, Feed pricet-1, ...) Operational Model Operational models identify levers!
  • 8. Feedback Loop Thinking
 vs. Linear Thinking Example What makes for a successful organization? Success Leadership Good staff Great product Profits •Linear Thinking (aka Static Thinking) says that… •This causes that (X causes Y)…enough said! •Feedback Loop Thinking views causality as circular rather than unidirectional in nature. •Implications: static vs. dynamic/ongoing process perspective, exogenous vs. endogenous viewpoint.
  • 9. By using models, we can better understand counterintuitive results
  • 10. How to build (and frame) useful systems models …and then add breadth and a bit more detail – slowly! Representing “the system” 1. Low Road My advice: Take the High Road! 2.Getupoutoftheweeds… Breadth (Time/Space) (extensive boundary) Depth (intensive boundary) Shallow Highly Aggregated Deep Highly Disaggregated Narrowly Focused Broadly Focused Many mental models are here Good “systems” models are here
  • 11. The inevitable result of it’s all connected http://minstrelboy.blogspot.com/2009/12/military-plan-for-afghan-war-surge-in.html http://www.closetcooking.com/2007/07/spaghetti- alla-carbonara-with-twist.html Example courtesy of Steve Peterson,The Peterson Group
  • 12. To get on the High Road (and stay there!), All models are wrong, some are useful - George Box & Ed Deming Other things being equal, a simpler explanation is better than a more complex one - William of Occam, Occam’s Razor A model should be as simple as possible, but no simpler - Albert Einstein “…details are confusing. It is only by selection, by elimination, by emphasis, that we get at the real meaning of things…” - Georgia O’Keefe "Any intelligent fool can make things bigger and more complex. It takes a touch of genius and a lot of courage to move in the opposite direction." —A. Einstein
  • 13. Match your initiatives to leverage points Reducing symptom impact on ACE occurrence _________________________ _________________________ _________________________ _________________________ Increasing/building community capacity ____________________________ ____________________________ ____________________________ ____________________________ Improving social/economic environment.. addressing social determinants of health _________________________________ _________________________________ _________________________________ Improving social/economic environment.. addressing social determinants of health _________________________________ _________________________________ _________________________________ Reducing the generation of stress _________________________________ _________________________________ _________________________________ _________________________________ _________________________________
  • 14. How to use learning labs (built on simulation models) MINDSET = Learner! ✦Participate with intention to learn ✦Participant goals ✦Articulate "theories" and predict outcomes ✦Engage with any gap between a prediction and simulated outcome I’m here to learn about •the issues •myself •my colleagues’ perspectives What do I know about childhood trauma? If we did X, what do I predict would happen? Hmm! Why didn’t what I expect happen?! What assumptions are different in the lab than mine?
  • 16. Foundation for Healthy Generations Model
  • 18. 2000 2050 Food Security 2000 2050 Crime 2000 2050 Intergenerational ACEs 2000 2050 Adult Functioning Health & Productivity Happiness/Fulfilment Hope Avg Education level Interventions Improve view of self (Postive efficacy) Capabilities Relational / Intimate Partner / Parenting Skills Education & Work Skills Belonging w/ Those Who Care for Us Daily Attachment Healthy Social Network Social Bridging Rights & Responsibilities Framework Community Health & Effectiveness of Programs / Services Community Muscle
  • 19. …and then add breadth and a bit more detail – slowly! Representing “the system” 1. Low Road My advice: Take the High Road! 2.Getupoutoftheweeds… Breadth (Time/Space) (extensive boundary) Depth (intensive boundary) Shallow Highly Aggregated Deep Highly Disaggregated Narrowly Focused Broadly Focused Many mental models are here Good “systems” models are here
  • 20. • Advocacy • Marriage / Intimate Partner Commitment • Education & Work Skills • Social / Emotional Intelligence Skills • Executive Functioning Skills Examples Capabilities
  • 21. • Bridging Capital • Reciprocity / Giving Back to Community • Built & Natural Environment Examples Attachment
  • 22. • Space for Cultural / Spiritual Expression • Rhythm / Ritual / Engagement with Others Examples Community
  • 23. Model Community Currently modeled To Be Developed Population by… • Age • Economic strata ACEs Bonding (social) capital Protective Factors Local economic engine Bridging capital Core Model Structure
  • 24. Age classes* • Current age classes are… • Work? *deaths and migration not shown 0-4 5-14 15-24 25-44 45-64 65+
  • 26. ACE incidence Calculate current incidence rate Increases in risk factors will change incidence Risk factors • ACE Prevalence in adult population • Income deficiency • Other Increases in protective factors will reduce incidence Protective factors • Bonding Capital • Bridging Capital • Other
  • 27. Economic strata • 3D icon indicates multiple strata • Model currently assumes 2 strata • How do / should communities classify to be useful? INCOME <200% Federal Poverty Level?
  • 28. Community Muscle • Erodes as ACEs in adult population increases • ACEs in adult population can decrease effectiveness of investments in community muscle • What does investing in community muscle look like? • How does it work?
  • 29. Bridging Capital • What generates it? What does investing in bridging capital look like? • How does it erode?
  • 30. Protective Factors • What are the most important ones? • How might you define resilience as one factor or a combination of factors? • Advocacy • Marriage / Intimate Partner Commitment • Education & Work Skills • Social / Emotional Intelligence Skills • Executive Functioning Skills
  • 31. Protective Capabilities/Factors – When built? 0-4 5-14 15-24 25-44 45-64 65+ Advocacy Marriage / Intimate Partner Commitment Education & Work Skills Social / Emotional Intelligence Skills Executive Functioning Skills None? Some? A lot?
  • 32. Chris Soderquist Pontifex Consulting PO Box 64 Hanover, NH 03755 (603) 276-0203 chris@findinghighleverage.com findinghighleverage.com Systems Thinking Resources An Introduction to Systems Thinking 
 with iThink Author: Barry Richmond Publisher: isee systems Thinking in Systems: A Primer Author: Donella Meadows Publisher: Chelsea Green Publishing Company (2008) Finding Leverage Chris Soderquist Producer: Banyan Communications Sponsor: The National Association of Chronic Disease Directors https://vimeo.com/122034667 There are additional videos and articles on my resources page