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Machine Learning Meets Credit Scoring: How it Can Help Reduce Loan Delinquency Costs
Investment in predictive algorithms for credit scoring is a no-brainer for sophisticated digital financial service providers. Brick-and-mortar financial institutions that are just beginning to explore technology applications should follow suit, according to BFA, because credit scoring optimizes three business layers that improve the overall bottom line.
- Categories
- Finance
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Why Low-Income Families Don’t Send Their Children to College. Hint: It’s Not Always About Money.
Household income is not the only limiting factor as to why children of low to upper-low income families do not attend or save for university. Significant behavioral reasons are also involved, and ESCALA, which helps families save for higher education, worked with BFA’s customer insights team to identify and develop a plan to help overcome a few of them.
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How SAJIDA Foundation Nearly Doubled Customer Uptake of Savings Accounts
Astha, a term deposit account, allows SAJIDA Foundation members in Bangladesh to save toward a purchase or financial goal. Through the OPTIX project, BFA conducted data analytics and client research with SAJIDA and eventually redesigned the accounts. After rolling out the new features, the foundation saw a 97 percent increase in accounts opened and 59 percent more mobilization of savings.
- Categories
- Finance
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RegTech for Regulators: Reimagining Financial Supervision and Policymaking
The authors – representing BFA, USAID, the Gates Foundation and Omidyar Network – say tomorrow's financial customers and service providers will be able to leverage technology to engage in a real-time, two-way conversation to quickly obtain information and resolve problems, benefitting consumers, regulators and financial institutions alike.
- Categories
- Finance, Technology
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Unlocking the Power of Digital Financial Services for Humanitarian Response
More people worldwide are in crisis than ever before and the humanitarian sector is transforming how it responds to them; it's moving away from a commodities-based approach toward cash-based assistance. Digitizing these cash payments can help build bridges between the humanitarian and development sectors, but progress has been slow. What can speed it up? A new report by the Bill & Melinda Gates Foundation might help.
- Categories
- Finance, Technology
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Using Evidence to Optimize Savings and Loan Payment Channel Choices
The OPTIX team at BFA, along with partner Banco WWB in Colombia, set out to learn more about various client interactions with financial service providers; for instance, why do clients choose a certain transaction location? The work is designed to help Banco WWB strengthen their business while creating a more compelling portfolio of services for their customers’ needs.
- Categories
- Finance
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The Fourth Industrial Revolution: How Big Data and Machine Learning Can Boost Inclusive Fintech
It's easier and cheaper to generate data than ever before, and the tools to turn data into insights are growing exponentially. So much so, according to Matt Grasser of BFA, that any organization dealing with data that does not apply machine learning will be left behind. He explores the experiences of Destacame.cl, a fintech startup, in using machine learning to help identify good and bad payers based on a score.
- Categories
- Finance, Technology
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How Catalyst Fund Helped PayGo Energy Build a Foundation for Growth
As startups move past a proof of concept and start to scale, they require whole new sets of systems, operational processes and skills that will allow them to grow and expand. A well-thought-out backend system can help make the transition, but building it requires a team with the technical expertise to implement the right changes.
- Categories
- Entrepreneurship, Finance, Technology
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