Predictive power has always been the main research focus of learning algorithms with the goal of minimizing the test error for supervised classification and regression problems. While the general approach for these algorithms is to consider all possible attributes in a dataset to best predict...

This paper studies the effects of the bank capital requirements imposed by the European authorities in October 2011 on loan collateral and personal guarantees usage to enhance capital ratios. We use detailed information on the loan contracts granted by a representative Spanish bank and several...

Many governments are taking measures in support of small and medium-sized enterprises (SMEs) to mitigate the economic impact of the COVID-19 outbreak. This paper presents a theoretical model for evaluating various government measures, including insurance for bank loans, interest rate subsidy,...

Does a diversification of funding sources affect the financing conditions for firms? To answer this question we study a regulatory reform which allowed unlisted firms to issue minibonds. Using the Italian Credit Register, we compare new loans granted to issuer firms with new loans concurrently...

Using all loans granted to firms recorded in the Italian credit register, we estimate correlations between risk-transfer and default probabilities to gauge the severity of informational asymmetries in the loan securitization market. First, the analysis confirms the presence of information...

Based on automated credit lines to more than two million vendors trading on Alibaba’s online retail platform, we show how the take-up of FinTech credit varies with the entrepreneur’s bank distance. Proximity to the branches of the five largest stateowned banks correlates positively with the...

We study the effects of diversifying funding sources on the financing conditions for firms. We exploit a regulatory reform that took place in Italy in 2012, i.e. the introduction of ‘minibonds’, which opened a new market-based funding opportunity for unlisted firms. Using the Italian Credit...

What is the impact of Small Business Administration Preferred Lenders Program (PLP) on the distance between banks and small businesses and the pricing of the loans granted? We test predictions from a stylized transportation cost model on 7(a) loan data from 2008 to 2019. We find that non-PLP...