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On 4 March 2011, SUERF – The European Money and Finance Forum and the National Bank of Poland jointly organised a conference on the theme of: "Monetary Policy after the Crisis". Following a call for papers with a large number of submissions, the scientific committee selected 9 papers, which...
Persistent link: https://www.econbiz.de/10011710723
The manufacturing sector has been regarded as a key factor in the history of economic devel-opment and growth. However, economic fluctuations affect manufacturing seriously. This study examines the impact of the 2008 global economic crisis on Turkish manufacturing sector profit-ability. This...
Persistent link: https://www.econbiz.de/10014516196
This paper proposes a general statistical framework for systemic financial stress indexes. Several existing index designs can be represented as special cases. We introduce a daily variant of the ECB's CISS for the euro area and the US. The CISS aggregates a representative set of stress...
Persistent link: https://www.econbiz.de/10013328812
This paper proposes a general statistical framework for systemic financial stress indexes. Several existing index designs can be represented as special cases. We introduce a daily variant of the ECB’s CISS for the euro area and the US. The CISS aggregates a representative set of stress...
Persistent link: https://www.econbiz.de/10013250971
This paper constructs a leading macroeconomic indicator from microeconomic data using recent machine learning techniques. Using tree-based methods, we estimate probabilities of default for publicly traded non-financial firms in the United States. We then use the cross-section of out-of-sample...
Persistent link: https://www.econbiz.de/10012182392
In this paper, we compare two popular statistical learning techniques, logistic regression and random forest, with respect to their ability to classify jobseekers by their likelihood to become long-term unemployed. We study the performance of the two methods before the COVID-19 pandemic as well...
Persistent link: https://www.econbiz.de/10013191893
Machine learning tools are well known for their success in prediction. But prediction is not causation, and causal discovery is at the core of most questions concerning economic policy. Recently, however, the literature has focused more on issues of causality. This paper gently introduces some...
Persistent link: https://www.econbiz.de/10012154563
I provide evidence that risks in macroeconomic fundamentals contain valuable information about bond risk premia. I extract factors from a set of quantile-based risk measures estimated for US macroeconomic variables and document that they account for up to 31% of the variation in excess bond...
Persistent link: https://www.econbiz.de/10010478516
Financial crises cause economic, social and political havoc. Macroprudential policies are gaining traction but are still severely under-researched compared to monetary policy and fiscal policy. We use the general framework of sequential predictions also called online machine learning to forecast...
Persistent link: https://www.econbiz.de/10012482520
Persistent link: https://www.econbiz.de/10012424257