SlideShare ist ein Scribd-Unternehmen logo
1 von 19
Financial Network Analysis and VisualisationKimmo Soramäkiwww.financialnetworkanalysis.comNew York University, Stern School of Business5th April 2011
Growinginterest in networks 2004 2003 2003
“... need for new and fundamental understanding of the structure and dynamics of economic networks.” “Meltdown modeling -Could agent-based computer models prevent another financial crisis?” “Is network theory the best hope for regulating systemic risk?” Science, July 2009 CFA Magazine, July 2009 Nature, August 2009
We are talking about systemic risk ≠ systematic risk News articles mentioning “systemic risk”, Source: trends.google.com The risk of disruption to a financial entity with spillovers to the real economy Risk of a crisis that stresses key intermediation markets and leads to their breakdown, which impacts the broader economy and requires government intervention Risk that critical nodes of a financial network cease to function as designed, disrupting linkages -> some chain of events that starts or gets magnified in the finance sector and makes us all worse off
“Too big to fail” + “Too interconnected to fail”
Weneedsomecartography 19th century reconstruction of Eratosthenes' map of the known world, c.194 BC.
Ontheinterconnections Paul Butler, December 14, 2010
Paymentflows in Fedwire Soramaki, K, M.L. Bech, J. Arnold, R.J. Glass and W.E. Beyeler (2007), “The topology of interbank payment flows”, Physica A, Vol. 379, pp 317-333, 2007.
Overnight lending networks Italian money market Federal funds Bech, M.L. and Atalay, E. (2008), “The Topology of the Federal Funds Market”. ECB Working Paper No. 986.   Iori G, G de Masi, O Precup, G Gabbi and G Caldarelli (2008): “A network analysis of the Italian overnight money market”, Journal of Economic Dynamics and Control, vol. 32(1), pages 259-278
Network theory and related fields Financial Network Analysis Social Network Analysis Network Science NETWORK THEORY Graph & Matrix Theory Computer Science Biological Network Analysis
Main premise of network analysis: Structure of links between nodes matters ,[object Object]
To understand the behaviour of one node, one must analyse the behaviour of nodes that may be several links apart in the network.
Bottom up approach. Generalize and describe.
Financial context: network of interconnected balance sheets
Should we let the next Lehman fail?,[object Object]
Centrality depends on network process  Trajectory: geodesic paths, paths, trails or walks Transmission: parallel/serial duplication or transfer Source: Borgatti (2004)
The road ahead We need better models of systemic risk and contagion We will have much more frequent and granular data We need better tools that can run the new models with the new data
Open source project with a commercial support option Sponsored by  Norges Bank European Central Bank Bank of England Version 2.0 will be released in April.
Objectives of FNA Provide a tool for time series analysis of network data in finance Integrate data analysis, visualization and exploration Provide a platform for building agent based and simulation models Make advances in research available to policy

Weitere ähnliche Inhalte

Andere mochten auch

Financial Networks: II. Fundamentals of Network Theory and FNA
Financial Networks: II. Fundamentals of Network Theory and FNAFinancial Networks: II. Fundamentals of Network Theory and FNA
Financial Networks: II. Fundamentals of Network Theory and FNAKimmo Soramaki
 
Network Simulations for Business Continuity
Network Simulations for Business ContinuityNetwork Simulations for Business Continuity
Network Simulations for Business ContinuityKimmo Soramaki
 
Global Network of Payment Flows - Presentation at Commerzbank Cash Forum
Global Network of Payment Flows - Presentation at Commerzbank Cash ForumGlobal Network of Payment Flows - Presentation at Commerzbank Cash Forum
Global Network of Payment Flows - Presentation at Commerzbank Cash ForumKimmo Soramaki
 
Practical implementation of the BCBS Monitoring indicators for intraday liqui...
Practical implementation of the BCBS Monitoring indicators for intraday liqui...Practical implementation of the BCBS Monitoring indicators for intraday liqui...
Practical implementation of the BCBS Monitoring indicators for intraday liqui...Kimmo Soramaki
 
Financial Network Analysis @ Central Bank of Bolivia
Financial Network Analysis @ Central Bank of BoliviaFinancial Network Analysis @ Central Bank of Bolivia
Financial Network Analysis @ Central Bank of BoliviaKimmo Soramaki
 
Payment System Simulations @ Central Bank of Bolivia
Payment System Simulations @ Central Bank of BoliviaPayment System Simulations @ Central Bank of Bolivia
Payment System Simulations @ Central Bank of BoliviaKimmo Soramaki
 
Expert Briefing - State of Bitcoin
Expert Briefing - State of BitcoinExpert Briefing - State of Bitcoin
Expert Briefing - State of BitcoinCoinDesk
 

Andere mochten auch (7)

Financial Networks: II. Fundamentals of Network Theory and FNA
Financial Networks: II. Fundamentals of Network Theory and FNAFinancial Networks: II. Fundamentals of Network Theory and FNA
Financial Networks: II. Fundamentals of Network Theory and FNA
 
Network Simulations for Business Continuity
Network Simulations for Business ContinuityNetwork Simulations for Business Continuity
Network Simulations for Business Continuity
 
Global Network of Payment Flows - Presentation at Commerzbank Cash Forum
Global Network of Payment Flows - Presentation at Commerzbank Cash ForumGlobal Network of Payment Flows - Presentation at Commerzbank Cash Forum
Global Network of Payment Flows - Presentation at Commerzbank Cash Forum
 
Practical implementation of the BCBS Monitoring indicators for intraday liqui...
Practical implementation of the BCBS Monitoring indicators for intraday liqui...Practical implementation of the BCBS Monitoring indicators for intraday liqui...
Practical implementation of the BCBS Monitoring indicators for intraday liqui...
 
Financial Network Analysis @ Central Bank of Bolivia
Financial Network Analysis @ Central Bank of BoliviaFinancial Network Analysis @ Central Bank of Bolivia
Financial Network Analysis @ Central Bank of Bolivia
 
Payment System Simulations @ Central Bank of Bolivia
Payment System Simulations @ Central Bank of BoliviaPayment System Simulations @ Central Bank of Bolivia
Payment System Simulations @ Central Bank of Bolivia
 
Expert Briefing - State of Bitcoin
Expert Briefing - State of BitcoinExpert Briefing - State of Bitcoin
Expert Briefing - State of Bitcoin
 

Ähnlich wie Financial Network Analysis and Visualisation - Seminar at NYU/Stern 5 April 2011

Financial Network Analysis - Talk at Oslo University 25 March 2011
Financial Network Analysis - Talk at Oslo University 25 March 2011Financial Network Analysis - Talk at Oslo University 25 March 2011
Financial Network Analysis - Talk at Oslo University 25 March 2011Kimmo Soramaki
 
Is network theory the best hope for regulating systemic risk?
Is network theory the best hope for regulating systemic risk?Is network theory the best hope for regulating systemic risk?
Is network theory the best hope for regulating systemic risk?Kimmo Soramaki
 
Visualizing Financial Stress - Talk at European Central Bank
Visualizing Financial Stress - Talk at European Central BankVisualizing Financial Stress - Talk at European Central Bank
Visualizing Financial Stress - Talk at European Central BankKimmo Soramaki
 
An Introduction to Network Theory
An Introduction to Network TheoryAn Introduction to Network Theory
An Introduction to Network TheorySocialphysicist
 
COMMUNICATIONS OF THE ACM November 2004Vol. 47, No. 11 15.docx
COMMUNICATIONS OF THE ACM November  2004Vol. 47, No. 11 15.docxCOMMUNICATIONS OF THE ACM November  2004Vol. 47, No. 11 15.docx
COMMUNICATIONS OF THE ACM November 2004Vol. 47, No. 11 15.docxmonicafrancis71118
 
TESTING FOR MORAL HAZARD IN FINANCIAL NETWORKS
TESTING FOR MORAL HAZARD IN FINANCIAL NETWORKSTESTING FOR MORAL HAZARD IN FINANCIAL NETWORKS
TESTING FOR MORAL HAZARD IN FINANCIAL NETWORKSPer Bäckman
 
Illuminating Interconnectedness and Contagion
Illuminating Interconnectedness and ContagionIlluminating Interconnectedness and Contagion
Illuminating Interconnectedness and ContagionKimmo Soramaki
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories PresentationLeslie
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories PresentationLeslie
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories PresentationLeslie
 
Networking Updated 4.12.10
Networking Updated 4.12.10Networking Updated 4.12.10
Networking Updated 4.12.10Leslie
 
Networking Theories
Networking TheoriesNetworking Theories
Networking TheoriesLeslie
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories PresentationLeslie
 
Applications of Network Theory in Finance and Production
Applications of Network Theory in Finance and ProductionApplications of Network Theory in Finance and Production
Applications of Network Theory in Finance and ProductionKimmo Soramaki
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...ijp2p
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...ijp2p
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...ijp2p
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...ijp2p
 

Ähnlich wie Financial Network Analysis and Visualisation - Seminar at NYU/Stern 5 April 2011 (20)

Financial Network Analysis - Talk at Oslo University 25 March 2011
Financial Network Analysis - Talk at Oslo University 25 March 2011Financial Network Analysis - Talk at Oslo University 25 March 2011
Financial Network Analysis - Talk at Oslo University 25 March 2011
 
Is network theory the best hope for regulating systemic risk?
Is network theory the best hope for regulating systemic risk?Is network theory the best hope for regulating systemic risk?
Is network theory the best hope for regulating systemic risk?
 
Visualizing Financial Stress - Talk at European Central Bank
Visualizing Financial Stress - Talk at European Central BankVisualizing Financial Stress - Talk at European Central Bank
Visualizing Financial Stress - Talk at European Central Bank
 
An Introduction to Network Theory
An Introduction to Network TheoryAn Introduction to Network Theory
An Introduction to Network Theory
 
COMMUNICATIONS OF THE ACM November 2004Vol. 47, No. 11 15.docx
COMMUNICATIONS OF THE ACM November  2004Vol. 47, No. 11 15.docxCOMMUNICATIONS OF THE ACM November  2004Vol. 47, No. 11 15.docx
COMMUNICATIONS OF THE ACM November 2004Vol. 47, No. 11 15.docx
 
TESTING FOR MORAL HAZARD IN FINANCIAL NETWORKS
TESTING FOR MORAL HAZARD IN FINANCIAL NETWORKSTESTING FOR MORAL HAZARD IN FINANCIAL NETWORKS
TESTING FOR MORAL HAZARD IN FINANCIAL NETWORKS
 
Illuminating Interconnectedness and Contagion
Illuminating Interconnectedness and ContagionIlluminating Interconnectedness and Contagion
Illuminating Interconnectedness and Contagion
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories Presentation
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories Presentation
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories Presentation
 
Networking Updated 4.12.10
Networking Updated 4.12.10Networking Updated 4.12.10
Networking Updated 4.12.10
 
Networking Theories
Networking TheoriesNetworking Theories
Networking Theories
 
Adidrds
AdidrdsAdidrds
Adidrds
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories Presentation
 
Thesis
ThesisThesis
Thesis
 
Applications of Network Theory in Finance and Production
Applications of Network Theory in Finance and ProductionApplications of Network Theory in Finance and Production
Applications of Network Theory in Finance and Production
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
 
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
Comprehensive Analysis on the Vulnerability and Efficiency of P2P Networks un...
 

Mehr von Kimmo Soramaki

Applications of Network Theory in Finance
Applications of Network Theory in FinanceApplications of Network Theory in Finance
Applications of Network Theory in FinanceKimmo Soramaki
 
Financial Cartography at Bogazici University
Financial Cartography at Bogazici UniversityFinancial Cartography at Bogazici University
Financial Cartography at Bogazici UniversityKimmo Soramaki
 
Financial Cartography for Payments and Markets
Financial Cartography for Payments and MarketsFinancial Cartography for Payments and Markets
Financial Cartography for Payments and MarketsKimmo Soramaki
 
Quantitative Oversight of Financial Market Infrastructures
Quantitative Oversight of Financial Market InfrastructuresQuantitative Oversight of Financial Market Infrastructures
Quantitative Oversight of Financial Market InfrastructuresKimmo Soramaki
 
Emerging Stress Scenarios
Emerging Stress ScenariosEmerging Stress Scenarios
Emerging Stress ScenariosKimmo Soramaki
 
System shock analysis and complex network effects
System shock analysis and complex network effectsSystem shock analysis and complex network effects
System shock analysis and complex network effectsKimmo Soramaki
 
Adaptive Stress Testing
Adaptive Stress TestingAdaptive Stress Testing
Adaptive Stress TestingKimmo Soramaki
 
Financial Networks VI - Correlation Networks
Financial Networks VI - Correlation NetworksFinancial Networks VI - Correlation Networks
Financial Networks VI - Correlation NetworksKimmo Soramaki
 
Financial Networks V - Inferring Links
Financial Networks V - Inferring LinksFinancial Networks V - Inferring Links
Financial Networks V - Inferring LinksKimmo Soramaki
 
Financial Cartography - PRMIA Webinar
Financial Cartography - PRMIA WebinarFinancial Cartography - PRMIA Webinar
Financial Cartography - PRMIA WebinarKimmo Soramaki
 
Financial Networks IV. Analyzing and Visualizing Exposures
Financial Networks IV. Analyzing and Visualizing ExposuresFinancial Networks IV. Analyzing and Visualizing Exposures
Financial Networks IV. Analyzing and Visualizing ExposuresKimmo Soramaki
 
Financial Networks III. Centrality and Systemic Importance
Financial Networks III. Centrality and Systemic ImportanceFinancial Networks III. Centrality and Systemic Importance
Financial Networks III. Centrality and Systemic ImportanceKimmo Soramaki
 
Financial Cartography - Center for Financial Research
Financial Cartography - Center for Financial ResearchFinancial Cartography - Center for Financial Research
Financial Cartography - Center for Financial ResearchKimmo Soramaki
 
Financial Networks: I. Financial Cartography
Financial Networks: I. Financial CartographyFinancial Networks: I. Financial Cartography
Financial Networks: I. Financial CartographyKimmo Soramaki
 
Tools for Quantitative Oversight of Market Infrastructures
Tools for Quantitative Oversight of Market InfrastructuresTools for Quantitative Oversight of Market Infrastructures
Tools for Quantitative Oversight of Market InfrastructuresKimmo Soramaki
 
Network View to Market Risk
Network View to Market RiskNetwork View to Market Risk
Network View to Market RiskKimmo Soramaki
 
Mapping Financial Landscapes @ Norges Bank
Mapping Financial Landscapes @ Norges BankMapping Financial Landscapes @ Norges Bank
Mapping Financial Landscapes @ Norges BankKimmo Soramaki
 

Mehr von Kimmo Soramaki (20)

Applications of Network Theory in Finance
Applications of Network Theory in FinanceApplications of Network Theory in Finance
Applications of Network Theory in Finance
 
Financial Cartography
Financial CartographyFinancial Cartography
Financial Cartography
 
Financial Cartography at Bogazici University
Financial Cartography at Bogazici UniversityFinancial Cartography at Bogazici University
Financial Cartography at Bogazici University
 
Financial Cartography for Payments and Markets
Financial Cartography for Payments and MarketsFinancial Cartography for Payments and Markets
Financial Cartography for Payments and Markets
 
Quantitative Oversight of Financial Market Infrastructures
Quantitative Oversight of Financial Market InfrastructuresQuantitative Oversight of Financial Market Infrastructures
Quantitative Oversight of Financial Market Infrastructures
 
Emerging Stress Scenarios
Emerging Stress ScenariosEmerging Stress Scenarios
Emerging Stress Scenarios
 
System shock analysis and complex network effects
System shock analysis and complex network effectsSystem shock analysis and complex network effects
System shock analysis and complex network effects
 
Adaptive Stress Testing
Adaptive Stress TestingAdaptive Stress Testing
Adaptive Stress Testing
 
Financial Networks VI - Correlation Networks
Financial Networks VI - Correlation NetworksFinancial Networks VI - Correlation Networks
Financial Networks VI - Correlation Networks
 
Financial Networks V - Inferring Links
Financial Networks V - Inferring LinksFinancial Networks V - Inferring Links
Financial Networks V - Inferring Links
 
Financial Cartography - PRMIA Webinar
Financial Cartography - PRMIA WebinarFinancial Cartography - PRMIA Webinar
Financial Cartography - PRMIA Webinar
 
Financial Networks IV. Analyzing and Visualizing Exposures
Financial Networks IV. Analyzing and Visualizing ExposuresFinancial Networks IV. Analyzing and Visualizing Exposures
Financial Networks IV. Analyzing and Visualizing Exposures
 
Financial Networks III. Centrality and Systemic Importance
Financial Networks III. Centrality and Systemic ImportanceFinancial Networks III. Centrality and Systemic Importance
Financial Networks III. Centrality and Systemic Importance
 
Financial Cartography - Center for Financial Research
Financial Cartography - Center for Financial ResearchFinancial Cartography - Center for Financial Research
Financial Cartography - Center for Financial Research
 
Financial Networks: I. Financial Cartography
Financial Networks: I. Financial CartographyFinancial Networks: I. Financial Cartography
Financial Networks: I. Financial Cartography
 
Tools for Quantitative Oversight of Market Infrastructures
Tools for Quantitative Oversight of Market InfrastructuresTools for Quantitative Oversight of Market Infrastructures
Tools for Quantitative Oversight of Market Infrastructures
 
Network View to Market Risk
Network View to Market RiskNetwork View to Market Risk
Network View to Market Risk
 
Financial Cartography
Financial CartographyFinancial Cartography
Financial Cartography
 
Clearing Networks
Clearing NetworksClearing Networks
Clearing Networks
 
Mapping Financial Landscapes @ Norges Bank
Mapping Financial Landscapes @ Norges BankMapping Financial Landscapes @ Norges Bank
Mapping Financial Landscapes @ Norges Bank
 

Kürzlich hochgeladen

03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptxFinTech Belgium
 
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated  Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...Top Rated  Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...Call Girls in Nagpur High Profile
 
Instant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School SpiritInstant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School Spiritegoetzinger
 
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...Suhani Kapoor
 
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdfAdnet Communications
 
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual serviceanilsa9823
 
VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...
VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...
VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...Call Girls in Nagpur High Profile
 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfGale Pooley
 
The Economic History of the U.S. Lecture 21.pdf
The Economic History of the U.S. Lecture 21.pdfThe Economic History of the U.S. Lecture 21.pdf
The Economic History of the U.S. Lecture 21.pdfGale Pooley
 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130Suhani Kapoor
 
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Delhi Call girls
 
The Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdfThe Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdfGale Pooley
 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptxFinTech Belgium
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptxFinTech Belgium
 
The Economic History of the U.S. Lecture 20.pdf
The Economic History of the U.S. Lecture 20.pdfThe Economic History of the U.S. Lecture 20.pdf
The Economic History of the U.S. Lecture 20.pdfGale Pooley
 

Kürzlich hochgeladen (20)

03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx
 
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated  Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...Top Rated  Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
 
Instant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School SpiritInstant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School Spirit
 
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
 
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
 
20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf
 
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
 
(INDIRA) Call Girl Mumbai Call Now 8250077686 Mumbai Escorts 24x7
(INDIRA) Call Girl Mumbai Call Now 8250077686 Mumbai Escorts 24x7(INDIRA) Call Girl Mumbai Call Now 8250077686 Mumbai Escorts 24x7
(INDIRA) Call Girl Mumbai Call Now 8250077686 Mumbai Escorts 24x7
 
VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...
VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...
VVIP Pune Call Girls Katraj (7001035870) Pune Escorts Nearby with Complete Sa...
 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdf
 
Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024
 
The Economic History of the U.S. Lecture 21.pdf
The Economic History of the U.S. Lecture 21.pdfThe Economic History of the U.S. Lecture 21.pdf
The Economic History of the U.S. Lecture 21.pdf
 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
 
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
 
The Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdfThe Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdf
 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
 
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
 
The Economic History of the U.S. Lecture 20.pdf
The Economic History of the U.S. Lecture 20.pdfThe Economic History of the U.S. Lecture 20.pdf
The Economic History of the U.S. Lecture 20.pdf
 

Financial Network Analysis and Visualisation - Seminar at NYU/Stern 5 April 2011

  • 1. Financial Network Analysis and VisualisationKimmo Soramäkiwww.financialnetworkanalysis.comNew York University, Stern School of Business5th April 2011
  • 3. “... need for new and fundamental understanding of the structure and dynamics of economic networks.” “Meltdown modeling -Could agent-based computer models prevent another financial crisis?” “Is network theory the best hope for regulating systemic risk?” Science, July 2009 CFA Magazine, July 2009 Nature, August 2009
  • 4. We are talking about systemic risk ≠ systematic risk News articles mentioning “systemic risk”, Source: trends.google.com The risk of disruption to a financial entity with spillovers to the real economy Risk of a crisis that stresses key intermediation markets and leads to their breakdown, which impacts the broader economy and requires government intervention Risk that critical nodes of a financial network cease to function as designed, disrupting linkages -> some chain of events that starts or gets magnified in the finance sector and makes us all worse off
  • 5. “Too big to fail” + “Too interconnected to fail”
  • 6. Weneedsomecartography 19th century reconstruction of Eratosthenes' map of the known world, c.194 BC.
  • 8. Paymentflows in Fedwire Soramaki, K, M.L. Bech, J. Arnold, R.J. Glass and W.E. Beyeler (2007), “The topology of interbank payment flows”, Physica A, Vol. 379, pp 317-333, 2007.
  • 9. Overnight lending networks Italian money market Federal funds Bech, M.L. and Atalay, E. (2008), “The Topology of the Federal Funds Market”. ECB Working Paper No. 986.  Iori G, G de Masi, O Precup, G Gabbi and G Caldarelli (2008): “A network analysis of the Italian overnight money market”, Journal of Economic Dynamics and Control, vol. 32(1), pages 259-278
  • 10. Network theory and related fields Financial Network Analysis Social Network Analysis Network Science NETWORK THEORY Graph & Matrix Theory Computer Science Biological Network Analysis
  • 11.
  • 12. To understand the behaviour of one node, one must analyse the behaviour of nodes that may be several links apart in the network.
  • 13. Bottom up approach. Generalize and describe.
  • 14. Financial context: network of interconnected balance sheets
  • 15.
  • 16. Centrality depends on network process Trajectory: geodesic paths, paths, trails or walks Transmission: parallel/serial duplication or transfer Source: Borgatti (2004)
  • 17. The road ahead We need better models of systemic risk and contagion We will have much more frequent and granular data We need better tools that can run the new models with the new data
  • 18. Open source project with a commercial support option Sponsored by  Norges Bank European Central Bank Bank of England Version 2.0 will be released in April.
  • 19. Objectives of FNA Provide a tool for time series analysis of network data in finance Integrate data analysis, visualization and exploration Provide a platform for building agent based and simulation models Make advances in research available to policy
  • 20. Roots Bof-PSS2 Bank of Finland, 1997- Payment system simulator Used in ~60 central banks Loki Sandia National Laboratories , 2004- Toolkit for network analysis and ABM
  • 21. The big picture Transaction analysis Network analysis Simulation models File input/output File input/output File input/output Generate Cascadingfailures Operate Extract Edit Payment simulation Statistics Algorithms Algorithms Explore Systemic risk Transaction database Graph database Interfaces: Command line,REST, GWT Client applications: web, external programs, … Run-time visualization Visual explorer Charts and network layouts
  • 22. Thank you More information: www.financialnetworkanalysis.com Contact us: kimmo.soramaki@fna.fi