Assessing the risk of default propagation in interconnected sectoral financial networks

被引:19
作者
Barja, Adria [1 ]
Martinez, Alejandro [1 ]
Arenas, Alex [2 ]
Fleurquin, Pablo [1 ]
Nin, Jordi [3 ]
Ramasco, Jose J. [4 ]
Tomas, Elena [1 ]
机构
[1] BBVA Data & Analyt, Barcelona, Spain
[2] Univ Rovira & Virgili, Dept Engn Informat & Matemat, Tarragona, Spain
[3] Univ Ramon Llull, ESADE, Barcelona, Spain
[4] Inst Fis Interdisciplinar & Sistemas Complejos IF, Palma De Mallorca, Spain
关键词
Financial networks; Default analysis; Financial sector analytics; SIS propagation models; Complex systems; CONTAGION;
D O I
10.1140/epjds/s13688-019-0211-y
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Systemic risk of financial institutions and sectoral companies relies on their inter-dependencies. The inter-connectivity of the financial networks has proven to be crucial to understand the propagation of default, as it plays a central role to assess the impact of single default events in the full system. Here, we take advantage of complex network theory to shed light on the mechanisms behind default propagation. Using real data from the BBVA, the second largest bank in Spain, we extract a financial network from customer-supplier transactions among more than 140,000 companies, and their economic flows. Then, we introduce a computational model, inspired by the probabilities of default contagion, that allow us to obtain the main statistics of default diffusion given the network structure at individual and system levels. Our results show the exposure of different sectors to default cascades, therefore allowing for a quantification and ranking of sectors accordingly. This information is relevant to propose countermeasures to default propagation in specific scenarios.
引用
收藏
页数:20
相关论文
共 45 条
[1]   Modeling financial contagion using mutually exciting jump processes [J].
Ait-Sahalia, Yacine ;
Cacho-Diaz, Julio ;
Laeven, Roger J. A. .
JOURNAL OF FINANCIAL ECONOMICS, 2015, 117 (03) :585-606
[2]   RESILIENCE TO CONTAGION IN FINANCIAL NETWORKS [J].
Amini, Hamed ;
Cont, Rama ;
Minca, Andreea .
MATHEMATICAL FINANCE, 2016, 26 (02) :329-365
[3]  
[Anonymous], 2009, SOCIOL REV, DOI DOI 10.1111/J.1467-954X.1990.TB03351.X
[4]  
[Anonymous], 2010, INTEGRATED APPROACH
[5]   The formation of financial networks [J].
Babus, Ana .
RAND JOURNAL OF ECONOMICS, 2016, 47 (02) :239-272
[6]   Pathways towards instability in financial networks [J].
Bardoscia, Marco ;
Battiston, Stefano ;
Caccioli, Fabio ;
Caldarelli, Guido .
NATURE COMMUNICATIONS, 2017, 8
[7]  
Battiston S., 2013, J FINANC MANAGE MARK, V1- 2, P129, DOI DOI 10.12831/75568
[8]   The price of complexity in financial networks [J].
Battiston, Stefano ;
Caldarelli, Guido ;
May, Robert M. ;
Roukny, Tarik ;
Stiglitz, Joseph E. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (36) :10031-10036
[9]   Complex derivatives [J].
Battiston, Stefano ;
Caldarelli, Guido ;
Georg, Co-Pierre ;
May, Robert ;
Stiglitz, Joseph .
NATURE PHYSICS, 2013, 9 (03) :123-125
[10]   DebtRank: Too Central to Fail? Financial Networks, the FED and Systemic Risk [J].
Battiston, Stefano ;
Puliga, Michelangelo ;
Kaushik, Rahul ;
Tasca, Paolo ;
Caldarelli, Guido .
SCIENTIFIC REPORTS, 2012, 2