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Novel impact assessment
approaches for agriculture,
environment and policy
B. Reyes, DAPA
Annual Program Review
CIAT Headquarters, Cali, June 22-26, 2015
Annual Program Review 2015
What will be discussed…
 Reasons to assess impact and its
challenges
 Common methods for assessment
 How we are implementing impact
assessment (IA) and what we are doing
 Going beyond technology adoption
 Concluding remarks
Annual Program Review 2015
3
Annual Program Review 2015
Reasons to assess impact
 Why do we need to assess the impact of
our work?
◦ Donors want us to be accountable
◦ Determine whether our objectives were met
◦ Know what were the results of our efforts
◦ Take decisions based on evidence
 We need to differentiate between
Monitoring & Evaluation and Impact
Assessment
4
Annual Program Review 2015
Reasons to assess impact (2)
 Usefulness of the Theory of Change:
Inputs >> Outputs >> Outcomes >> Impact
Adoption/Policy incidence Scaling out/up
 Aggregate impact given by two factors:
uptake & magnitude of the effect
 It is key to identify cause, effect and causal
relation (or causality)
X causes Y and not that X moves with Y
5
Annual Program Review 2015
Reasons to assess impact (3)
 Identifying a causal relation means that we
can attribute the impacts to our research or
intervention
We want to be sure that other factors are not the
reason of the observed effect
 Special consideration about inferences being
valid:
◦ Internal Validity: impact given by our intervention
◦ External Validity: estimated impact is
generalizable
6
Annual Program Review 2015
Challenges of impact
assessment
 Problem of missing information:
◦ We cannot observe what would have happened
in the absence of our intervention!
 Since with IA we want to estimate the
magnitude of the effect of an intervention,
we need a COUNTERFACTUAL
 A counterfactual must be credible and
adequate; otherwise, we cannot correctly
identify impacts
7
Annual Program Review 2015
Common Methods for IA
 Our first choice for an IA is to implement the
gold standard of IA: Randomized controlled
trials (RCTs)
 But, this is not always feasible and may be
unaffordable
 As an alternative, we can use non-
experimental methods:
 Instrumental variables
 Propensity score matching (PSM)
 Difference in Difference (DiD)
 Regression discontinuity
8
Annual Program Review 2015
Common Methods for IA (2)
 Each method has pros and cons
 Selection of specific method depends on
status of project implementation, data
needed/available, resources, etc.
 If we can collect primary data, we need to
remember that we want to make valid
inferences
 Because of this, it is desirable to adequately
sample beneficiaries
9
Annual Program Review 2015
How are we implementing IA?
 Collaborate with researchers from other
disciplines and many institutions
(government, universities)
 Attempt to participate from the project
design stage
 Implement RCTs when viable
 Collect primary data with specific
instruments
 Use statistical tools to sampling
 Identify sampling design to reduce costs
10
Annual Program Review 2015
What are we doing?
 Recently, we are using tools from other
disciplines (molecular biology) to better
identify crop varieties (DNA fingerprinting)
◦ Requires multidisciplinary teams
◦ Expectation is to have more accurate parameters
of adoption; hence impact estimations
◦ Beans in Zambia (CIAT/PABRA/MSU/ZARI), Rice
in Bolivia, and Cassava in Colombia & Vietnam
 We are also exploring better ways to
measure on farm crop yields (Colombia)
11
Annual Program Review 2015
What are we doing? (2)
 Conducting acceptance studies—consumer’s
side
 Generating databases from primary data
 Keeping up to date with methods
 Disseminating results (conferences, papers)
12
Annual Program Review 2015
Going beyond technology adoption
 Studying a case of mitigation strategies for climate
change (community water harvesting in Honduras)
 Better measuring resilience in vulnerable farm
communities and how to measure impacts on
resilience from different adaptation to climate
change strategies (Nicaragua)
 Studying informal markets to propose policy
options for poverty reduction and food security
(Nicaragua & Honduras)
13
Annual Program Review 2015
Going beyond technology adoption
(2) Training collaborators and potential collaborators:
Colombia & Honduras (2014), Uruguay (2015),
Zambia (9/2015), Vietnam (2016), plus high
demand from other institutions
 Workshops related to biofortification work (Haiti,
Honduras, Colombia)
 Prioritization indexes: uses production,
consumption and nutritional deficiency data to
identify “zones of action”
14
Annual Program Review 2015
Concluding remarks
 Growing interest to assess impact among
scientists
 Keeping up to date with IA methodology
 Use tools from other disciplines to increase
accuracy of estimations
 When possible, we use ‘gold standard’
method
 Not all projects need to assess impact
 Limited funding is still a constraint
Thanks for your attention!
Annual Program Review 2015
Montevideo, Uruguay

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Novel impact assessment approaches for agriculture, environment and policy

  • 1. Novel impact assessment approaches for agriculture, environment and policy B. Reyes, DAPA Annual Program Review CIAT Headquarters, Cali, June 22-26, 2015 Annual Program Review 2015
  • 2. What will be discussed…  Reasons to assess impact and its challenges  Common methods for assessment  How we are implementing impact assessment (IA) and what we are doing  Going beyond technology adoption  Concluding remarks Annual Program Review 2015
  • 3. 3 Annual Program Review 2015 Reasons to assess impact  Why do we need to assess the impact of our work? ◦ Donors want us to be accountable ◦ Determine whether our objectives were met ◦ Know what were the results of our efforts ◦ Take decisions based on evidence  We need to differentiate between Monitoring & Evaluation and Impact Assessment
  • 4. 4 Annual Program Review 2015 Reasons to assess impact (2)  Usefulness of the Theory of Change: Inputs >> Outputs >> Outcomes >> Impact Adoption/Policy incidence Scaling out/up  Aggregate impact given by two factors: uptake & magnitude of the effect  It is key to identify cause, effect and causal relation (or causality) X causes Y and not that X moves with Y
  • 5. 5 Annual Program Review 2015 Reasons to assess impact (3)  Identifying a causal relation means that we can attribute the impacts to our research or intervention We want to be sure that other factors are not the reason of the observed effect  Special consideration about inferences being valid: ◦ Internal Validity: impact given by our intervention ◦ External Validity: estimated impact is generalizable
  • 6. 6 Annual Program Review 2015 Challenges of impact assessment  Problem of missing information: ◦ We cannot observe what would have happened in the absence of our intervention!  Since with IA we want to estimate the magnitude of the effect of an intervention, we need a COUNTERFACTUAL  A counterfactual must be credible and adequate; otherwise, we cannot correctly identify impacts
  • 7. 7 Annual Program Review 2015 Common Methods for IA  Our first choice for an IA is to implement the gold standard of IA: Randomized controlled trials (RCTs)  But, this is not always feasible and may be unaffordable  As an alternative, we can use non- experimental methods:  Instrumental variables  Propensity score matching (PSM)  Difference in Difference (DiD)  Regression discontinuity
  • 8. 8 Annual Program Review 2015 Common Methods for IA (2)  Each method has pros and cons  Selection of specific method depends on status of project implementation, data needed/available, resources, etc.  If we can collect primary data, we need to remember that we want to make valid inferences  Because of this, it is desirable to adequately sample beneficiaries
  • 9. 9 Annual Program Review 2015 How are we implementing IA?  Collaborate with researchers from other disciplines and many institutions (government, universities)  Attempt to participate from the project design stage  Implement RCTs when viable  Collect primary data with specific instruments  Use statistical tools to sampling  Identify sampling design to reduce costs
  • 10. 10 Annual Program Review 2015 What are we doing?  Recently, we are using tools from other disciplines (molecular biology) to better identify crop varieties (DNA fingerprinting) ◦ Requires multidisciplinary teams ◦ Expectation is to have more accurate parameters of adoption; hence impact estimations ◦ Beans in Zambia (CIAT/PABRA/MSU/ZARI), Rice in Bolivia, and Cassava in Colombia & Vietnam  We are also exploring better ways to measure on farm crop yields (Colombia)
  • 11. 11 Annual Program Review 2015 What are we doing? (2)  Conducting acceptance studies—consumer’s side  Generating databases from primary data  Keeping up to date with methods  Disseminating results (conferences, papers)
  • 12. 12 Annual Program Review 2015 Going beyond technology adoption  Studying a case of mitigation strategies for climate change (community water harvesting in Honduras)  Better measuring resilience in vulnerable farm communities and how to measure impacts on resilience from different adaptation to climate change strategies (Nicaragua)  Studying informal markets to propose policy options for poverty reduction and food security (Nicaragua & Honduras)
  • 13. 13 Annual Program Review 2015 Going beyond technology adoption (2) Training collaborators and potential collaborators: Colombia & Honduras (2014), Uruguay (2015), Zambia (9/2015), Vietnam (2016), plus high demand from other institutions  Workshops related to biofortification work (Haiti, Honduras, Colombia)  Prioritization indexes: uses production, consumption and nutritional deficiency data to identify “zones of action”
  • 14. 14 Annual Program Review 2015 Concluding remarks  Growing interest to assess impact among scientists  Keeping up to date with IA methodology  Use tools from other disciplines to increase accuracy of estimations  When possible, we use ‘gold standard’ method  Not all projects need to assess impact  Limited funding is still a constraint
  • 15. Thanks for your attention! Annual Program Review 2015 Montevideo, Uruguay