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Using Alternative Data to Evaluate Credit Risk

Using Alternative Data to Evaluate Credit Risk

Expertise area Daten & Analytik
Arbeitsmodus Remote
Time required 1-5 Hours per week
Format Interactive
  • Challenge
  • Outcome
  • Resource
  • Project structure
  • Fertigkeiten & Sprachen
  • Nonprofit mission

Challenge

Currently, female entrepreneurs are more likely to get lower premiums, higher interest rates, and increased penalties for mistakes, due to out-of-date, gender-biased lending technology and practices. One billion women remain outside the formal financial system today. A solution for this is particularly important in the present climate as emerging markets look to recover from the effects of COVID-19.

To address these issues, Women’s World Banking, in partnership with the University of Zurich, is exploring the implications of AI-based modeling and credit scoring on women’s financial inclusion. 

As part of this project, we will work with a financial services provider to develop a gender-aware algorithm for credit scoring. Our data scientists are looking for help from a credit risk analyst to help audit the usability of the scoring model for the financial services provider.

Expected outcome

Weekly feedback on credit scoring model. 

Resources provided

Customer data, scoring models, and code. 

Program structure

1
Kreditbewertungsmodell bewerten
2
Wenden Sie Best Practices für die Bonitätsbewertung auf das Bonitätsbewertungsmodell an.
3
Schätzen Sie die geschäftlichen Auswirkungen des Kreditbewertungsmodells ein.
4
Erstellen Sie wöchentlich einseitige Berichte mit Bewertung.

Fertigkeiten

Datenanalytik
Forschung

Sprachen

Englisch
Spanisch

Nonprofit mission

Our mission is to expand the economic assets, participation, and power of low-income women and their households by helping them access financial services, knowledge, and markets.

Geschrieben von
Women's World Banking
MB
Molly Burns
Projektleiter
Volunteer profile is private.
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