Sensitivity of the Eisenberg-Noe Clearing Vector to Individual Interbank Liabilities

We quantify the sensitivity of the Eisenberg-Noe clearing vector to estimation errors in the bilateral liabilities of a financial system. The interbank liabilities matrix is a crucial input to the computation of the clearing vector. However, in practice central bankers and regulators must often estimate this matrix because complete information on bilateral liabilities is rarely available. As a result, the clearing vector may suffer from estimation errors in the liabilities matrix. We quantify the clearing vector's sensitivity to such estimation errors and show that its directional derivatives are, like the clearing vector itself, solutions of fixed point equations. We describe estimation errors utilizing a basis for the space of matrices representing permissible perturbations and derive analytical solutions to the maximal deviations of the Eisenberg-Noe clearing vector. This allows us to compute upper bounds for the worst case perturbations of the clearing vector. Moreover, we quantify the probability of observing clearing vector deviations of a certain magnitude, for uniformly or normally distributed errors in the relative liability matrix. Applying our methodology to a dataset of European banks, we find that perturbations to the relative liabilities can result in economically sizeable differences that could lead to an underestimation of the risk of contagion. Importantly, our results allow regulators to bound the error of their simulations.

[1]  Anne-Caroline Hüser,et al.  Too Interconnected to Fail: A Survey of the Interbank Networks Literature , 2015 .

[2]  Christoffer Kok,et al.  Modelling the emergence of the interbank networks , 2015 .

[3]  Christoffer Kok,et al.  Assessing interbank contagion using simulated networks , 2013, Comput. Manag. Sci..

[4]  Darrell Duffie,et al.  How Big Banks Fail and What to Do about It , 2010 .

[5]  Axel Gandy,et al.  Adjustable network reconstruction with applications to CDS exposures , 2019, J. Multivar. Anal..

[6]  David D. Yao,et al.  Liability Concentration and Systemic Losses in Financial Networks , 2015, Oper. Res..

[7]  Axel Gandy,et al.  A Bayesian Methodology for Systemic Risk Assessment in Financial Networks , 2016, Manag. Sci..

[8]  Stefan Weber,et al.  Measures of Systemic Risk , 2015, SIAM J. Financial Math..

[9]  Marco Frittelli,et al.  A unified approach to systemic risk measures via acceptance sets , 2015, 1503.06354.

[10]  Kartik Anand,et al.  Filling in the blanks: network structure and interbank contagion , 2014, SSRN Electronic Journal.

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

[12]  Agostino Capponi,et al.  Systemic Risk Mitigation in Financial Networks , 2015 .

[13]  Konrad Zilch,et al.  Systemic risk measures on general measurable spaces , 2016, Math. Methods Oper. Res..

[14]  Zachary Feinstein,et al.  The effects of leverage requirements and fire sales on financial contagion via asset liquidation strategies in financial networks , 2015, 1507.01847.

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

[16]  Zachary Feinstein,et al.  Obligations with Physical Delivery in a Multilayered Financial Network , 2017, SIAM J. Financial Math..

[17]  T. Hurd Contagion! Systemic Risk in Financial Networks , 2016 .

[18]  Lishang Jiang,et al.  The framework of systemic risk related to contagion, recovery rate and capital requirement in an interbank network , 2014 .

[19]  Morten L. Bech,et al.  The Topology of the Federal Funds Market , 2008, SSRN Electronic Journal.

[20]  Walter E. Beyeler,et al.  The topology of interbank payment flows , 2007 .

[21]  Stefan W. Schmitz,et al.  Making supervisory stress tests more macroprudential: Considering liquidity and solvency interactions and systemic risk , 2015 .

[22]  S. Li Concise Formulas for the Area and Volume of a Hyperspherical Cap , 2011 .

[23]  R. Carmona,et al.  Mean Field Games and Systemic Risk , 2013, 1308.2172.

[24]  Rodney Garratt,et al.  The missing links : A global study on uncovering fi nancial network structures from partial data 夽 , 2018 .

[25]  A. M. Mathai Storage capacity of a dam with gamma type inputs , 1982 .

[26]  Nan Chen,et al.  An Optimization View of Financial Systemic Risk Modeling: Network Effect and Market Liquidity Effect , 2016, Oper. Res..

[27]  Markus K. Brunnermeier,et al.  Measuring and Allocating Systemic Risk , 2019, Risks.

[28]  Michael Kusnetsov,et al.  Interbank Clearing in Financial Networks with Multiple Maturities , 2019, SIAM J. Financial Math..

[29]  Stefan Weber,et al.  The joint impact of bankruptcy costs, fire sales and cross-holdings on systemic risk in financial networks , 2017 .

[30]  Christian Upper,et al.  Simulation methods to assess the danger of contagion in interbank markets , 2011 .

[31]  P. Glasserman,et al.  How Likely Is Contagion in Financial Networks? , 2013 .

[32]  Konstantinos Panagiotou,et al.  Managing Default Contagion in Inhomogeneous Financial Networks , 2016, SIAM J. Financial Math..

[33]  Rama Cont,et al.  RESILIENCE TO CONTAGION IN FINANCIAL NETWORKS , 2010, 1112.5687.

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

[35]  Chen Chen,et al.  An Axiomatic Approach to Systemic Risk , 2013, Manag. Sci..

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

[37]  Hamed Amini,et al.  Uniqueness of equilibrium in a payment system with liquidation costs , 2016, Oper. Res. Lett..

[38]  Ronald W. Anderson Stress testing and macroprudential regulation: a transatlantic assessment , 2016 .

[39]  Zijun Liu,et al.  Mapping the UK Interbank System , 2014 .

[40]  M. Bardoscia,et al.  The Decline of Solvency Contagion Risk , 2017 .

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

[42]  M. Hellwig Systemic Risk in the Financial Sector: An Analysis of the Subprime-Mortgage Financial Crisis , 2008 .

[43]  Paolo Emilio Mistrulli,et al.  Assessing Financial Contagion in the Interbank Market: Maximum Entropy Versus Observed Interbank Lending Patterns , 2007 .

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

[45]  Helmut Elsinger,et al.  Handbook on Systemic Risk: Network Models and Systemic Risk Assessment , 2013 .

[46]  J. Fouque,et al.  Handbook on Systemic Risk: Contributors , 2013 .

[47]  Kartik Anand,et al.  Stress testing the Canadian banking System : a System-wide approach , 2014 .

[48]  Domenico Di Gangi,et al.  Assessing Systemic Risk Due to Fire Sales Spillover Through Maximum Entropy Network Reconstruction , 2015, Journal of Economic Dynamics and Control.

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

[50]  Ming Liu,et al.  Sensitivity analysis of the Eisenberg-Noe model of contagion , 2010, Oper. Res. Lett..

[51]  T. Banerjee,et al.  Dynamic Clearing and Contagion in Financial Networks , 2018, 1801.02091.

[52]  Claudia Klüppelberg,et al.  Contagion in Financial Systems: A Bayesian Network Approach , 2017, SIAM J. Financial Math..

[53]  Michael Boss,et al.  Network topology of the interbank market , 2003, cond-mat/0309582.

[54]  C. Brownlees,et al.  SRISK: A Conditional Capital Shortfall Measure of Systemic Risk , 2015 .

[55]  Carl D. Meyer,et al.  Matrix Analysis and Applied Linear Algebra , 2000 .

[56]  Zachary Feinstein,et al.  Financial contagion and asset liquidation strategies , 2015, Oper. Res. Lett..

[57]  Rama Cont,et al.  Fire Sales, Indirect Contagion and Systemic Stress Testing , 2017 .

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

[59]  A. Lo,et al.  A Survey of Systemic Risk Analytics , 2012 .

[60]  Helmut Elsinger,et al.  Financial Networks, Cross Holdings, and Limited Liability , 2007 .