The EU's macroeconomic surveillance mechanism, namely the Macroeconomic Imbalance Procedure (MIP), is based on the so-called Scoreboard, which comprises a set of indicators that serve as a signalling device for potentially harmful macroeconomic developments. We first evaluate the early warning...

In this paper I assess the ability of econometric and machine learning techniques to predict fiscal crises out of sample. I show that the econometric approaches used in many policy applications cannot outperform a simple heuristic rule of thumb. Machine learning techniques (elastic net, random...

In recent years, Fund staff has prepared cross-country analyses of macroeconomic vulnerabilities in low-income countries, focusing on the risk of sharp declines in economic growth and of debt distress. We discuss routes to broadening this focus by adding several macroeconomic and macrofinancial...