Sovereign risk zones in Europe during and after the debt crisis

被引:8
作者
Arakelian, Veni [1 ]
Dellaportas, Petros [2 ,3 ,4 ]
Savona, Roberto [5 ]
Vezzoli, Marika [6 ]
机构
[1] Panteion Univ, Dept Econ & Reg Dev, Athens, Greece
[2] UCL, Dept Stat Sci, London, England
[3] Alan Turing Inst, London, England
[4] Athens Univ Econ & Business, Dept Stat, Athens, Greece
[5] Univ Brescia, Dept Econ & Management, Brescia, Italy
[6] Univ Brescia, Dept Mol & Translat Med, Brescia, Italy
基金
英国工程与自然科学研究理事会;
关键词
Contagion; Copula; Credit default swaps; Machine learning; Regression trees; Systemic risk; CDS SPREADS; CONTAGION; MARKETS; LIQUIDITY; COPULA; IMPACT; NEWS;
D O I
10.1080/14697688.2018.1562197
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We employ a machine learning approach to build a European sovereign risk stratification using macroeconomic fundamentals and contagion measures, proxied by copula-based credit default swap (CDS) dependencies over the period 2008-2017, for France, Germany, Greece, Ireland, Italy, Portugal, and Spain. By adopting a recursive partitioning strategy, we detect specific risk zones varying from safe to high risk based on key predictors, and we construct their specification by assigning specific risk thresholds. While key macroeconomic fundamentals such as Debt/GDP and the unemployment rate remained the same and maintained the same risk thresholds during the sub-periods 2008-2013 and 2013-2017, the CDS spreads contagion dropped significantly over the post-Quantitative Easing years, lowering the corresponding risk thresholds. We estimate an impact on CDS spreads approximately of basis points in the period 2013-2017 due to contagion mitigation.
引用
收藏
页码:961 / 980
页数:20
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