Lender Automation and Racial Disparities in Credit Access

Lender Automation and Racial Disparities in Credit Access PDF Author: Sabrina T. Howell
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description
Process automation reduces racial disparities in credit access through enabling smaller loans, broadening banks' geographic reach, and removing human biases from decision-making. We document these findings in the context of the Paycheck Protection Program (PPP), a setting where private lenders faced no credit risk but decided which firms to serve. Black-owned firms primarily obtained PPP loans from automated fintech lenders, especially in areas with high racial animus. After traditional banks automated their loan processing procedures, their PPP lending to Black-owned firms increased. Our findings cannot be fully explained by racial differences in loan application behaviors, pre-existing banking relationships, firm performance, or fraud rates.

Lender Automation and Racial Disparities in Credit Access

Lender Automation and Racial Disparities in Credit Access PDF Author: Sabrina T. Howell
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description
Process automation reduces racial disparities in credit access through enabling smaller loans, broadening banks' geographic reach, and removing human biases from decision-making. We document these findings in the context of the Paycheck Protection Program (PPP), a setting where private lenders faced no credit risk but decided which firms to serve. Black-owned firms primarily obtained PPP loans from automated fintech lenders, especially in areas with high racial animus. After traditional banks automated their loan processing procedures, their PPP lending to Black-owned firms increased. Our findings cannot be fully explained by racial differences in loan application behaviors, pre-existing banking relationships, firm performance, or fraud rates.

Automation and Racial Disparities in Small Business Lending

Automation and Racial Disparities in Small Business Lending PDF Author: Sabrina T. Howell
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description
By enabling smaller loans, broader geographic reach, and less human bias in decision-making, process automation may reduce racial disparities in access to financial services. We find evidence for all three channels using a setting where private lenders faced no credit risk but decided who to serve: the Paycheck Protection Program (PPP), which provided loans to small businesses during COVID-19. Black-owned firms disproportionately obtained their PPP loans from fintech lenders, especially in areas with high racial animus. After traditional banks automate their loan application processes, their PPP lending to Black-owned businesses increases. Our findings cannot be fully explained by racial differences in loan application behaviors, pre-existing banking relationships, contemporaneous firm performance, or fraud rates.

Racial Disparities in Access to Small Business Credit

Racial Disparities in Access to Small Business Credit PDF Author: Sabrina T. Howell
Publisher:
ISBN:
Category :
Languages : en
Pages :

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Book Description


Fintech, Small Business and the American Dream

Fintech, Small Business and the American Dream PDF Author: Karen G. Mills
Publisher: Springer Nature
ISBN: 3031556127
Category : Banks and banking
Languages : en
Pages : 285

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Book Description
Small businesses are the backbone of the U.S. economy. They are the biggest job creators and offer a path to the American Dream. But for many, it is difficult to get the capital they need to operate and succeed. In Fintech, Small Business & the American Dream, former U.S. Small Business Administrator and Senior Fellow at Harvard Business School, Karen G. Mills, focuses on the needs of small businesses for capital and how technology will transform the small business lending market. This is a market that has been plagued by frictions: it is hard for a lender to figure out which small businesses are creditworthy, and borrowers often don't know how much money or what kind of loan they need. Every small business is different; one day the borrower is a dry cleaner and the next a parts supplier, making it difficult for lenders to understand each business's unique circumstances. Today, however, big data and artificial intelligence have the power to illuminate the opaque nature of a small business's finances and make it easier for them access capital to weather bumpy cash flows or to invest in growth opportunities. Beginning in the dark days following the 2008-9 recession and continuing through the crisis of the Covid-19 Pandemic, Mills charts how fintech has changed and will continue to change small business lending. In the new fintech landscape financial products are embedded in applications that small business owners use on daily basis, and data powered algorithms provide automated insights to determine which businesses are creditworthy. Digital challenger banks, big tech and traditional banks and credit card companies are deciding how they want to engage in the new lending ecosystem. Who will be the winners and losers? How should regulators respond? In this pivotal moment, Mills elucidates how financial innovation and wise regulation can restore a path to the American Dream by improving access to small business credit. An ambitious book grappling with the broad significance of small business to the economy, the historical role of credit markets, the dynamics of innovation cycles, and the policy implications for regulation, this second edition of Fintech, Small Business & the American Dream is relevant to bankers, regulators and fintech entrepreneurs and investors; in fact, to anyone who is interested in the future of small business in America.

Racial Protests and Credit Access

Racial Protests and Credit Access PDF Author: Raffi E. GarcĂ­a
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description
Do racial protests help or hurt access to credit for small businesses? This paper examines the effect of local racial demonstrations, such as Black Lives Matter (BLM) protests, and the subsequent racial justice movement following the death of George Floyd on racial disparities in the Paycheck Protection Program (PPP) loan disbursements. Using difference-in-differences, we find that local racial protests improve credit access for black business owners. We find that social media and public attention after the death of George Floyd amplified the broader BLM mission statement of racial equity, resulting in a positive moderating effect on loan amounts distributed to black owners relative to other racial-ethnic groups. Our findings show that racial implicit and explicit bias diminishes after George Floyd's death with stronger effects in finance occupations.

Black and White

Black and White PDF Author: Robert W. Fairlie
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description
We use confidential and restricted-access data from the Kauffman Firm Survey and matched administrative data on credit scores to explore racial disparities in access to capital for new business ventures. The novel results on racial inequality in startup financing indicate that black-owned startups start smaller and stay smaller over the entire first eight years of their existence. Black startups face more difficulty in raising external capital, especially external debt. We find that disparities in credit-worthiness constrain black entreprenuers, but perceptions of treatment by banks also hold them back. Black entrepreneurs apply for loans less often than white entrepreneurs largely because they expect to be denied credit, even when they have a good credit history and in settings where strong local banks favor new business development.

Global Developments in Central Bank Digital Currency

Global Developments in Central Bank Digital Currency PDF Author: Ozili, Peterson K.
Publisher: IGI Global
ISBN:
Category : Business & Economics
Languages : en
Pages : 301

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Book Description
In an era defined by rapid technological advancement, the nature of money finds itself at a crossroads, presenting both opportunities and challenges for global financial systems. The rise of Central Bank Digital Currencies (CBDCs) stands as a testament to this paradigm shift, offering the promise of efficiency, transparency, and financial inclusion. However, amidst the burgeoning interest in CBDCs, a pressing problem emerges: the lack of comprehensive understanding and insight into their development on a global scale. Recognizing this critical gap, Global Developments in Central Bank Digital Currency emerges as a guide for clarity in the complex landscape of monetary evolution. By synthesizing insights from diverse regions and jurisdictions, this book offers a holistic view of CBDC initiatives, unraveling the intricate web of motivations, challenges, and implications. From Africa to Asia, from Europe to Oceania, the book delves into country-specific developments, shedding light on the role of politics, culture, and informal institutions in shaping CBDC adoption.

The State Small Business Credit Initiative (SSBCI)

The State Small Business Credit Initiative (SSBCI) PDF Author: Marcus Powell
Publisher: Nova Science Publishers
ISBN: 9781624174827
Category : Federal aid to small business
Languages : en
Pages : 0

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Book Description
The SSBCI provides funding to states, territories, and eligible municipalities to expand existing or to create new state small business investment programs, including state capital access programs, collateral support programs, loan participation programs, loan guarantee programs, and venture capital programs. This book examines the SSBCI and its implementation, including Treasury's response to initial program audits conducted by the U.S. Government Accountability Office and Treasury's Office of Inspector General. These audits suggested that SSBCI participants were generally complying with the statute's requirements, but that some compliance problems existed, in that, the Treasury's oversight of the program could be improved; and performance measures were needed to assess the program's efficacy.

Access to Financial Services in Brazil

Access to Financial Services in Brazil PDF Author: Anjali Kumar
Publisher: World Bank Publications
ISBN: 9780821357163
Category : Business & Economics
Languages : en
Pages : 698

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Book Description
There is an increasing awareness that access to financial services can contribute to economic growth and poverty reduction. This study focuses on the delivery of financial services in Brazil, one of the world's most important emerging financial markets. It examines different aspects of financial service provision, and explores approaches to address problems of financial exclusion. Topics discussed include: microfinance schemes; private banking; rural finance systems; institutional infrastructure; and the role of government policy.

Subprime Markets, the Role of GSEs, and Risk-Based Pricing

Subprime Markets, the Role of GSEs, and Risk-Based Pricing PDF Author: Kenneth M. Temkin
Publisher:
ISBN: 9780756727345
Category : Government-sponsored enterprises
Languages : en
Pages : 0

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Book Description
Presents the ideas & opinions of many subprime mortgage market participants observers on subprime borrowers, their default experience, & subprime lenders' underwriting practices. Representatives of lenders, trade associations, Fannie Mae & Freddie Mac, rating agencies & other market experts talked with the authors about the complex issues related to a larger GSE role in the subprime market. Chapters: what is subprime lending & who does it serve?; a brief history of subprime lending; underwriting & pricing practices; the GSEs & subprime lending: current & future roles; automated underwriting & risk-based pricing; automated underwriting systems in today's lending environment; & policy issues & recommendations.