Reconstructing and stress testing credit networks

被引:23
作者
Ramadiah, Amanah [1 ]
Caccioli, Fabio [1 ,2 ,3 ]
Fricke, Daniel [1 ,4 ]
机构
[1] UCL, Dept Comp Sci, London, England
[2] London Sch Econ & Polit Sci, Syst Risk Ctr, London, England
[3] London Math Lab, London, England
[4] Deutsch Bundesbank, Directorate Gen Financial Stabil, Frankfurt, Germany
基金
英国经济与社会研究理事会;
关键词
Network reconstruction; Stress testing; Systemic risk; Bipartite credit network; Aggregation level; ASSET FIRE SALES; SYSTEMIC RISK; CONTAGION;
D O I
10.1016/j.jedc.2019.103817
中图分类号
F [经济];
学科分类号
02 ;
摘要
Financial networks are an important source of systemic risk, but often only partial network information is available. In this paper, we use data on bank-firm credit relationships in Japan and conduct a horse race between different network reconstruction methods in terms of their ability to reproduce the actual credit networks. We then compare the different reconstruction methods in terms of their implied levels of systemic risk based on a standard model of price-mediated contagion. We find that the observed credit network displays relatively high levels of systemic risk compared with most reconstruction methods. Lastly, we explore whether different policies can improve the robustness of the system. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:26
相关论文
共 51 条
[1]   Liquidity and leverage [J].
Adrian, Tobias ;
Shin, Hyun Song .
JOURNAL OF FINANCIAL INTERMEDIATION, 2010, 19 (03) :418-437
[2]   A consistent metric for nestedness analysis in ecological systems: reconciling concept and measurement [J].
Almeida-Neto, Mario ;
Guimaraes, Paulo ;
Guimaraes, Paulo R., Jr. ;
Loyola, Rafael D. ;
Ulrich, Werner .
OIKOS, 2008, 117 (08) :1227-1239
[3]   The missing links: A global study on uncovering financial network structures from partial data [J].
Anand, Kartik ;
van Lelyveld, Iman ;
Banai, Adam ;
Friedrich, Soeren ;
Garratt, Rodney ;
Halaj, Grzegorz ;
Fique, Jose ;
Hansen, Ib ;
Jaramillo, Serafin Martinez ;
Lee, Hwayun ;
Molina-Borboa, Jose Luis ;
Nobili, Stefano ;
Rajan, Sriram ;
Salakhova, Dilyara ;
Silva, Thiago Christiano ;
Silvestri, Laura ;
Stancato de Souza, Sergio Rubens .
JOURNAL OF FINANCIAL STABILITY, 2018, 35 :107-119
[4]   Filling in the blanks: network structure and interbank contagion [J].
Anand, Kartik ;
Craig, Ben ;
Von Peter, Goetz .
QUANTITATIVE FINANCE, 2015, 15 (04) :625-636
[5]   THE EFFECT OF HETEROGENEITY ON FINANCIAL CONTAGION DUE TO OVERLAPPING PORTFOLIOS [J].
Banwo, Opeoluwa ;
Caccioli, Fabio ;
Harrald, Paul ;
Medda, Francesca .
ADVANCES IN COMPLEX SYSTEMS, 2016, 19 (08)
[6]   X-CAPM: An extrapolative capital asset pricing model [J].
Barberis, Nicholas ;
Greenwood, Robin ;
Jin, Lawrence ;
Shleifer, Andrei .
JOURNAL OF FINANCIAL ECONOMICS, 2015, 115 (01) :1-24
[7]  
BIS, 2015, BCBS WORKING PAPERS, V29
[8]  
Blien U., 1998, Classification, data analysis, and data highways, P3, DOI DOI 10.1007/978-3-642-72087-1_1
[9]   Stability analysis of financial contagion due to overlapping portfolios [J].
Caccioli, Fabio ;
Shrestha, Munik ;
Moore, Cristopher ;
Farmer, J. Doyne .
JOURNAL OF BANKING & FINANCE, 2014, 46 :233-245
[10]   Systemic Risk Analysis on Reconstructed Economic and Financial Networks [J].
Cimini, Giulio ;
Squartini, Tiziano ;
Garlaschelli, Diego ;
Gabrielli, Andrea .
SCIENTIFIC REPORTS, 2015, 5