We propose a new methodology, based on machine learning algorithms, for the automatic detection of outliers in the data that banks report to the Bank of Italy. Our analysis focuses on granular data gathered within the statistical data collection on payment services, in which the lack of strong...

Banca d’Italia’s In-house Credit Assessment System (ICAS) is one of the sources for the valuation of collateral agreed upon within the Eurosystem’s monetary policy framework. It helps to provide liquidity to those Italian banks that cannot rely on an internal model (IRB). Its role has...