Update on financial network research

The summer was a busy time for research on financial networks, ranging from interlinkages between economies via interbank money markets to financial infrastructures. One sentence summaries of eight papers are below.  Let me know if you have a relevant paper or work that I can add to the list.

“Analysing Interconnectivity among Economies”

Alfred Wong and Tom Fong study how interconnected relationships between economies can be disentangled into simple and quantifiable bilateral interdependence linkages, using 11 Asia-Pacific economies as an example.  Hong Kong Monetary Authority Working Papers No. 1003. (download)

“Systemic risk, financial contagion and financial fragility”

Serafín Martínez-Jaramillo, Omar Pérez Péreza, Fernando Avila Embriza and Fabrizio López Gallo Deya model systemic risk with two main components: a random shock that weakens one or more financial institutions and a transmission mechanism which transmits and possibly exacerbates such negative effects to the rest of the banking network. Journal of Economic Dynamics and Control (in press, link to sciencedirect)

“Systemic risk in a network model of interbank markets with central bank activity”

Co-Pierre Georg and Jenny Poschmann investigate which influence central bank activity has on interbank markets. Jena Economic Research Papers No. 2010-033. (download)

“Peer monitoring or contagion? Interbank market exposure and bank risk”

F.R. Liedorp a, L. Medema b, M. Koetter b, R.H. Koning b,
I. van Lelyveld a

F.R. Liedorp, L. Medema, M. Koetter, R.H. Koning, and I. van Lelyveld test if interconnectedness in the interbank market is a channel through which banks affect each others riskiness. The evidence is based on quarterly bilateral exposures of all banks active in the Dutch interbank market between 1998 and 2008.  DNB working paper No. 248. (download).

“The sterling unsecured loan market during 2006-08: insights from network theory”

Anne Wetherilt, Peter Zimmerman and Kimmo Soramäki analyze empirically the unsecured overnight money market in the United Kingdom as a network of relationships and examine how the structure has changed over the recent period of crisis. Bank of England Working Paper No 398. (download)

“What do network theory and endogenous risk theory have to say about the effects of central counterparties on systemic stability?”

Jean-Pierre Zigrand’s paper considers what network theory can say about the effects of CCPs on systemic stability and how do different CCP structures (e.g. one vs multiple CCPs) alter systemic risk. Banque de France Financial Stability Review No 14. (download)

“Liquidity costs and tiering in large-value payment systems”

Mark Adams, Marco Galbiati and Simone Giansante develop and simulates a model of the emergence of networks in an interbank RTGS payment system. Bank of England Working Paper No. 399. (download)

“Liquidity-saving mechanisms and bank behaviour”

Marco Galbiati and Kimmo Soramäki develop a simple agent based model and investigate the effect of liquidity-saving mechanisms (LSMs) in interbank payment systems.  The paper is published as Bank of England Working Paper No 400. (download)

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Systemically important banks get better terms for their overnight borrowing

A new paper by Farooq Akram and Casper Christophersen entitled “Interbank overnight interest rates – gains from systemic importance” analyses the Norvegian overnight interbank interest rates paid by banks. They find that during the Financial crisis, the interest rates were substantially below indicative quotes of interest rates provided by major banks. The interest rate variation is explained by the relative size and connectedness of the banks, implying favorable terms for banks of systemic importance.

Moreover, interest rates are found to depend not only on overall liquidity in the interbank market, but possibly on its distribution among banks as well, suggesting exploitation of market power by banks with surplus liquidity. They also find evidence of stronger effects on interest rates of systemic importance, credit ratings and liquidity demand and supply since the start of the current financial crisis.

An open-source implementation of the algorithm for uncovering the interbank loans was developed as part of this project. The algorithm is available as part of the Financial Network Analyzer.

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Workshop on “Frameworks for Systemic Risk Monitoring”

Committee to Establish a National Institute of Finance (CE-NIF), the Center for Financial Policy at the R.H. Smith School of Business at the University of Maryland and the Pew Financial Reform Project are organizing a workshop on “Frameworks for Systemic Risk Monitoring.” It will be held in Washington DC on June 21-22, 2010.

The conference brings together leading minds from academia, industry, and government (see agenda). Key speakers include Markus Brunnermeier (Princeton), Simon Johnson (MIT), Raghuram Rajan (Chicago), John Geanakoplos (Yale), Rama Cont (Columbia) and Alan King (IBM Research).

Both versions of the regulatory reform legislation that were recently passed in US Congress call for increased efforts to monitor the financial system and respond to signs of heightened systemic risk. Regulators will need new tools to realize this mandate. The aim of the workshop is to move the debate forward on the development of these new tools. The conference will discuss alternative frameworks for understanding systemic risk and strategies for risk monitoring and the implications each of them has for data and systems requirements. A background paper which reviews the debate on systemic risk is also available for download.

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Financial Networks and Financial Stability

The European Central Bank published on 1 June a special feature entitled “Financial Networks and Financial Stability” in its Financial Stability Review.

The recent global fi nancial crisis has illustrated
the role of fi nancial linkages as a channel for
the propagation of shocks. It also brought to
the fore the concept that institutions may be
“too interconnected to fail”, in addition to the
traditional concept of being “too big to fail”.

The recent global financial crisis has illustrated the role of financial linkages as a channel for the propagation of shocks. It also brought to the fore the concept that institutions may be “too interconnected to fail”, in addition to the traditional concept of being “too big to fail”. [full article]

The article provides an overview on literature on financial network analysis and discusses what network theory can bring to the understanding of the concept of “too interconnected to fail”. The article was prepared by me and Silvia Gabrieli.

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New Models on Financial Linkages

Cross-Border Financial Surveillance: A Network Perspective (IMF Working Paper 105 , April 2010 ) by Marco Espinosa-Vega and Juan Sole simulates different credit and funding shocks to the banking systems of a number of countries. Using cross-country bilateral exposures data from BIS they illustrate the contagion algorithms presented in the paper.

In a similar vein Assessing the Systemic Implications of Financial Linkages (Chapter II in IMF’s Global Financial Stability Report, April 2009) by Jorge Chan-Lau, Marco A. Espinosa-Vega, Kay Giesecke, and Juan Sole discusses four complementary approaches to assess direct and indirect financial sector systemic linkages:

  • network approach which relies primarily on institutional data to contagion triggered by financial distress
  • co-risk model which assesses common risk factors
  • distress dependence matrix which is based on market data, but instead of looking at bilateral relationships as above, uses a composite time-varying multivariate distribution that captures linear (correlation) and nonlinear interdependence
  • default intensity model which measures the probability of failures of a large fraction of financial institutions due to both direct and indirect systemic linkages
Network Analysis: Contagion Path Triggered by the U.K. Failure (Jorge Chan-Lau, Espinosa-Vega, Giesecke, and Solé,  2010)

Network Analysis: Contagion Path Triggered by U.K. Failure in the model (Jorge Chan-Lau, Espinosa-Vega, Giesecke, and Solé, 2010)

Assessing the Systemic Implications
of Financial Linkages

Contagion in Financial Networks (Bank of England Working Paper No. 383, March 2010) by Prasanna Gai and Sujit Kapadia develops an analytical model of contagion in financial networks. The paper explores how the probability and potential impact of contagion is influenced by aggregate and idiosyncratic shocks, changes in network structure, and asset market liquidity. The paper is forthcoming in Proceedings of the Royal Society A.

Optimal Fragile Financial Networks (forthcoming) by Fabio Castiglionesi and NoemNavarro studies the endogenous formation of a financial network under a model where banks establish connection to co-insure their liquidity needs. The paper rationalizes the evidence of sparse network structures observed in the topology of interbank networks.

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Conferences on financial networks in May

Risk Europe 2010 (Frankfurt, 25-28 May) will have a seminar on “Using financial network models for counterparty risk analysis: from micro to macro” by Olli Castren (European Central Bank) and a session on “Using network theory to assess systemic risk” presented by me. Risk Europe is the Risk Magazines annual flagship event and carries this year the theme of “Navigating regulatory reform and reduced liquidity in a changing landscape”.

IMF organizes a conference on “Operationalizing Systemic Risk Monitoring” (Washington DC, 26-28 May). The conference will bring together policy makers, industry and academia to discuss new approaches for identifying systemically important institutions, and for measuring and modeling systemic risk. The conference will have one day devoted to the use of network analysis for assessing systemic risk (see IMF report in previous post). I will participate in a panel session together with Sheri Markose and Rama Cont on “How to Measure Systemic Interconnectedness – Network Perspectives”.

Also on the same week Deutsche Bundesbank is organizing a workshop on “Interconnectedness of Financial Institutions: Microeconomic Evidence, Aggregated Outcomes, and Consequences for Economic Policy” (Frankfurt, 26 May) to discuss the consequences of changes in the financial system and in particular of a greater degree of interconnectedness of financial institutions.

How to Measure Systemic Interconnectedness – Network
Perspectives
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IMF report on using network models as basis for charges on systemically important banks

Recently the idea has been floated that systemically important financial institutions should be charged insurance premia to cover for government support in times of stress. The recent IMF report (April 2010) for G20 ministers now suggests that:

A risk-adjusted rate could be designed to address the contribution to systemic risk. Ideally, the rate would vary according to the size of the systemic risk externality, e.g., based on a network model which would take into account all possible channels of contagion.

In order to operationalize the network approach, however, more both theoretical and empirical research is needed – as well as access to more frequent and granular data.

A risk-adjusted rate could be designed to address the
contribution to systemic risk. Ideally, the rate would vary according to the size of the systemic risk
externality, e.g., based on a network model which would take into account all possible channels of
contagionA risk-adjusted rate could be designed to address the
contribution to systemic risk. Ideally, the rate would vary according to the size of the systemic risk
externality, e.g., based on a network model which would take into account all possible channels of
contagion.
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Europe’s web of debt in New York Times

New YorkTimes (1 May 2010) published a great visualization (Bill Marsh / The New York Times) of the debt relationships between European countries based on public data by BIS. Its reproduced below.

Bill Marsh/The New York Times

The Visual Science series of New York Times has many other captivating visualizations of data as well.

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ECB promotes research on emerging front: “Too networked to fail”

The ECB conference "Recent advances in modelling systemic risk using network analysis" was featured today in Securities Operations Week – a weekly publication focused on US and global securities operations, technology and compliance:

"The financial crisis that began to emerge in 2007 and that gained steam in 2008 famously gave rise to the oft-cited slogan “too big to fail.” It also saw the coinage of a lesser-known catchphrase kicked around commonly now in research circles: “too networked to fail". A summation released last week by the European Central Bank offers what may be the best discussion to date on the subject. [read the full article (pdf)]

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Network Analysis and Canada’s Large Value Transfer System

A recent paper by Lana Embree and Tom Roberts looks at the daily and intraday network structure of payment activity in the Canadian Large Value Transfer System (LVTS). The paper provides a good overview of the concepts and a nice comparison of emprical research in several payment networks. For LVTS they find that it is highly centralized among a few key participants similar to other interbank payment systems. They conclude that this could heighten the systemic importance of these participants, and the susceptibility of the system to financial contagion.
Large Value Transfer System (LVTS)

Large Value Transfer System (LVTS)

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