easy offline credit scoring

15
Easy Offline Credit Scoring with TaroWorks

Upload: andrew-david-herweg

Post on 13-Apr-2017

142 views

Category:

Data & Analytics


0 download

TRANSCRIPT

Page 1: Easy Offline Credit Scoring

Easy Offline Credit Scoring with TaroWorks

Page 2: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

ENERGY POVERTY A worldwide priority

1.3 billion* People still lack access to electricity

600 thousand houses In Mexico.

Energy Impact on people´s lives

Health Reduction of indoor

air pollution

Education Extension of studying hours and enabling

provision of ICTs

Economy Reduction in

spending on lighting and increase of

productive activities

$

*World Energy Outlook. Energy Access: A worldwide development priority

Page 3: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

MARKET CONDITIONS Characteristics and current conditions

Spend on lighting sources Diesel, candles, and wood.

Low income Rural and marginalized communities without access to basic services.

Lack access to electricity or unreliable access

Average income: 2080 MXN per month.

Page 4: Easy Offline Credit Scoring

ILUMEXICO ¿Who are we?

Page 5: Easy Offline Credit Scoring

WHO WE ARE

ILUMÉXICO We are a Mexican social enterprise that provides energy to rural communities.

www.ilumexico.mx • [email protected]

Page 6: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

ILUMEXICOBusiness model

OUR MISION

Last mile Distribution

ILUCentros

Consumer Finance Flexible financing

Social Impact Programs for social

development

Technology Development of

Mexican Technology

To fight poverty through solar energy.

4 Pillars of innovation and sustainability

Page 7: Easy Offline Credit Scoring

Why Credit Scoring?

Page 8: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

Client Portfolio & Default Rate

18%

22% 52%

9%

Portfolio at Risk

Healthy

30 days behind 60 days behind 180 days behind

8.23%

91.77%

Finished Loans

Defaulted or Cancelled Payed

Goal: < than 25% sum of 60 and 180 days behind

Goal: < than 5% defaulted or cancelled

Page 9: Easy Offline Credit Scoring

How is TaroWorks helping us do that? Our Six Steps

Page 10: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

Step 1: Define possible criteria for loan performance

On our Case….

Income / Income regularity / Expenses

Government program or receives money from above?

Ocupation Years lived in community

Days spent per week at location

Community Organization

Involvement in community’s activities Field Officer Opinion

Page 11: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

Step 2: Programming Your Survey and Assigning Scores

Page 12: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

Step 3: Classifying Scores

0-5 Income Parameter A-D Trust Parameter

Page 13: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

Step 4: Be patient and get Data

SEP 2014

JAN 2016

Started Credit Scoring

700 Finished Loans

Page 14: Easy Offline Credit Scoring

www.ilumexico.mx • [email protected]

Steps 5 & 6: Analyze & Implement

Cross referencing loan performance to proposed indicators

Finding correlation between both of them

Eliminating those without incidence in our model

Simple but effective credit scoring methodology

What we are doing What we expect

Accesible loan installlments for users (based on their income)

Better portfolio at risk and default rate performance

Page 15: Easy Offline Credit Scoring

@ilumexico /ilumexico @ilumexico www.ilumexico.mx

Manuel Andrade Aparicio COO [email protected] Cel. +5215522702126