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Beyond Scaling Up
Pathways to Scaling up Health
Services in Complex Adaptive
Systems
Ligia Paina & David Peters
2
The Problems of Scaling Up
 Many effective health interventions known,
but are not reaching universal coverage
 Not known which models for scaling up
work best
 How can global health initiatives take
advantage of knowledge on scaling up?
Do we have the right models for
scaling up?
3
Models for Scaling Up Health
Services: Two Views
Domain Scaling up to
Reach the MDGs
Scaling up Innovations and
Pilot Projects
Defining
Concerns
“Becoming large”;
more people
reached
Expanding impact, becoming
sustainable in quantitative,
functional, organizational,
political terms
Time Frame Short to medium
term
Medium to long term
Funding Money is a binding
constraint
Money is necessary but not
sufficient
Absorptive
Capacity
Ability to spend
external funds
Ability to find a fit between
capabilities of beneficiaries,
programs, and organizations
Subramanian et al (2010). Under review
4
Misalignment between scaling up
assumptions and health system behavior
Scaling up
assumptions
 Linear, blueprint process
 Simplistic, deterministic
 Standardized methods for
predicting human and
financial resources
 Little adaptation to
emerging issues
Health system
behavior
Highly heterogeneous
groups of actors
Multiple levels, services,
and functions
Dynamic change
Rooted in unique local
context
5
Complex Adaptive Systems (CAS):
Pathways to Scaling Up
 CAS involve large number of interacting
agents with adaptive capabilities in changing
environment
 Not conventionally “controlled”
 Not fully predictable
 Unintended consequences frequent
 Health systems behave like CAS
 Scaling up is better understood through CAS
phenomena
6
Why CAS Phenomena are
Relevant to Scaling Up
 Intervention that may work on a small
scale or in one context cannot be simply
replicated elsewhere on a large scale
 “Control” over behaviors of communities
and providers is limited in real world
 Large efforts can produce small effects,
and small stimuli can create large changes
 Implementation is highly variable and
changing
 Even simple public health interventions
involve complex social interventions
7
Path dependence: “History
matters”
 Single events can have system-wide
effects that persist for a long time
 Outcomes sensitive to initial
conditions and bifurcations/choices
along the way
 Complicates predictions of a system’s
evolution
Example: Can’t cut & paste reforms
8
Feedback loops: “Vicious” and
“Virtuous” Circles
 An output of a process within
the system is fed back into the
same system
 Used to analyze variations in
supply and demand for health
services
Example: health & poverty
9
Scale-free networks
 Networks which are dominated by
few hubs with an unlimited number
of preferentially attached links
 Provide insights into system entry
points and the diffusion of
knowledge, technology, and
practices
Example: Spread of HIV
10
Emergent behavior
 The whole is greater than sum of parts:
the spontaneous creation of order –
small entities jointly contribute to
complicated behaviors
 Health system actors self-organize in
response to rapid changes, new policies
Example: Boda Boda drivers organize to
transport women for ANC and delivery
11
Phase transitions
 Tipping points that occur when
radical changes take place in
features of health system
parameters as they reach certain
critical points
 Threshold effects and sometimes
abrupt changes happen in health
systems
Example: Rapid adoption of a policy
stalled for years.
12
How CAS Can Inform Scaling Up
 Better understanding of dynamics between the
health system, contextual factors, and
population health
 Identify root causes of variations in service
delivery
 Identify multi-sectoral factors which promote
the diffusion of innovation in complex systems
 Better understanding of intended and
unintended consequences
 New tools and approaches to understand and
facilitate decision-making
13
Relevant Theories and Methodologies
 Systems science
 Non-linear dynamics
and chaos theory
 Systems theory and
cybernetics
 Chaos theory
 Theory of critical
phenomena
 Agent-based modeling
 Network analysis
 Scenario modeling
 Sensitivity analysis
 Statistics of extreme
events
 Non-equilibrium
statistics (physics)
 Large-scale data
mining
14
Revisiting assumptions behind scaling up
and other rapid health system change
 Understand dynamic health system
relationships
 Involve key, multi-sector policy and planning
stakeholders
 Ensure flexibility to adapt to emerging issues
 Recognize local conditions
 Maintain vision for long-term sustainability
15
Lessons to be learned
 Scaling up is not predictable or controlled:
scrap the blueprint
 Employ “theories of change” to build local
organizational, functional, and political
capabilities
 Should develop sustainable institutions
 Use “learning by doing” approaches: use data,
engage key stakeholders, problem-solving
strategies
 Identify constraints and complex pathways
16

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Pathways to Scaling up Health Services in Complex Adaptive Systems

  • 1. Beyond Scaling Up Pathways to Scaling up Health Services in Complex Adaptive Systems Ligia Paina & David Peters
  • 2. 2 The Problems of Scaling Up  Many effective health interventions known, but are not reaching universal coverage  Not known which models for scaling up work best  How can global health initiatives take advantage of knowledge on scaling up?
  • 3. Do we have the right models for scaling up? 3
  • 4. Models for Scaling Up Health Services: Two Views Domain Scaling up to Reach the MDGs Scaling up Innovations and Pilot Projects Defining Concerns “Becoming large”; more people reached Expanding impact, becoming sustainable in quantitative, functional, organizational, political terms Time Frame Short to medium term Medium to long term Funding Money is a binding constraint Money is necessary but not sufficient Absorptive Capacity Ability to spend external funds Ability to find a fit between capabilities of beneficiaries, programs, and organizations Subramanian et al (2010). Under review 4
  • 5. Misalignment between scaling up assumptions and health system behavior Scaling up assumptions  Linear, blueprint process  Simplistic, deterministic  Standardized methods for predicting human and financial resources  Little adaptation to emerging issues Health system behavior Highly heterogeneous groups of actors Multiple levels, services, and functions Dynamic change Rooted in unique local context 5
  • 6. Complex Adaptive Systems (CAS): Pathways to Scaling Up  CAS involve large number of interacting agents with adaptive capabilities in changing environment  Not conventionally “controlled”  Not fully predictable  Unintended consequences frequent  Health systems behave like CAS  Scaling up is better understood through CAS phenomena 6
  • 7. Why CAS Phenomena are Relevant to Scaling Up  Intervention that may work on a small scale or in one context cannot be simply replicated elsewhere on a large scale  “Control” over behaviors of communities and providers is limited in real world  Large efforts can produce small effects, and small stimuli can create large changes  Implementation is highly variable and changing  Even simple public health interventions involve complex social interventions 7
  • 8. Path dependence: “History matters”  Single events can have system-wide effects that persist for a long time  Outcomes sensitive to initial conditions and bifurcations/choices along the way  Complicates predictions of a system’s evolution Example: Can’t cut & paste reforms 8
  • 9. Feedback loops: “Vicious” and “Virtuous” Circles  An output of a process within the system is fed back into the same system  Used to analyze variations in supply and demand for health services Example: health & poverty 9
  • 10. Scale-free networks  Networks which are dominated by few hubs with an unlimited number of preferentially attached links  Provide insights into system entry points and the diffusion of knowledge, technology, and practices Example: Spread of HIV 10
  • 11. Emergent behavior  The whole is greater than sum of parts: the spontaneous creation of order – small entities jointly contribute to complicated behaviors  Health system actors self-organize in response to rapid changes, new policies Example: Boda Boda drivers organize to transport women for ANC and delivery 11
  • 12. Phase transitions  Tipping points that occur when radical changes take place in features of health system parameters as they reach certain critical points  Threshold effects and sometimes abrupt changes happen in health systems Example: Rapid adoption of a policy stalled for years. 12
  • 13. How CAS Can Inform Scaling Up  Better understanding of dynamics between the health system, contextual factors, and population health  Identify root causes of variations in service delivery  Identify multi-sectoral factors which promote the diffusion of innovation in complex systems  Better understanding of intended and unintended consequences  New tools and approaches to understand and facilitate decision-making 13
  • 14. Relevant Theories and Methodologies  Systems science  Non-linear dynamics and chaos theory  Systems theory and cybernetics  Chaos theory  Theory of critical phenomena  Agent-based modeling  Network analysis  Scenario modeling  Sensitivity analysis  Statistics of extreme events  Non-equilibrium statistics (physics)  Large-scale data mining 14
  • 15. Revisiting assumptions behind scaling up and other rapid health system change  Understand dynamic health system relationships  Involve key, multi-sector policy and planning stakeholders  Ensure flexibility to adapt to emerging issues  Recognize local conditions  Maintain vision for long-term sustainability 15
  • 16. Lessons to be learned  Scaling up is not predictable or controlled: scrap the blueprint  Employ “theories of change” to build local organizational, functional, and political capabilities  Should develop sustainable institutions  Use “learning by doing” approaches: use data, engage key stakeholders, problem-solving strategies  Identify constraints and complex pathways 16

Notas del editor

  1. To set the stage for country case studies, summarizes the examples of scaling up health services.
  2. Key message: Scaling-up efforts to date have not been able to account for the dynamic and complex nature of health systems, particularly those in developing countries.
  3. CAS phenomena provide a deeper understanding of the pathways to scaling up
  4. Key message: What is it, non-health example Why is it important for health systems Health system example
  5. Key message: What is it, non-health example Why is it important for health systems Health system example
  6. Key message: What is it, non-health example Why is it important for health systems Health system example
  7. Key message: What is it, non-health example Why is it important for health systems Health system example
  8. Key message: What is it, non-health example Why is it important for health systems Health system example