INTERNATIONAL ACTORS’ WILLINGNESS TO UPDATE: GLOBAL …
Transcript of INTERNATIONAL ACTORS’ WILLINGNESS TO UPDATE: GLOBAL …
INTERNATIONAL ACTORS’ WILLINGNESS TO UPDATE:
GLOBAL FIELD EXPERIMENTS ON DEVELOPMENT ORGANIZATIONS
MATTHEW BRIGHAMMICHAEL FINDLEY
[email protected] MATTHIAS
CHASE PETREYDANIEL NIELSON
RANDOMIZATION REVOLUTION
MIT’s Jameel Poverty Action Lab: 497 RCTs to date
World Bank: 67 RCTs of 89 program evaluations in Africa
USAID: All new/untested programs will undergo RCTs by third parties
Question: Will development organizations update?
MIT’s Esther Duflo with enumerators
EXPERIMENT 1 CONTEXT: MICROFINANCE
Microfinance Institutions (MFIs) as poverty panacea:
“Grameen is committed to social objectives: eliminating poverty; providing education, health, and employment opportunities to the poor; achieving gender equality through empowerment of women....” – Nobel Peace Prize Winner & Grameen Bank Founder Muhammad Yunus in Banker to the Poor (2007, 209-210)
Yunus & Grameen Clients
RCTS ON MICROFINANCE: MIXED RESULTS
Karlan & Zinman (2010), RFS, in So. Africa⬆ Self-sufficiency⬆ Women’s empowerment
Karlan & Zinman (2011), Science, in Philippines
Null effects for income & women’s empowerment
Banerjee et al. (2009), Ms., in India⬆ Durable goods & new businesses⬆ Non-durable consumptionNull effects for health, education & female empowerment
MFI REACTION
“These studies are giving the inaccurate impression that increasing access to basic financial services has no real benefit.... [T]he public will be left with the impression that microfinance has no value – especially dangerous at the exact moment microfinance is poised to do more than ever to alleviate global poverty.”– Brigit Helms, CEO of Unitas, in Seattle Times Editorial, 2010
CONFIRMATION BIASLARGE POTENTIAL PROBLEM:
STUDIES OF CONFIRMATION BIAS
Lord, Ross & Lepper (1985), JPSPPro-Israeli and pro-Arab partisans rated identical news programs as being biased against their side.
Westin et al. (2006), J. Cogn. Neurosci.Subjects brains scanned by fMRIGiven information about Bush or Kerry (in lead-up to 2004 election)When given negative information about favorite candidates, subjects’ reasoning brain regions shut offWhen told positive things, emotional brain lit up
Question: How big a problem for MFIs?
EXPERIMENT 1 SUBJECT POOL
1,419 Microfinance Institutions around the world
Drawn from Mixmarket.org
Block randomized by:
Global region
Size of MFI
EXPERIMENT 1 CONDITIONS
Control EmailIntroduction to BYU Political Economy & Development LabSincere invitation to receive more info. re: RCT partnership
Positive Treatment EmailAdded 2nd paragraph: “Academic research suggests that microfinance is effective....”Cite to Karlan & Zinman (2010), Rev. Fin. Studies
Negative Treatment EmailAdded 2nd paragraph: “Academic research suggests that microfinance is ineffective....”Cite to Karlan & Zinman (2011), Science
EXPERIMENT 1 RESULTS
0
2.75
5.5
8.25
11
Response Decline Accept
4.98
1.08
6.06
9.81
0.63
10.44
7.53
0.84
8.37
Placebo Positive Negative
Condition N Response Decline AcceptPlacebo 478 40 4 36
Proportion 8.37% 0.84% 7.53%
Positive 479 50 3 47Proportion 10.44% 0.63% 9.81%
P-value vs. Placebo 0.273 0.703 0.21
Negative 462 28 5 23Proportion 6.06% 1.08% 4.98%
P-value vs. Placebo 0.173 0.7 0.107P-value vs. Positive 0.015 0.447 0.005
Total 1,419 118 12 1068.32% 0.85% 7.47%
EXPERIMENT 1 RESULTS TABLE
EXPERIMENT 2 CONDITIONS
4,375 MFIs drawn from Directory of Development Organizations (duplicates removed)Same Control EmailPositive Treatment Email
Revised 2nd paragraph: “Credible academic research suggests that microfinance may be effective. A recent scientific study shows that microcredit loans have a positive effect on economic self-sufficiency, subjective well-being, and women’s empowerment (Karlan and Zinman 2010, “Expanding Credit Access,” Review of Financial Studies). These findings are interesting, but microfinance institutions vary, so you may want to know your program’s particular results.”
Negative Treatment EmailRevised 2nd paragraph: “Credible academic research suggests that microfinance may be ineffective. A recent scientific study shows that microcredit loans have no effect on economic self-sufficiency, subjective well-being, or women’s empowerment (Karlan and Zinman 2011, “Microcredit in Theory and Practice,” Science). These findings are interesting, but microfinance institutions vary, so you may want to know your program’s particular results.
EXPERIMENT 2 RESULTS
0
1.75
3.5
5.25
7
Response Decline Accept
1.97
4.9
6.88
2.26
4.24
6.49
3.053.53
6.58
Placebo Positive Negative
Condition N Response Decline Accept
Placebo 1443 95 51 44Proportion 6.58% 3.53% 3.05%
Positive 1463 95 62 33Proportion 6.49% 4.24% 2.26%P-value vs. Placebo 0.921 0.327 0.183
Negative 1469 101 72 29Proportion 6.88% 4.90% 1.97%P-value vs. Placebo 0.753 0.067 0.064P-value vs. Positive 0.679 0.39 0.596
Total 4375 291 185 1066.65% 4.23% 2.24%
EXPERIMENT 2 RESULTS TABLE
EXPERIMENT 3 DESIGN
Subject pool: 33,000 international development organizations globally
Context: Tentative but sincere invitation for RCT
3x6 full factorial design
Orientation conditions:
“…results could well be [positive / negative / control]
Information conditions (+ control):
Attractiveness to donors
Social proof: other orgs. doing RCTs
International standards
“Learning organization”
“Gold standard” for scientific research
EXPERIMENT 4 DESIGN
50 subjects in fMRI
Invited to donate to charity: Give Directly, Kiva, Deworm the World
Randomly assigned to receive positive or negative scientific results on chosen charity
Check for dissonance: dorsal anterior cingulate cortex (red) & left anterior insula (blue)
Subjects invited to change donation
Check for updating: mesolimbic system involving emotion regulation centers in the amygdala and orbitofrontal cortex
CONCLUSION
Bad news/good news
Good: some MFIs in negative condition still accepted invitation
Bad: Strong confirmation bias among MFIs
Significant problem for randomistas: targets’ potential aversion to learning