the test of entrepreneurship: revolutionizing sme financethe test of entrepreneurship:...
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The Test of Entrepreneurship:Revolutionizing SME Finance
Bailey KlingerCEO, Entrepreneurial Finance Lab
© 2011 – EFL Global Ltd. All Rights Reserved. 2
Global MSME Opportunity
* Excludes OECD
According to the IFC, the size of the global* MSME credit gap is $USD 2.5 trillion comprising over 400 million MSMEs
© 2011 – EFL Global Ltd. All Rights Reserved. 3
Latin America MSME Opportunity
The credit gap in Latin America alone is
$USD 400 billion andhome to 47‐57
million MSMEs*
* According to IFC research, excludes OECD
Why?
‐Banks don’t have the money?
‐Bankers are dumb?
‐Bankers are smart, but SME owners are dumb?
‐Something else…
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SME Market Challenges
Traditional SMECredit Screening
• High cost, personnel intensive
• Backwards looking, relying on credit history & collateral that many SMEs do not have
• Little information to evaluate risk
• High risks, high costs, unexploited opportunity
EFL SMECredit Screening
• Computer‐based and highly scalable
• Forward looking, bridge into the formal credit registry / system
• Complements traditional info for more complete risk analysis
• Bigger market, lower costs, lower risk
© 2011 – EFL Global Ltd. All Rights Reserved. 5
How do we do this?
IntelligenceEthics &
Honesty
PsychologicalProfile
Business Skills
EFL Tests the Entrepreneur:
Ability & Willingness to Repay
EFL Tests deep‐rooted aspects of entrepreneurship that are statistically proven to predict credit risk
© 2011 – EFL Global Ltd. All Rights Reserved. 6
How Does EFL Work?
• Potential borrowers take a 30‐40 minute assessment on a computer, tablet or cell phone, in a branch or in the field
• The questions are dynamic and the combination of answers yields a highly predictive score
• Examples of the types of questions asked are …
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EFL In Action: Example 1
1. Other people’s opinions are not important.
True False
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2. A big part of success is luck.
True False
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EFL In Action: Example 3
3. Remember this number for 5 seconds, then repeat it: 823460.
Right Wrong
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EFL In Action
The power of SME credit scoring models in rich countries but adapted to emerging markets
# of Test T
akers
Risk
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How Does EFL Work? – Scoring• Demonstrated ability to
expand lending by 3X without increasing risk targets
• Can lower default rates by 25‐40%
# of Test T
akers
Risk
© 2011 – EFL Global Ltd. All Rights Reserved. 12
How Was It Developed?
40+ years of research on
entrepreneurs
• 5 Years of research at Harvard University• Tests of thousands of entrepreneurs
across Africa and Latin America • Funded by google.org
EFL Global =
Adaptation to
credit risk+
Proven psychometrictests from pre‐employment screening
+
© 2011 – EFL Global Ltd. All Rights Reserved. 13
EFL Results
One of Africa’s largest banks used EFL to enter the massive SME segment
Champion Challenger
Bank credit risk target:10%
Loan given: If EFL or the Bank said “Yes”
+80% of new loans classified as EFL “Yes” and Bank “No,”meaning they were inaccessible without EFL
Percentage of Non-Performing Loans
Number of Clients
4.1%
12.6% 20.1%
166
138 123
EFL Yes 9.9%
EFL Yes 529
© 2012 ‐ EFL Global Ltd. All Rights Reserved 14
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EFL Results
Namibia
South Africa
Angola
DRCKenya
Mozambique
Nigeria
Botswana
Malawi
Ghana
Zambia
Uganda
Zimbabwe
Lesotho
Swaziland
Tanzania
Namibia
South Africa
Angola
DRCKenya
Mozambique
Nigeria
Botswana
Malawi
Ghana
Zambia
Uganda
Zimbabwe
Lesotho
Swaziland
Tanzania
Namibia
South Africa
Angola
DRCKenya
Mozambique
Nigeria
Botswana
Malawi
Ghana
Zambia
Uganda
Zimbabwe
Lesotho
Swaziland
Tanzania
• After initial 4 pilot countries, the bank implemented the EFL tool across their entire footprint
• Bank signed on to run 50,000more tests per year for the next two years
• Current lending of nearly $USD 2 million per week
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Results: Latin America• EFL’s proven risk sorting capability provides further
segmentation within the set of approved loans
At launch, loan applicants at a Peruvian bank began presenting 2x more loan applicants knowing that they can now be scored.
Mexican bank started approving loans to firms with less than 2 years of documentation.
EFL History
Harvard researchers and EFL co-founders Bailey Klinger and Asim Khwaja developed a credit screening tool for unbanked SMEs
2006
2008 Received a grant from Google.org and SNV Latin America to launch the Entrepreneurial Finance Lab project
The Entrepreneurial Finance Lab became an independent, private organization 2010
2011Winner 2012 African Business Award for Innovation2M+ USD in Lending per Week40,000+ EFL Questionnaires
2012
G‐20 Award: One of the most innovative solutions to SME finance
in the world. With IFC & G‐20 assistance, major global expansion
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Experiencia Global
Administrado a +40.000 empresarios en 21 países y 16 idiomas
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Next Steps – Latin America• FOMIN Project – Launched in Mexico, Peru, Haiti
• At least 2 more FOMIN‐supported pilots in the region
• Preliminary discussions in Brazil, Guatemala, Costa Rica, Argentina, Chile
• What could help expansion in the region
• Introductions to financial institutions (including public banks) seeking to expand lending to SMEs
• Conversations with regulators