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Agricultural transformation and value
chain development:
Lessons from Randomized Control
Trials
2
3
The Problem
Understand
market failures
Develop
innovations
Use frontier
knowledge from
economics,
political science
and psychology
Impact
evaluations
(Randomized
control trials)
Product design
tests
Operational
research
Test in multiple
contexts
Learn when to do
what
Conferences, global
and local
Workshops with policy
makers and
practitioners
Policy memos and
practitioner briefs
Direct
implementation
Hands-on
technical
assistance
Practitioners’
toolkits
Our solution
• In our evaluations we only use randomized control trials
(RCTs)
– Random samples
– Randomized groups: treatment, control groups
– “Treatments” (e.g. different discounts on fertilizer, different
microcredit products)
• Why use RCTs?
– Reduces selection bias
– Measures what we want to measure and isolates “disturbing” factors
– Most reliable method of evaluation
So why are we interested in agricultural technology?
How is agriculture related to poverty?
5
Over 450 projects in 51
countries
6
7
IPA’s comparative advantage
• Research for impact: We make research results actionable.
• Experts in evaluation: We are the largest implementer of randomized
evaluations in the development field.
• Deep local presence: Allows us to cultivate deep relationships needed
for policy and research oversight.
• Long term partnerships: We bring together researchers and decision
makers to create and utilize innovative solutions that are relevant to the
needs of the poor and based on evidence.
8
Our 10 years have taught us …
• Need local research
infrastructure.
• Providing direct services can
conflict with our role.
• Influencing policy requires
more than communications.
• Requires deep relationships
and local understanding and
context.
• Need to replicate results to
different contexts and
understand operational
challenges.
9
Our Impact
• Large-scale influence
• Evaluation partners make
decisions based on study
results
• Other organizations adapt
evidence
• Global debates are
influenced
• Evidence-based decision
making culture or institutions
10
Over 40 million children dewormed
Randomized Controlled Trials
11
Agricultural Transformation:
Seeking Solutions
12
Agricultural yields are
higher in some regions
than in others.
Sub-Saharan Africa
almost stagnating.
World Development Report (2008)
Need for Evidence… Value
Chain Breakdown?
13
The Organic Business Guide
A Well-Timed Nudge
• Increasing fertilizer use: are high-cost subsidy
programs the only way to go?
14
A Well-Timed Nudge
• IPA Researchers (Duflo et al, 2010) studied the
effect of the Savings and Fertilizer Initiative
(SAFI) in Western Kenya.
15
A Well-Timed Nudge
• Enabling
farmers to
prepay for
fertilizer when
they had cash
on hand was
effective in
promoting
fertilizer
adoption.
16
Impact of Friends
• Impaction Technology Adoption: can social
networks work?
• Working with the Ministry of Agriculture and Food
Security IPA Researches (Beaman, et al) helped
identify seed farmers (local farmers trained by
Agricultural Extension Development Officers)
based upon their connections in the community
17
Impact of Friends
• Significant
adoption of new
agricultural
technology (pit
planting) in
seasons two and
three in network-
targeted villages
(61.4-79.5%)
verse
comparison
villages (4.4%).
18
Fingerprinting to Reduce Risky
Borrowing
• If we see something that
works, why not implement
that program fully?
19
Fingerprinting to Reduce Risky
Borrowing
A 2008 study (Yang, et al, 2012) in Malawi found that
fingerprinting identification for microloans caused high-
risk borrowers to take out smaller loans and improve their
repayment behavior (lowered default)
20
References for Studies Cited
• A Gentle Nudge:
– Policy Brief: http://www.povertyactionlab.org/publication/well-
timed-nudge
– Paper: http://economics.mit.edu/files/6170
• Impact of Social Networks:
– Overview: http://www.povertyactionlab.org/evaluation/making-
networks-work-policy-evidence-agricultural-technology-
adoption-malawi
• Fingerprinting to Reduce Risky Borrowing:
– Policy Brief:
http://www.povertyactionlab.org/publication/fingerprinting-
reduce-risky-borrowing
– Paper: http://sites.lsa.umich.edu/deanyang/wp-
content/uploads/sites/205/2014/12/gine-goldberg-yang-
fingerprinting.pdf
21
More to come
• IPA is continuously conducting new evaluations and studies that add
to our knowledge about agricultural development
• Our latest work and ongoing research projects can be found online:
22
Agricultural Technology
Adoption Initiative (ATAI)
• Our partner organizations J-PAL and CEGA are conducting
a range of studies to identify barriers to technology
adoption and potential solutions
23

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Agricultural transformation lessons from RCTs

  • 1. Agricultural transformation and value chain development: Lessons from Randomized Control Trials
  • 2. 2
  • 3. 3
  • 4. The Problem Understand market failures Develop innovations Use frontier knowledge from economics, political science and psychology Impact evaluations (Randomized control trials) Product design tests Operational research Test in multiple contexts Learn when to do what Conferences, global and local Workshops with policy makers and practitioners Policy memos and practitioner briefs Direct implementation Hands-on technical assistance Practitioners’ toolkits
  • 5. Our solution • In our evaluations we only use randomized control trials (RCTs) – Random samples – Randomized groups: treatment, control groups – “Treatments” (e.g. different discounts on fertilizer, different microcredit products) • Why use RCTs? – Reduces selection bias – Measures what we want to measure and isolates “disturbing” factors – Most reliable method of evaluation So why are we interested in agricultural technology? How is agriculture related to poverty? 5
  • 6. Over 450 projects in 51 countries 6
  • 7. 7
  • 8. IPA’s comparative advantage • Research for impact: We make research results actionable. • Experts in evaluation: We are the largest implementer of randomized evaluations in the development field. • Deep local presence: Allows us to cultivate deep relationships needed for policy and research oversight. • Long term partnerships: We bring together researchers and decision makers to create and utilize innovative solutions that are relevant to the needs of the poor and based on evidence. 8
  • 9. Our 10 years have taught us … • Need local research infrastructure. • Providing direct services can conflict with our role. • Influencing policy requires more than communications. • Requires deep relationships and local understanding and context. • Need to replicate results to different contexts and understand operational challenges. 9
  • 10. Our Impact • Large-scale influence • Evaluation partners make decisions based on study results • Other organizations adapt evidence • Global debates are influenced • Evidence-based decision making culture or institutions 10 Over 40 million children dewormed
  • 12. Agricultural Transformation: Seeking Solutions 12 Agricultural yields are higher in some regions than in others. Sub-Saharan Africa almost stagnating. World Development Report (2008)
  • 13. Need for Evidence… Value Chain Breakdown? 13 The Organic Business Guide
  • 14. A Well-Timed Nudge • Increasing fertilizer use: are high-cost subsidy programs the only way to go? 14
  • 15. A Well-Timed Nudge • IPA Researchers (Duflo et al, 2010) studied the effect of the Savings and Fertilizer Initiative (SAFI) in Western Kenya. 15
  • 16. A Well-Timed Nudge • Enabling farmers to prepay for fertilizer when they had cash on hand was effective in promoting fertilizer adoption. 16
  • 17. Impact of Friends • Impaction Technology Adoption: can social networks work? • Working with the Ministry of Agriculture and Food Security IPA Researches (Beaman, et al) helped identify seed farmers (local farmers trained by Agricultural Extension Development Officers) based upon their connections in the community 17
  • 18. Impact of Friends • Significant adoption of new agricultural technology (pit planting) in seasons two and three in network- targeted villages (61.4-79.5%) verse comparison villages (4.4%). 18
  • 19. Fingerprinting to Reduce Risky Borrowing • If we see something that works, why not implement that program fully? 19
  • 20. Fingerprinting to Reduce Risky Borrowing A 2008 study (Yang, et al, 2012) in Malawi found that fingerprinting identification for microloans caused high- risk borrowers to take out smaller loans and improve their repayment behavior (lowered default) 20
  • 21. References for Studies Cited • A Gentle Nudge: – Policy Brief: http://www.povertyactionlab.org/publication/well- timed-nudge – Paper: http://economics.mit.edu/files/6170 • Impact of Social Networks: – Overview: http://www.povertyactionlab.org/evaluation/making- networks-work-policy-evidence-agricultural-technology- adoption-malawi • Fingerprinting to Reduce Risky Borrowing: – Policy Brief: http://www.povertyactionlab.org/publication/fingerprinting- reduce-risky-borrowing – Paper: http://sites.lsa.umich.edu/deanyang/wp- content/uploads/sites/205/2014/12/gine-goldberg-yang- fingerprinting.pdf 21
  • 22. More to come • IPA is continuously conducting new evaluations and studies that add to our knowledge about agricultural development • Our latest work and ongoing research projects can be found online: 22
  • 23. Agricultural Technology Adoption Initiative (ATAI) • Our partner organizations J-PAL and CEGA are conducting a range of studies to identify barriers to technology adoption and potential solutions 23