[HTML][HTML] Machine learning and credit risk: Empirical evidence from small-and mid-sized businesses

A Bitetto, P Cerchiello, S Filomeni, A Tanda… - Socio-Economic …, 2023 - Elsevier
In this paper, we compare two different approaches to estimate the credit risk for small-and
mid-sized businesses (SMBs), namely a classic parametric approach, by fitting an ordered …

Outlier Detection Using Gaussian Mixture Model Clustering to Optimize XGBoost for Credit Approval Prediction

DRIM Setiadi, AR Muslikh, SW Iriananda… - Journal of …, 2024 - dl.futuretechsci.org
Credit approval prediction is one of the critical challenges in the financial industry, where the
accuracy and efficiency of credit decision-making can significantly affect business risk. This …

Can market information outperform hard and soft information in predicting corporate defaults?

S Filomeni, U Bose, A Megaritis… - International Journal of …, 2024 - Wiley Online Library
Recent evidence has shown that hybrid models for credit ratings are important when
assessing the risk of firms. Within this stream of literature, we aim to provide novel evidence …

The impact of the Paycheck Protection Program on the risk-taking behaviour of US banks

S Filomeni - Review of Quantitative Finance and Accounting, 2024 - Springer
The economic impact of the COVID-19 pandemic placed many small businesses across the
US in financial distress. In response to this, in March 2020 the US government introduced …

Securitization and risk appetite: empirical evidence from US banks

S Filomeni - Review of Quantitative Finance and Accounting, 2024 - Springer
I investigate the impact of securitization on the risk-taking by bank holding companies
(BHCs). For 2001 to 2017, I find a negative relationship between securitization and the risk …

Trade credit and firm investments: empirical evidence from Italian cooperative banks

S Filomeni, M Modina, E Tabacco - Review of Quantitative Finance and …, 2023 - Springer
By exploiting a unique and proprietary panel dataset comprising 6480 Italian SMEs having a
relationship with 99 cooperative banks over the period 2008–2014, we investigate the …

Credit market regulations and bank loan pricing

TC Nguyen, TT Ho - Economic Modelling, 2024 - Elsevier
While loan pricing is a crucial factor determining economic growth, the literature lacks
evidence on the impact of credit market regulations on loan prices. Using a panel of 139 …

Owner Guarantees, Observed and Unobserved Risks, and Bank Lending Spreads

FD Duarte, APM Gama, MA Gulamhussen - Journal of Financial Services …, 2024 - Springer
In this paper, we examine the influence of owner guarantees on loan rates. Other studies on
the influence of business collateral have used survey and credit register data to establish …