Conference Agenda

Please note that all times are shown in the time zone of the conference. The current conference time is: 27th June 2025, 10:00:12pm CEST

 
 
Session Overview
Session
FI 06: Access to Finance
Time:
Thursday, 21/Aug/2025:
2:00pm - 3:30pm

Session Chair: Thorsten Beck, European University Institute
Location: 2.007-2.008 (Floor 2)


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Presentations
ID: 220

Shadow Banks on the Rise: Evidence Across Market Segments

Kim Fe Cramer2, Pulak Ghosh3, Nirupama Kulkarni4, Nishant Vats1

1Washington University in St Louis, United States of America; 2London School of Economics; 3Indian Institute of Management Bangalore; 4CAFRAL

Discussant: Carlos Antonio Burga (Pontificia Universidad Católica de Chile)

This paper uses credit bureau data on 648 million retail loans in India to examine the comparative advantages of shadow banks across market segments. Using weather shocks as a proxy for credit demand, we show that Fintechs respond more in uncollateralized markets. In contrast, non-Fintech shadow banks exhibit stronger responsiveness in collateralized markets. Exploiting geographic heterogeneity in the adoption of digital payments, we identify technology as the key advantage for Fintechs. Leveraging four natural experiments, we document the significance of lower regulation for non-Fintech shadow banks. Our results suggest that the comparative advantage of shadow banks differs across market segments.

EFA2025_220_FI 06_Shadow Banks on the Rise.pdf


ID: 152

Data as Collateral: Open Banking for Small Business Lending

Tong Yu

Imperial College London

Discussant: Negar Ghanbari (BI Norwegian Business School)

Open banking enables small businesses to share their bank financial data with potential lenders. I examine the effect of open banking on collateralization in small business lending. For identification, I exploit institutional features of the UK’s open banking policy that creates a discontinuity in firms’ eligibility to share data. Using a novel loan-level dataset covering the entire UK secured business loan market, I document that open banking eases the pledge of assets like accounts receivable and inventory. Firms eligible to share data are more likely to pledge such assets as collateral, thereby improving their access to credit. These effects are more pronounced for firms facing greater information asymmetry and those with greater information available to share. These findings highlight the role of open banking in reducing collateral constraints by mitigating information asymmetry.

EFA2025_152_FI 06_Data as Collateral.pdf


ID: 2096

Do banks help small businesses? Evidence from independent retail pharmacies

Vojislav Maksimovic, Elliot Oh, Liu Yang

University of Maryland

Discussant: Diana Bonfim (Banco de Portugal, ECB and Católica Lisbon)

We analyze how the proximity of bank branches affects small business outcomes, focusing on independent retail pharmacies during the COVID-19 crisis and subsequent recovery. Leveraging detailed location and foot traffic data for more than 20,000 pharmacies across 2,528 counties in the United States, we show that proximity to non-community bank branches has a significantly positive effect on the recovery of independent pharmacies, resulting in 10% higher growth, while such effects do not exist for stores close to community banks. We identify a lending channel: the effect is primarily driven by banks that place a greater focus on lending to small businesses.

Additionally, we use brand-name pharmacies in the same location as a control group to account for unobservable factors in the local areas, as they likely cater to similar consumers yet do not rely on local bank financing. We show that proximity to banks significantly reduces the brand-independent gap. Our results are also consistent when comparing stores in similar micro-areas within the same county that differ in their proximity to bank branches. Our findings challenge the view that community banks support small businesses and have implications for the spatial role of bank access in shaping small business resilience.

EFA2025_2096_FI 06_Do banks help small businesses Evidence from independent retail pharmacies.pdf


 
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