You are currently browsing the tag archive for the ‘Big Data’ tag.

Financial Inclusion 2020 Blog Series banner imageFinancial Inclusion 2020 (FI2020) is a global multi-stakeholder movement to achieve full financial inclusion, using the year 2020 as a focal point for action. This blog series will spotlight financial inclusion efforts around the globe and share insights from key thought leaders in financial inclusion, with a specific focus on quality beyond access.

PERC, a “think and do tank” advancing financial inclusion through information services, has been effective in addressing credit invisibility by advocating the use of alternative data in credit reporting, including in Australia, Brazil, China, Kenya, and the U.S. We invited Michael Turner, PERC’s CEO, to submit an opinion piece, and are publishing the results in a three-part series. Part one and two can be found here and here; the following is part three.

Misperceptions abound about how to impact credit information sharing in emerging markets. Let me weigh in on this debate and set the record straight.

  • Technology is not the problem. There are abundant and affordable platforms to enable robust information sharing in even the most extreme environments.
  • Scoring models are not the problem. FICO, SAS, Dunn and Bradstreet, and a host of multi-national credit bureaus and lenders have plenty of smart mathematicians, computer scientists, statisticians, and others with lots of letters behind their surnames to ensure innovation in this space. The breakthrough that will move markets won’t be found here.
  • End-user capacity and incentives are not the problem. Many pro-poor lenders are already using automated underwriting solutions and can quickly assimilate new data or new scoring models.

So if investing in the technology, risk modeling, and end-user trenches aren’t going to galvanize things, let alone revolutionize them, in which trenches will the revolution begin? The answer lies further upstream, in the consumer and commercial credit ecosystems.

The answer is data access.

This is a deceptively simple response and raises a number of related questions. Which data is both predictive of credit worthiness and covers broad segments of the unbanked and underserved populations? Who owns it? Can traditional credit bureaus access this data? Why haven’t they so far? Are other parties needed to provide lenders access to this data? How can data subjects (people) access and “port” their data from mobile payment systems the same way they can carry their credit report information?

Read the rest of this entry »

PERC, a “think and do tank” advancing financial inclusion through information services, has been effective in addressing credit invisibility by advocating the use of alternative data in credit reporting, including in Australia, Brazil, China, Kenya, and the U.S. We invited Michael Turner, PERC’s CEO, to submit an opinion piece, and are publishing the results in a three-part series. Part one can be found here; the following is part two.

#166894514 / gettyimages.com

While the jury may be out on M-Shwari (see here), the verdict is in on M-Pesa. M-Pesa offers real value to an estimated 14 million disenfranchised and financially excluded Kenyans. Indeed, for many lower-income Kenyans, M-Pesa is not only a payments service, but also a form of insurance. Think of it like an online strategy game. You donate units to members of your group in the belief that they will reciprocate when you request. This same norm operates in Kenya with M-Pesa users, who send spare shillings to friends and family every opportunity they get with the operating belief that if there is ever a need (say their tire pops and they need to pay for a repair) they can send out a request for funds to members of their group and have confidence that their needs will be met. This is a great contribution for a product that former Safaricom CEO Michael Joseph called “a gadget” to make phone service stickier.

Another unintended contribution stemming from M-Pesa is the gradual building of a non-financial payment transactions database at Safaricom. Practice and research from around the world proves that this data is highly predictive of consumer and small business credit risk. The collection and use of this data could be an extremely useful tool to drive meaningful financial inclusion in Kenya. Safaricom Financial Services fully realizes this, and like so many other mobile network operators around the world, moved to limit access to this data to themselves and their bank partners.

Read the rest of this entry »

> Posted by Andrew Fixler, Freelance Journalist

#502767045 / gettyimages.com

Atikus, a new financial inclusion-focused enterprise, is gearing up to launch an underwriting platform and a credit insurance product in Rwanda for micro, small, and medium enterprise (MSME) credit. The insurance product is designed and brokered by Atikus, and ultimately backed by a local insurance company. I recently sat down with Kate Woska, co-founder and CEO of Atikus, to discuss financial innovation and her company’s work.

Microfinance has long benefited from careful experimentation and innovation. Initiatives that are targeting the base of the pyramid tend to be consumer-focused (e.g. micro health insurance or mobile payments development); however, according to Woska, these initiatives may be populating an industry that also suffers from institutional and market-level inefficiencies.

Read the rest of this entry »

> Posted by Eric Zuehlke, Web and Communications Director, CFI

3687338445_1579b76cceImagine you’re a young immigrant in the U.S. who’s been working for a few years in a series of low-wage jobs. Through discipline and determination, you’ve saved up some money for a down payment on a used car and you want to apply for a loan. You haven’t made many large purchases, you don’t have a credit card, and have few assets to your name. Chances are, your credit report is nonexistent and you won’t be able to access the credit you need to buy a car that will get you to your new job everyday. Tough luck.

It’s a familiar story for the “credit invisible” – tens of millions of Americans (possibly as many as 1 in 4) – some young, some elderly, and across income levels. For people without a detailed credit report or credit score, high cost lenders such as pawn shops, pay-day lenders, and check cashing services fill the void. The resulting inability to build assets, buy a home or start a business doesn’t just have implications for individuals; the lack of a ladder for climbing up the economic ladder helps entrench economic inequality.

A new research report from the Policy & Economic Research Council (PERC) indicates that the use of alternative data is presenting an opportunity for financial inclusion. A growing number of companies are using non-financial services data such as energy utilities, telecoms and cable TV history, and rent to determine credit worthiness and reach clients that typically would be financially excluded. Read the rest of this entry »

> Posted by Eric Zuehlke, Web and Communications Director, CFI

#451633776 / gettyimages.com

Financial inclusion stories and research are published daily, lauding various efforts to bring lower-income people into the formal banking fold. All progress deserves celebration, but also closer examination. When a new initiative takes effect, or a new service deployed, how does that advance us in achieving financial inclusion? A backdrop of sound measurement is critical. A BBVA research team, Noelia Cámara and David Tuesta, recently set out to construct an index that measures the extent of financial inclusion at the country or region level. The index is discussed and applied to 82 countries in the team’s new paper, Measuring Financial Inclusion: A Multidimensional Index. We were especially intrigued to learn that this research incorporates both supply and demand-side data. I recently sat down with Cámara to talk about the project, from challenges in measuring financial inclusion to the implications of the newly-available index.

1. What are the challenges in measuring financial inclusion?

Many issues arise when it comes to measuring financial inclusion. First, there is no single definition for financial inclusion universally accepted in the literature. Most definitions include three dimensions: use, quality, and access. However, when it comes to defining these dimensions, no consensus is found. For instance, the use of financial services is part of the financial inclusion concept, but it is not clear what “use of financial services” really means. Thus, several questions come to the fore: Do we consider having a bank account in the formal financial system to be a necessary condition for financial inclusion? Is having a pre-paid card or microinsurance enough to classify an individual as included? Is using electronic payment intermediation (e.g. paying bills with a mobile phone) a sufficient condition?

Read the rest of this entry »

> Posted by Elisabeth Rhyne, Managing Director, CFI

Amidst all the excitement about disruptive fintech innovators it helps to sort out what innovations are actually at play. Australia Wealth Investors, together with KPMG-Australia and Australia’s Financial Services Council, have created a list of the top 50 fintech innovators for 2014, based on a combination of ability to raise capital and subjective judgment about the degree of innovation or disruption the company represents.

I clicked on all 50 (so you don’t have to) to get a sense of where the action really is. Here’s my quick and dirty categorization. It may help to read this to the tune of “The 12 Days of Christmas”, starting with:

Read the rest of this entry »

> Posted by Monica Brand Engel and Jackson Scher, Managing Director and Program Coordinator, Frontier Investments Group, Accion

#166896430 / gettyimages.com

Innovative payment solutions are proliferating globally. Enabled by the exponential expansion of mobile phones, social media, “big data”, and internet access, financial players throughout the world are inventing new ways to complete transactions. Disruptive innovations such as prepaid options, NFC-enabled payments, and cryptocurrencies are gaining significant adoption and are changing the payments space. These trends are especially pronounced in emerging markets where many new entrants have chosen to “leapfrog” traditional, resource-intensive systems and dive directly into the seamless and nimble world of digital financial services. Although these exciting innovations in digital payments have the potential to increase convenience for customers and dramatically reduce costs, some challenges remain. Read the rest of this entry »

> Posted by Elisabeth Rhyne, Managing Director, CFI

#166894400 / gettyimages.com

What are the most important unanswered questions in financial inclusion?

Last week I was fortunate to participate in the small, idea-packed Conference on Financial Inclusion at Harvard Business School, organized by Professor Rajiv Lal. The attendees were a high-level microcosm of the financial inclusion world, a sort of mini-Financial Inclusion 2020 Global Forum. A prime purpose of the gathering was to identify a potential research agenda.

Among the ideas emerging from very rich conversations, I identified three distinct areas of research: business questions that could be addressed through HBS’s famous case method; research focused on regulation; and social science research focused on consumers. Because what one says at HBS stays at HBS, I cannot identify who offered what idea, but here is a brief summary.

Read the rest of this entry »

> Posted by Rishabh Khosla, Tahira Dosani, and Vikas Raj, Accion Venture Lab

Small businesses are the engine of employment, contributing up to 85 percent of new full-time jobs in low-income countries, and two out of three new jobs in countries like the U.S. The IFC finds a strong correlation between the health of the small business community, economic growth, and poverty alleviation.

Despite these Herculean responsibilities, micro, small, and medium enterprises (MSMEs) the world over struggle to access the financing they need to maintain cash flow, hire new employees, purchase new inventory or equipment, and grow their businesses. The IFC estimates that the unmet demand for MSME finance in emerging markets is $2.1-2.6 trillion (around 1/3 of outstanding loan balances to this segment). Unlike larger firms that can access capital markets, MSMEs must seek financing from banks or non-bank finance companies (NBFCs). Yet traditional lending approaches often fail to address this “missing middle” because the cost of diligence and underwriting is too high relative to the potential revenues from the smaller loans that MSMEs need. This situation is worse in emerging markets because of a lack of reliable financial data and high levels of informality. According to the Harvard Business Review, the financial crisis only exacerbated the situation: borrower balance sheets are still recovering, and banks, faced with new regulatory requirements, have reduced the share of lending to MSMEs in 9 out of 13 OECD countries.

Read the rest of this entry »

In this thoughtful and provocative blog post Ignacio Mas lays down a series of challenges for everyone working on financial inclusion. We think that the questions he’s asking need to be talked about. We’re asking three experts — on customer-centricity, on fintech start-ups, and on regulation — to respond to his provocations, and for the next three Wednesdays we’ll publish one of them.

#134527828 / gettyimages.com

Have you noticed how narrow the interventions of the chorus of financial inclusion supporters have become? Academic researchers are immersed in proving whether an SMS message sent at the right time can push people to repay their loans more promptly (a.k.a. nudges), or whether someone with more savings is likely to be happier and more empowered in some way (a.k.a. impact evaluations). NGOs fund numerous papers and conferences to promote the idea of seeking early and frequent customer feedback in product design (a.k.a. human-centered design), or of looking into customer data for some clue as to what interests them and how they behave (a.k.a. big data). Donors set up round after round of tenders with subsidized funds to spur fully-grown banks and telcos to try out a new product feature (a.k.a. challenge grants), or to prop up the marketing and distribution wherewithal of selected players (a.k.a. capacity building).

Read the rest of this entry »

Enter your email

Join 1,483 other followers

Financial Inclusion 2020 News Feed

Each week the FI2020 team at CFI highlights compelling stories and content on all things financial inclusion from across the web. Click here to visit the news feed.

Visit the CFI Website

Twitter Updates

  • "Five Ways to Get Frontline Staff Excited about Mobile Money" - Lessons from @BRACworld in rural Bangladesh bit.ly/1FBOfSR #FinTech 1 day ago
  • RT @PJWFoster: Aging and #FinancialInclusion: A Client Protection Issue?: wp.me/pszOy-51g via @CFI_Accion 1 day ago
  • RT @tuestadavid: La exclusión financiera y la vejez - cfi-blog.org/2015/09/10/agi… @CFI_ACCION 2 days ago
  • @WSJ/@MetLife Foundation announce winners of their #financialinclusion challenge last night in Hong Kong: bit.ly/1JY0vPq 2 days ago

Archives

Founding Sponsor


Credit Suisse is a founding sponsor of the Center for Financial Inclusion. The Credit Suisse Group Foundation looks to its philanthropic partners to foster research, innovation and constructive dialogue in order to spread best practices and develop new solutions for financial inclusion.

Note

The views and opinions expressed on this blog, except where otherwise noted, are those of the authors and guest bloggers and do not necessarily reflect the views of the Center for Financial Inclusion or its affiliates.
Follow

Get every new post delivered to your Inbox.

Join 1,483 other followers

Build a website with WordPress.com