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We produce a social unrest risk index for 125 countries covering a period of 1996 to 2020. The risk of social unrest is based on the probability of unrest in the following year derived from a machine learning model drawing on over 340 indicators covering a wide range of macro-financial,...
Persistent link: https://www.econbiz.de/10012796240
Persistent link: https://www.econbiz.de/10012796674
documents of the following years to understand the evolution of fiscal forecast errors. Our findings suggest that: (i) for most … terms of drivers, we show that forecast errors for the fiscal balance-to-GDP ratio are positively correlated with GDP growth … and terms of trade changes and negatively with GDP deflator surprises; (iv) forecast errors for public debt-to-GDP ratios …
Persistent link: https://www.econbiz.de/10012612338
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...
Persistent link: https://www.econbiz.de/10012612343
An essential element of the work of the Fund is to monitor and forecast international trade. This paper uses SWIFT … (PMI), to improve the short-term forecast of international trade. A horse race between linear regressions and machine …
Persistent link: https://www.econbiz.de/10012392595
contributors to overall inflation forecast errors. Perhaps more importantly, relatively small core inflation forecast errors appear …
Persistent link: https://www.econbiz.de/10012103690
-recession years are revised slowly; in recession years, the pace of revision picks up but not sufficiently to avoid large forecast …
Persistent link: https://www.econbiz.de/10012112326
This paper identifies leading indicators of fiscal crises based on a large sample of countries at different stages of development over 1970-2015. Our results are robust to different methodologies and sample periods. Previous literature on early warning sistems (EWS) for fiscal crises is scarce...
Persistent link: https://www.econbiz.de/10011905898
Financial crises pose unique challenges for forecast accuracy. Using the IMF's Monitoring of Fund Arrangement (MONA … informational value as they consistently outperform naive forecast approaches. However, we also document that there is room for … improvement: two thirds of the key macroeconomic variables that we examine are forecast inefficiently and 6 variables (growth of …
Persistent link: https://www.econbiz.de/10011932572
results indicate that the forecast model incorporating internet search data provides additional information about tourist …
Persistent link: https://www.econbiz.de/10012170113