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Machine Learning in PAYGo: What You Need to Know Before You Jump In
Machine learning is an exciting technology with plenty of potential applications in social impact business. But as Jacob Winiecki at BFA points out, the hype around the approach may make it tempting to jump in without first determining if it's the right tool for the job. He offers a clear run-down of how machine learning actually works in practice, along with three concrete steps for how a PAYGo enterprise can implement the technology, based on the work BFA’s FIBR Project has done with ZOLA, a leading PAYGo solar operator in Africa.
- Categories
- Energy, Finance, Technology
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India’s Business Correspondent Model is Revolutionary – and It’s Failing: Here’s How to Turn Things Around
For years, India's banking system struggled to reach poor, rural populations. But the global revolution in digital payments has created new opportunities to connect these households with formal finance. One such approach – the business correspondent model – has shown promise, bringing a network of tech-enabled banking agents into underserved communities. But as Moin Qazi explains, the model is facing challenges that are undermining its considerable potential. He explores some key solutions for changing this dynamic.
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- Finance
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Is Financial Inclusion Really Impacting the SDGs? This New Research Approach Could Offer an Answer
There's growing discussion about how financial inclusion can impact the Sustainable Development Goals – including on NextBillion earlier this week. But according to Liz Larson at UNCDF and Daryl Collins at BFA, the evidence of a link between financial tools and development impacts has not been conclusive. They explore a new measurement framework that aims to take account of the breadth of all potential and proven connections between financial services and the SDGs – while also offering a method for substantiating those impacts.
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- Finance
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Three Key Trends in Social Impact: Announcing NextBillion’s Special Series for 2019
NextBillion is pleased to announce the topics of our three special series for 2019: “By Women, For Women: Leaders and Innovations in Gender Equity,” “Scaling Up Without Selling Out,” and “New Frontiers in Renewable Energy.” Each series will be managed by a different member of NextBillion’s editorial team: Check out the descriptions and email the appropriate editor if you’d like to explore a potential guest post on any of these topics. We’re looking forward to seeing how the discussion in these series will develop in the coming months.
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- Energy, Finance, Investing, Social Enterprise
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The Global Findex Database Shows We Can’t Meet the SDGs Without Financial Inclusion
For nearly a decade, Leora Klapper has led the World Bank’s Global Findex database – a survey of how people in more than 150 countries access and use financial services. While academic studies continue to show how financial inclusion underpins and enables social progress, to create a financially inclusive world we need to continually measure the scope and depth of the problem, Klapper argues. That means asking: Who still needs accounts? Who has accounts, but doesn’t use them? And what more can we do to help?
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- Finance
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The Promise of Psychometric-Based Credit Scoring in Financial Inclusion
Many lenders are using alternative data to improve their credit models and better serve the underbanked. But though this data is usually finance related, non-financial data can also be uniquely useful in reaching new customers, says Innovative Assessments CEO Saul Fine. He explores how psychometric testing can provide insights into the personal character traits that define reliable borrowers, and how this can help lenders maintain good loan performance – while serving customers whose traditional credit histories might otherwise exclude them.
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- Finance
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Accelerating to Investment: Four Strategies for Securing Follow-on Funding for Fintech Startups
Every startup wants to secure funding for growth. Yet for many fintech startups, especially in emerging markets, capital is scarce, business models are unproven, and investors are unfamiliar with the sector – so funding runs out before they can achieve impact. Under these challenging circumstances, BFA's Catalyst Fund accelerator has helped its early-stage, inclusive fintech startups raise substantial investment capital. Maelis Carraro and Malika Anand at BFA explore the secrets to its success.
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A Microfinance Pioneer Branches Out: Early Learnings from FINCA’s Experiences as an Impact Investor
Some three decades after launching its work in microfinance, FINCA International has gotten into impact investing. Hoping to better understand emerging innovations and their impact on its customers and operations, FINCA Ventures has invested in six social enterprises operating in sub-Saharan Africa. Ami Dalal, the initiative's managing director, discusses the lessons it has learned so far, and how these investments improve FINCA's business strategy while furthering its mission.
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