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How to evaluate in complex and adverse
settings
Presentation to the Norwegian Evaluation Society
19/9/19
Dione Hills
Centre for Complexity in Evaluation across the Nexus
and
Tavistock Institute and Cecan
With acknowledgements to Helen Wilkinson Risk
Solutions
Outline of presentation
The challenge of evaluating when an intervention is
‘complex’
Initiatives underway in the UK
Key features of complex systems
Strategies for evaluation planning and management
Design solutions
Questions and discussion
Challenging settings
Growing demand for ‘evidence based policy’
Increased demand for evaluation in sectors more used to economic
and natural science based research
Evaluations often taking place in challenging settings:
• Multifaceted projects, programmes and policies,
• Emergent and Embedded in a dynamic context, sometimes
• Struggling, and
• Subject to unexpected changes, with outcomes often
• Yet to be clarified (broad and unspecific)
Recognition that current evaluations designs and approaches are not
addressing this effectively
Government funded initiatives
Two new centres set up with government funding:
New evaluation approaches and case studies explored, new resources,
advice, workshops and trainings
‘Magenta book’ - cross government evaluation guidance revised with new
annex on complexity
Complex Evaluation Framework Guidance for DEFRA (Department of
Farming and Rural Affairs
Looking to complexity sciences for
solutions
Simple
Complicated
Complex
A project, programme or policy is increasingly complex when
It is highly innovative (uncertainty over outcomes)
The environment is rapidly changing (even more uncertainty)
Many layers, many organisations and individuals involved
Multiple actions introduced at different levels (national, regional, local)
There is diversity of opinion and views about best action and appropriate
outcomes
An evaluator view of complexity
Far from
agreement
Close to
certainty
Simple
Complicated
Complexity
Complex adaptive systems
Two key dimensions that add to
complexity*
Close to
agreement
Far from
certainty
* Adapted from the ‘Stacy Matrix’ of complex organisations
Complex systems are open systems
An open system has many links
and connections into its wider
environment, and is affected by
changes happening elsewhere.
Example
A food production company
may change rapidly in response
to changes in food fashion or in
the cost and availability of key
ingredients.
Complex systems are in a
constant state of change.
Multiple relationships, levers and hubs
A complex system has multiple components
– in human systems this means multiple
stakeholders and multiple perspectives
Example
A well-connected and highly motivated
individual or group may be mobilised to
champion a particular cause. They can
equally become a major obstacle to
change through vetoing or blocking this
Levers and hubs: Some
components have more
influence than others because
of their connections.
Self organisation and emergence
Example
Emergent properties can be seen
in the formation of social
movements, social norms and
new markets, or even in the
formation of a queue...
Complex systems are self
organising
Emergent properties: New,
unexpected higher level
properties can arise from the
interaction between the
components within a system.
Adaptation and feedback
Feedback loops happen when one
process or interaction influences the
input into the next iteration of the
same process.
Example:
Individuals may try to 'game the system’
(e.g. by heating empty, or previously
unheated, buildings to obtain a renewable
heating subsidy
Components or actors within the system
learn and evolve, changing the behaviour of the
behaviour of the whole system.
Feedback loops can
increase or suppress the
changes taking place.
Non linearity, unpredictability and …
unknowns Example
A new product may be
slow to take-off but after
a certain point sales will
accelerate, before
slowing again as the
market is saturated
Unpredictable outcomes happen when
there is a non-linear relationship
between inputs on outcomes: small
changes lead to large effects in one
place, but have little impact elsewhere.
This can lead to sudden large scale
change, slowing down or changing
direction
Tipping points and
attractors/domains of stability
Systems may several relatively
stable states (called attractors or
domains of stability) .
Changes in the wider context can
cause these to evolve – moving a
system from one stable state to
another .
Tipping points are
the threshold beyond
which a system goes
through rapid change
into a different state.
Example
Economic recessions, the
existence of ‘poverty traps’ and
the characteristics (and social
segregation within) different
neighbourhoods.
Evaluation challenges
Complex system
challenges
Evaluation challenges
Multiple interactions and
influences
 Long, indirect causal chains linking inputs to
impacts
Systems may be in
continual change, or may
resist change
 Objectives, design and data requirements may
change over time
 The programme may not reach a ‘final state’ when
the evaluation comes to an end
Openness
Context (and history)
matters
 Hard to establish a clear boundary Difficult to
standardise the intervention
 Outcomes may vary from one context to another
Multiple perspectives  Need data from multiple sources/informants
The nature of the change
is unpredictable
Multiple causality
 Evaluation plans may need to change to address
emergence of unexpected features
 New methods may be needed for causality and
attribution
Complexity is difficult to
communicate
 Difficulties in communicating methodology and
findings
New evaluation approaches and methods
may not be the answer
Complex evaluations fail because
Key stakeholders not properly engaged or
consulted
System challenges (red flags) ignored until too late
Evaluation designs aren’t (or can’t be) adapted to
meet changing circumstances
Evaluations continued when it might be better to
stop
Planning and management is especially
important
Choosing an evaluation approach
Wide range of approaches suitable including some less familiar
ones
Hybrid designs likely to be most useful
∙ mix may change over course of the evaluation
No simple, mechanistic way to selecting the right approach
Three key, interrelated considerations:
Evaluation
purpose
Feasible
designs
System
attributes
Evaluation
design
Useful questions: clarifying purpose
How will the findings be used?
For Accountability:
∙ To establish if the policy:
… was implemented as intended …
∙ … is having the impacts anticipated …
∙ … is delivering value for money?
For Listening and Building:
∙ To ensure diverse voices are heard
∙ To build trust and legitimacy
∙ To generate champions for change
For Learning:
∙ To build understanding
∙ To manage risk and uncertainty
∙ To improve this policy
∙ To improve similar policies
Evaluation
purposeEmancipatory
approaches
Theory based
approaches
Model based
approaches
Useful questions: system
attributes
Is there a good, common understanding of the system and its
complexity - for example:
Agreement: Are view points aligned, OR
∙ Are there multiple perspectives OR even
∙ Controversy?
Certainty: Is there a clear understanding of what influences outcomes
and how:
∙ Is there a clear direct relationship between your intervention and outcomes, OR
∙ Do many factors influence outcomes in ways that are difficult to understand and
predict?
∙ Have unanticipated outcomes occurred?
∙ Can you clearly define the scope of the evaluation?
∙ Do outcomes differ depending on context?
∙ Is the policy (and the system in response to this)
still evolving?
Participative
approaches
Realist
approaches, QCA
System
mapping
System
attributes
Developmental
approaches
Useful questions: feasible designs
Are the evaluation methods and approaches affordable
and proportionate in terms of:
∙ the expertise required
∙ the data available or obtainable
∙ the information you need / the risks of getting the answer
‘wrong’?
Are key stakeholders comfortable with the approach
proposed:
∙ Is the approach acceptable
∙ Is there an appreciation that the level of quantitative rigour and
certainty of outcome may be limited, even using sophisticated
evaluation methods
Feasible
designs
Evaluation approaches to address
complexity challenges
Examples of approaches
Participative/Emancipatory/adaptive: e.g. Developmental
Evaluation, Action Research
Theory based approaches/ generative causation: e.g.
Realist Evaluation, Contribution Analysis, Theory of
Change
Configurational approaches: e.g. Case studies,
Qualitative Comparative Analysis, Process Tracing with
Bayesian updating
Modelling and mapping: e.g. System Mapping, Agent
Based Modelling
In summary
In complex and adverse settings
∙ Use complexity lens to analyse situation
∙ Prepare yourself (and your clients) for unpredictability
and uncertainty
∙ ‘Map’ the system (theory of change, systems mapping)
∙ Consider innovative evaluation approaches
∙ But be willing to change methods and design in
response to changing situation or understandings
∙ Keep your head!
Good luck!
Any questions?
For more information
CECAN: https://www.cecan.ac.uk/ for information and
events related to complex evaluation across the Nexus
Tavistock Institute for evaluation support
http://www.tavinstitute.org/ or d.hills@tavinstitute.org
Risk Solutions: for evaluation and system mapping
support https://www.risksol.co.uk or
helen.wilkinson@risksol.co.uk
https://www.betterevaluation.org/ for information about
evaluation strategies and methods
https://www.youtube.com/channel/UCutCcajxhR33k9UR-
DdLsAQ for information about complexity and complex
adaptive systems
d.hills@tavinstitute.org

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How to evaluate in complex and adverse settings

  • 1. How to evaluate in complex and adverse settings Presentation to the Norwegian Evaluation Society 19/9/19 Dione Hills Centre for Complexity in Evaluation across the Nexus and Tavistock Institute and Cecan With acknowledgements to Helen Wilkinson Risk Solutions
  • 2. Outline of presentation The challenge of evaluating when an intervention is ‘complex’ Initiatives underway in the UK Key features of complex systems Strategies for evaluation planning and management Design solutions Questions and discussion
  • 3. Challenging settings Growing demand for ‘evidence based policy’ Increased demand for evaluation in sectors more used to economic and natural science based research Evaluations often taking place in challenging settings: • Multifaceted projects, programmes and policies, • Emergent and Embedded in a dynamic context, sometimes • Struggling, and • Subject to unexpected changes, with outcomes often • Yet to be clarified (broad and unspecific) Recognition that current evaluations designs and approaches are not addressing this effectively
  • 4. Government funded initiatives Two new centres set up with government funding: New evaluation approaches and case studies explored, new resources, advice, workshops and trainings ‘Magenta book’ - cross government evaluation guidance revised with new annex on complexity Complex Evaluation Framework Guidance for DEFRA (Department of Farming and Rural Affairs
  • 5. Looking to complexity sciences for solutions Simple Complicated Complex A project, programme or policy is increasingly complex when It is highly innovative (uncertainty over outcomes) The environment is rapidly changing (even more uncertainty) Many layers, many organisations and individuals involved Multiple actions introduced at different levels (national, regional, local) There is diversity of opinion and views about best action and appropriate outcomes
  • 6. An evaluator view of complexity
  • 7. Far from agreement Close to certainty Simple Complicated Complexity Complex adaptive systems Two key dimensions that add to complexity* Close to agreement Far from certainty * Adapted from the ‘Stacy Matrix’ of complex organisations
  • 8. Complex systems are open systems An open system has many links and connections into its wider environment, and is affected by changes happening elsewhere. Example A food production company may change rapidly in response to changes in food fashion or in the cost and availability of key ingredients. Complex systems are in a constant state of change.
  • 9. Multiple relationships, levers and hubs A complex system has multiple components – in human systems this means multiple stakeholders and multiple perspectives Example A well-connected and highly motivated individual or group may be mobilised to champion a particular cause. They can equally become a major obstacle to change through vetoing or blocking this Levers and hubs: Some components have more influence than others because of their connections.
  • 10. Self organisation and emergence Example Emergent properties can be seen in the formation of social movements, social norms and new markets, or even in the formation of a queue... Complex systems are self organising Emergent properties: New, unexpected higher level properties can arise from the interaction between the components within a system.
  • 11. Adaptation and feedback Feedback loops happen when one process or interaction influences the input into the next iteration of the same process. Example: Individuals may try to 'game the system’ (e.g. by heating empty, or previously unheated, buildings to obtain a renewable heating subsidy Components or actors within the system learn and evolve, changing the behaviour of the behaviour of the whole system. Feedback loops can increase or suppress the changes taking place.
  • 12. Non linearity, unpredictability and … unknowns Example A new product may be slow to take-off but after a certain point sales will accelerate, before slowing again as the market is saturated Unpredictable outcomes happen when there is a non-linear relationship between inputs on outcomes: small changes lead to large effects in one place, but have little impact elsewhere. This can lead to sudden large scale change, slowing down or changing direction
  • 13. Tipping points and attractors/domains of stability Systems may several relatively stable states (called attractors or domains of stability) . Changes in the wider context can cause these to evolve – moving a system from one stable state to another . Tipping points are the threshold beyond which a system goes through rapid change into a different state. Example Economic recessions, the existence of ‘poverty traps’ and the characteristics (and social segregation within) different neighbourhoods.
  • 14. Evaluation challenges Complex system challenges Evaluation challenges Multiple interactions and influences  Long, indirect causal chains linking inputs to impacts Systems may be in continual change, or may resist change  Objectives, design and data requirements may change over time  The programme may not reach a ‘final state’ when the evaluation comes to an end Openness Context (and history) matters  Hard to establish a clear boundary Difficult to standardise the intervention  Outcomes may vary from one context to another Multiple perspectives  Need data from multiple sources/informants The nature of the change is unpredictable Multiple causality  Evaluation plans may need to change to address emergence of unexpected features  New methods may be needed for causality and attribution Complexity is difficult to communicate  Difficulties in communicating methodology and findings
  • 15. New evaluation approaches and methods may not be the answer Complex evaluations fail because Key stakeholders not properly engaged or consulted System challenges (red flags) ignored until too late Evaluation designs aren’t (or can’t be) adapted to meet changing circumstances Evaluations continued when it might be better to stop
  • 16. Planning and management is especially important
  • 17. Choosing an evaluation approach Wide range of approaches suitable including some less familiar ones Hybrid designs likely to be most useful ∙ mix may change over course of the evaluation No simple, mechanistic way to selecting the right approach Three key, interrelated considerations: Evaluation purpose Feasible designs System attributes Evaluation design
  • 18. Useful questions: clarifying purpose How will the findings be used? For Accountability: ∙ To establish if the policy: … was implemented as intended … ∙ … is having the impacts anticipated … ∙ … is delivering value for money? For Listening and Building: ∙ To ensure diverse voices are heard ∙ To build trust and legitimacy ∙ To generate champions for change For Learning: ∙ To build understanding ∙ To manage risk and uncertainty ∙ To improve this policy ∙ To improve similar policies Evaluation purposeEmancipatory approaches Theory based approaches Model based approaches
  • 19. Useful questions: system attributes Is there a good, common understanding of the system and its complexity - for example: Agreement: Are view points aligned, OR ∙ Are there multiple perspectives OR even ∙ Controversy? Certainty: Is there a clear understanding of what influences outcomes and how: ∙ Is there a clear direct relationship between your intervention and outcomes, OR ∙ Do many factors influence outcomes in ways that are difficult to understand and predict? ∙ Have unanticipated outcomes occurred? ∙ Can you clearly define the scope of the evaluation? ∙ Do outcomes differ depending on context? ∙ Is the policy (and the system in response to this) still evolving? Participative approaches Realist approaches, QCA System mapping System attributes Developmental approaches
  • 20. Useful questions: feasible designs Are the evaluation methods and approaches affordable and proportionate in terms of: ∙ the expertise required ∙ the data available or obtainable ∙ the information you need / the risks of getting the answer ‘wrong’? Are key stakeholders comfortable with the approach proposed: ∙ Is the approach acceptable ∙ Is there an appreciation that the level of quantitative rigour and certainty of outcome may be limited, even using sophisticated evaluation methods Feasible designs
  • 21. Evaluation approaches to address complexity challenges
  • 22. Examples of approaches Participative/Emancipatory/adaptive: e.g. Developmental Evaluation, Action Research Theory based approaches/ generative causation: e.g. Realist Evaluation, Contribution Analysis, Theory of Change Configurational approaches: e.g. Case studies, Qualitative Comparative Analysis, Process Tracing with Bayesian updating Modelling and mapping: e.g. System Mapping, Agent Based Modelling
  • 23. In summary In complex and adverse settings ∙ Use complexity lens to analyse situation ∙ Prepare yourself (and your clients) for unpredictability and uncertainty ∙ ‘Map’ the system (theory of change, systems mapping) ∙ Consider innovative evaluation approaches ∙ But be willing to change methods and design in response to changing situation or understandings ∙ Keep your head!
  • 25. For more information CECAN: https://www.cecan.ac.uk/ for information and events related to complex evaluation across the Nexus Tavistock Institute for evaluation support http://www.tavinstitute.org/ or d.hills@tavinstitute.org Risk Solutions: for evaluation and system mapping support https://www.risksol.co.uk or helen.wilkinson@risksol.co.uk https://www.betterevaluation.org/ for information about evaluation strategies and methods https://www.youtube.com/channel/UCutCcajxhR33k9UR- DdLsAQ for information about complexity and complex adaptive systems