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Alternative credit scoring of underbanked
consumers
Case study
Context:
A local bank was facing difficulty in promoting
personal loans products to the underbanked
clients since they cannot score credit according
to existing credit scorecards being used by the
bank. More than 90% of new-to-bank applicants
were rejected under their existing decisioning
policy. The bank was seeking a solution that
turns clients' digital footprints into credit
scorecards.
Solution configuration:
• Thousands of data points, including call
history, contact, SMS history, calendar,
data from user’s internet browser and
geographical position
• Providing highly predictive behavioral
insights by analyzing users’ smartphone
data
• Flexible multiple scorecard integration
options: merge and parallel
• Low cost of risk by machine learning
applied in digital footprint analyzing
Client impact:
• Improved the number of loans disbursed for
underbanked customer personal loans
product with a delinquency increase of only
2.3%
• Fastened the decision-making time to one
minute, as compared with the number of
days taken in the traditional manual
process
Contact us
Varun Mittal
EY Global Emerging Markets FinTech
Leader
varun.mittal@sg.ey.com
Challenges faced by banks
Limited information to assess
credit-worthiness of clients
Unstable predictive power of
traditional application data
Long development time for new
credit frameworks
Expensive manual processes to
approve a personal loan
Turnkey and customized solution
Integrated
Software
development kit
(SDK)
Credit scorecard-
applied machine
learning
Big data
Generating highly
predictive credit
scorecards
through
customers’ digital
footprints
Customizing
scorecard based
on the financial
institution’s
characteristics,
target customer
segment and
products
Shortening credit
rating process
from days to
minutes
Simplifying the
loan application
process across all
channels, in
branch, online,
on mobile and via
direct sales
agents
BR refers to the percentage of default on loans.
AR refers to the percentage of loans approved, signifying the stringency on loan
criteria.
Alternative credit scoring comparison
48% higher approval rate 39% lesser risk
Approval rate (AR)
Badrate(BR)
BR: 7.9%
BR: 4.8%
AR: 74%
Traditional scorecard
Vendor scorecard
Website: www.ey.com/sg/fintechhub
Email: fintech@sg.ey.com
Sahil Gupta
EY ASEAN FinTech Manager
sahil.gupta@sg.ey.com
EY | Assurance | Tax | Transactions | Advisory
About EY
EY is a global leader in assurance, tax, transaction and advisory
services. The insights and quality services we deliver help build
trust and confidence in the capital markets and in economies the
world over. We develop outstanding leaders who team to deliver
on our promises to all of our stakeholders. In so doing, we play a
critical role in building a better working world for our people, for
our clients and for our communities.
EY refers to the global organization, and may refer to one or
more, of the member firms of Ernst & Young Global Limited, each
of which is a separate legal entity. Ernst & Young Global Limited,
a UK company limited by guarantee, does not provide services to
clients. For more information about our organization, please visit
ey.com.
© 2018 EYGM Limited.
All Rights Reserved.
EYG no. 011378-18Gbl
ED None.
This material has been prepared for general informational purposes only and is not
intended to be relied upon as accounting, tax or other professional advice. Please
refer to your advisors for specific advice.
ey.com

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Alternative credit scoring of underbanked consumers

  • 1. Alternative credit scoring of underbanked consumers Case study Context: A local bank was facing difficulty in promoting personal loans products to the underbanked clients since they cannot score credit according to existing credit scorecards being used by the bank. More than 90% of new-to-bank applicants were rejected under their existing decisioning policy. The bank was seeking a solution that turns clients' digital footprints into credit scorecards. Solution configuration: • Thousands of data points, including call history, contact, SMS history, calendar, data from user’s internet browser and geographical position • Providing highly predictive behavioral insights by analyzing users’ smartphone data • Flexible multiple scorecard integration options: merge and parallel • Low cost of risk by machine learning applied in digital footprint analyzing Client impact: • Improved the number of loans disbursed for underbanked customer personal loans product with a delinquency increase of only 2.3% • Fastened the decision-making time to one minute, as compared with the number of days taken in the traditional manual process Contact us Varun Mittal EY Global Emerging Markets FinTech Leader varun.mittal@sg.ey.com Challenges faced by banks Limited information to assess credit-worthiness of clients Unstable predictive power of traditional application data Long development time for new credit frameworks Expensive manual processes to approve a personal loan Turnkey and customized solution Integrated Software development kit (SDK) Credit scorecard- applied machine learning Big data Generating highly predictive credit scorecards through customers’ digital footprints Customizing scorecard based on the financial institution’s characteristics, target customer segment and products Shortening credit rating process from days to minutes Simplifying the loan application process across all channels, in branch, online, on mobile and via direct sales agents BR refers to the percentage of default on loans. AR refers to the percentage of loans approved, signifying the stringency on loan criteria. Alternative credit scoring comparison 48% higher approval rate 39% lesser risk Approval rate (AR) Badrate(BR) BR: 7.9% BR: 4.8% AR: 74% Traditional scorecard Vendor scorecard Website: www.ey.com/sg/fintechhub Email: fintech@sg.ey.com Sahil Gupta EY ASEAN FinTech Manager sahil.gupta@sg.ey.com
  • 2. EY | Assurance | Tax | Transactions | Advisory About EY EY is a global leader in assurance, tax, transaction and advisory services. The insights and quality services we deliver help build trust and confidence in the capital markets and in economies the world over. We develop outstanding leaders who team to deliver on our promises to all of our stakeholders. In so doing, we play a critical role in building a better working world for our people, for our clients and for our communities. EY refers to the global organization, and may refer to one or more, of the member firms of Ernst & Young Global Limited, each of which is a separate legal entity. Ernst & Young Global Limited, a UK company limited by guarantee, does not provide services to clients. For more information about our organization, please visit ey.com. © 2018 EYGM Limited. All Rights Reserved. EYG no. 011378-18Gbl ED None. This material has been prepared for general informational purposes only and is not intended to be relied upon as accounting, tax or other professional advice. Please refer to your advisors for specific advice. ey.com