The price of complexity in financial networks

Significance Estimating systemic risk in networks of financial institutions represents, today, a major challenge in both science and financial policy making. This work shows how the increasing complexity of the network of contracts among institutions comes with the price of increasing inaccuracy in the estimation of systemic risk. The paper offers a quantitative method to estimate systemic risk and its accuracy. Financial institutions form multilayer networks by engaging in contracts with each other and by holding exposures to common assets. As a result, the default probability of one institution depends on the default probability of all of the other institutions in the network. Here, we show how small errors on the knowledge of the network of contracts can lead to large errors in the probability of systemic defaults. From the point of view of financial regulators, our findings show that the complexity of financial networks may decrease the ability to mitigate systemic risk, and thus it may increase the social cost of financial crises.

[1]  Martin Scheicher,et al.  The Network Structure of the CDS Market and its Determinants , 2013, SSRN Electronic Journal.

[2]  Lijun Bo,et al.  Systemic Risk in Interbanking Networks , 2015, SIAM J. Financial Math..

[3]  A. Tahbaz-Salehi,et al.  Systemic Risk and Stability in Financial Networks , 2013 .

[4]  M. Elliott,et al.  Financial Networks and Contagion , 2014 .

[5]  C. Gouriéroux,et al.  Liquidation equilibrium with seniority and hidden CDO , 2013 .

[6]  Reinhard Laubenbacher,et al.  Equivalence Relations on Finite Dynamical Systems , 2001, Adv. Appl. Math..

[7]  Helmut Elsinger,et al.  Risk Assessment for Banking Systems , 2003, Manag. Sci..

[8]  R. May,et al.  Systemic risk in banking ecosystems , 2011, Nature.

[9]  Jean-Charles Rochet,et al.  Why Are there So Many Banking Crises , 2003 .

[10]  Stefano Battiston,et al.  Leveraging the network: A stress-test framework based on DebtRank , 2015, 1503.00621.

[11]  Jean Tirole,et al.  Collective Moral Hazard, Maturity Mismatch and Systemic Bailouts , 2009 .

[12]  Larry Eisenberg,et al.  Systemic Risk in Financial Networks , 1999, Manag. Sci..

[13]  Ricardo J. Caballero,et al.  Fire Sales in a Model of Complexity , 2012 .

[14]  Alp Simsek,et al.  Fire Sales in a Model of Complexity: Fire Sales in a Model of Complexity , 2013 .

[15]  Robert M. May,et al.  Size and complexity in model financial systems , 2012, Proceedings of the National Academy of Sciences.

[16]  Edson Bastos e Santos,et al.  Network Structure and Systemic Risk in Banking Systems , 2010 .

[17]  Martin Larsson,et al.  Price Contagion Through Balance Sheet Linkages , 2015 .

[18]  G. Caldarelli,et al.  Leveraging the Network: A Stress-Test Framework Based on DebtRank , 2016 .

[19]  R. May,et al.  Systemic risk: the dynamics of model banking systems , 2010, Journal of The Royal Society Interface.

[20]  Prasanna Gai,et al.  Why are there so Many Banking Crises? The Politics and Policy of Bank Regulation , 2009 .

[21]  J. Stiglitz Risk and Global Economic Architecture: Why Full Financial Integration May Be Undesirable , 2010 .

[22]  G. Caldarelli,et al.  Complex derivatives , 2013, Nature Physics.

[23]  H. Shin,et al.  Liquidity Risk and Contagion , 2005 .

[24]  S. Battiston,et al.  Liaisons Dangereuses: Increasing Connectivity, Risk Sharing, and Systemic Risk , 2009 .

[25]  Prasanna Gai,et al.  Complexity, concentration and contagion , 2011 .

[26]  Prasanna Gai,et al.  Contagion in financial networks , 2010, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[27]  Ginestra Bianconi,et al.  Entropy measures for networks: toward an information theory of complex topologies. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[28]  L. C. G. Rogers,et al.  Failure and Rescue in an Interbank Network , 2011, Manag. Sci..

[29]  David G. Rand,et al.  Individual versus systemic risk and the Regulator's Dilemma , 2011, Proceedings of the National Academy of Sciences.

[30]  Pragyan Deb,et al.  How Big Is the Implicit Subsidy for Banks Considered Too Important to Fail , 2014 .

[31]  J. Yang,et al.  Network Models and Financial Stability , 2008 .

[32]  Matteo Marsili,et al.  Rollover Risk, Network Structure and Systemic Financial Crises , 2009 .

[33]  G. Caldarelli,et al.  DebtRank: Too Central to Fail? Financial Networks, the FED and Systemic Risk , 2012, Scientific Reports.