Credit and entrepreneurs’ income

Small business entrepreneurs facing credit constraints may experience significantly different future income trajectories compared to their unconstrained counterparts. We quantify this difference using uniquely detailed loan application data and a regression discontinuity design based on a bank’s credit score cutoff rule employed in the loan approval process. Our findings indicate that loan acceptance increases recipients’ real income by 11% five years later compared to rejected applicants. This effect persists across a wide range of robustness tests and is primarily driven by the utilization of borrowed funds for profitable investments, as captured by the bank’s ex-ante soft information and the ex-post firm performance. Additionally, within the cohort of accepted applicants, future income is higher for those who were easily accepted compared to marginally accepted borrowers with similar creditworthiness, highlighting the important efficiency effects of loan usage.

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Publication Details

Journal
Journal of Financial Intermediation
Published
2025-06-11
DOI
https://doi.org/10.1016/j.jfi.2025.101161
Citations
3
Primary Topic
Housing, Finance, and Neoliberalism
Type
article
Field-Weighted Citation Impact
4.42
Controls
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article

Credit and entrepreneurs’ income

Maria Iosifidi, Fulvia Fringuellotti, Steven R. G. Ongena, Manthos D. Delis
3 citations
Journal of Financial Intermediation
Housing, Finance, and Neoliberalism
4.42
article

Credit and entrepreneurs’ income

Maria Iosifidi, Fulvia Fringuellotti, Steven R. G. Ongena, Manthos D. Delis
article en
3 citations

Abstract

Small business entrepreneurs facing credit constraints may experience significantly different future income trajectories compared to their unconstrained counterparts. We quantify this difference using uniquely detailed loan application data and a regression discontinuity design based on a bank’s credit score cutoff rule employed in the loan approval process. Our findings indicate that loan acceptance increases recipients’ real income by 11% five years later compared to rejected applicants. This effect persists across a wide range of robustness tests and is primarily driven by the utilization of borrowed funds for profitable investments, as captured by the bank’s ex-ante soft information and the ex-post firm performance. Additionally, within the cohort of accepted applicants, future income is higher for those who were easily accepted compared to marginally accepted borrowers with similar creditworthiness, highlighting the important efficiency effects of loan usage.

Journal of Financial IntermediationVol. 63
Audencia Business School (FR), Montpellier Business School (FR), Federal Reserve Bank of New York (US), Swiss Finance Institute (CH)
Openalex Percentile: Top 6%
Housing, Finance, and Neoliberalism
4.42
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Credit and entrepreneurs’ income — Maria Iosifidi, Fulvia Fringuellotti, et al. · Journal of Financial Intermediation (2025) | TGRS Research Map | TGRS