Answering a causal question with results extendable outside of a narrow sample is challenging. Regression discontinuity design (RDD) provides causal results with strong internal, but weak external, validity. We introduce a novel machine learning technique, causal forest, into the corporate...

A concept of a kernel was re-visited for coalition formation in a game of interconnected participants characterized by monotonic contribution functions. We focused on special coalitions that have an advantage over the remaining, due to yielding higher contribution of each individual participant

This paper investigates the financing conditions of non-financial corporations in the euro area. We develop a new firm classification based on micro data by distinguishing between three groups of firms: unconstrained, relatively and absolutely constrained firms. We also provide further evidence...

Modelling the link between the global macro-financial factors and firms’ default probabilities constitutes an elementary part of financial sector stress-testing frameworks. Using the Global Vector Autoregressive(GVAR) model and constructing a linking satellite equation for the firm-level...

This paper analyses the impact that firms financial position has on investment decisions using panel data from a large sample of non-financial corporations(around 120,000 firms) in six euro area countries(Belgium, Germany, France, Italy, the Netherlands and Spain). The results indicate that...

This paper investigates whether financial obstacles, and, more generally, financial pressure faced by firms, significantly affect firm growth. For this purpose, we use an unbalanced panel of about 1,000,000 observations for around 155,000 non-financial corporations in five euro area countries....

Banks play a role in the corporate governance of firms as well as acting as debt financiers around the world. Universal banks can have control over borrowing firms by representation on the board of directors or by holding shares through direct stakes or institutional holdings. We investigate the...