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FSC-PSSC Workshop
Systemic risk analysis: interconnectedness
within the financial system and market
infrastructures
Frankfurt, 17 October 2012




Clearing Networks


                                             Kimmo Soramäki
                                             Founder and CEO
                                             FNA, www.fna.fi

                                             Marco Galbiati
                                             ECB/Bank of England
Motivation

• Central counterparties are playing a major role in the financial
  reform: G20/Pittsburgh, CPSS/IOSCO, Committee on the Global
  Financial System, etc.

• The main function of Central Counterparties (CCPs) is to novate
  contracts between trading parties, becoming the ‘seller to every
  buyer, and buyer to every seller’

• CCPs eliminate counterparty risk but introduce new risks (risks for
  CCP and margin needs for members)

• Question: How does the topology of the clearing system affect the
  exposures of the CCP (and the margin needs of all members)
                                                                        2
Agenda

• Model : Trading and Exposures matrices, Novation and
  Clearing Algorithm

• Variable(s) : Random trading matrices and Clearing
  topologies measured by their tiering and concentration

• Results : Distributions of exposures and margin needs
  with different topologies



                                                           3
Trading and Exposures
• We consider one contract, traded on a market by N
  ‘counterparties’
• Trading matrix T presents nominal positions of trader i
  against j
• Exposures between i and j are given by the absolute value of
  bilateral position of trades

• Example:




    Trading matrix      Bilateral Netting       Exposures        4
Clearing Topology
       Star                                       626 topologically different trees




                     Concentration [0,1]




  20 members + CCP                                                 Tiering [0,20]


                                           Tiering = N - Number of GCMs - 1
                                           Concentration = Gini co-efficient          5
Examples of network structures




                                 6
Novation and Clearing

• Novation is the replacement of exposures between non-
  adjacent nodes in the clearing network, with other
  exposures according to a precise rule

• Clearing consists in applying novation iteratively, until
  no further novation is possible

• Some trades are internalized
• Others are brought to CCP



                                                              7
Example of Novation




                      8
Results - Methodology
• We vary
   – Trading matrix (3000 realization)
   – Clearing topology (all combinations with 20 counterparties)

• Run the clearing algorithm

• Look at exposure distributions. From these distributions we
  focus on
   – CCP’s total exposure against all GCMs
   – CCP’s expected exposure against a single GCM
   – CCP’s largest exposure against a single GCM

• (The paper also looks at margin needs)


                                                                   9
CCP’s total exposure against all GCMs




                                        10
CCP’s expected exposure against a single GCM




                                               11
CCP’s largest exposure against a single GCM
- Tiering




                                          12
CCP’s largest exposure against a single GCM
- Concentration




                                          13
Summary
• We developed a model of clearing systems as networks
  that transform exposures via novation

• Effects are complex – best topology depends on the
  objective

• Topologies with lower tiering are more robust against
  tail risks of CCP but worse for expected risks

• Topologies with higher concentration are always better
  for CCP


                                                          14
Thank you




            15
Complete results - Exposures




                               16
Complete results - Margins




                             17

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Clearing Networks

  • 1. FSC-PSSC Workshop Systemic risk analysis: interconnectedness within the financial system and market infrastructures Frankfurt, 17 October 2012 Clearing Networks Kimmo Soramäki Founder and CEO FNA, www.fna.fi Marco Galbiati ECB/Bank of England
  • 2. Motivation • Central counterparties are playing a major role in the financial reform: G20/Pittsburgh, CPSS/IOSCO, Committee on the Global Financial System, etc. • The main function of Central Counterparties (CCPs) is to novate contracts between trading parties, becoming the ‘seller to every buyer, and buyer to every seller’ • CCPs eliminate counterparty risk but introduce new risks (risks for CCP and margin needs for members) • Question: How does the topology of the clearing system affect the exposures of the CCP (and the margin needs of all members) 2
  • 3. Agenda • Model : Trading and Exposures matrices, Novation and Clearing Algorithm • Variable(s) : Random trading matrices and Clearing topologies measured by their tiering and concentration • Results : Distributions of exposures and margin needs with different topologies 3
  • 4. Trading and Exposures • We consider one contract, traded on a market by N ‘counterparties’ • Trading matrix T presents nominal positions of trader i against j • Exposures between i and j are given by the absolute value of bilateral position of trades • Example: Trading matrix Bilateral Netting Exposures 4
  • 5. Clearing Topology Star 626 topologically different trees Concentration [0,1] 20 members + CCP Tiering [0,20] Tiering = N - Number of GCMs - 1 Concentration = Gini co-efficient 5
  • 6. Examples of network structures 6
  • 7. Novation and Clearing • Novation is the replacement of exposures between non- adjacent nodes in the clearing network, with other exposures according to a precise rule • Clearing consists in applying novation iteratively, until no further novation is possible • Some trades are internalized • Others are brought to CCP 7
  • 9. Results - Methodology • We vary – Trading matrix (3000 realization) – Clearing topology (all combinations with 20 counterparties) • Run the clearing algorithm • Look at exposure distributions. From these distributions we focus on – CCP’s total exposure against all GCMs – CCP’s expected exposure against a single GCM – CCP’s largest exposure against a single GCM • (The paper also looks at margin needs) 9
  • 10. CCP’s total exposure against all GCMs 10
  • 11. CCP’s expected exposure against a single GCM 11
  • 12. CCP’s largest exposure against a single GCM - Tiering 12
  • 13. CCP’s largest exposure against a single GCM - Concentration 13
  • 14. Summary • We developed a model of clearing systems as networks that transform exposures via novation • Effects are complex – best topology depends on the objective • Topologies with lower tiering are more robust against tail risks of CCP but worse for expected risks • Topologies with higher concentration are always better for CCP 14
  • 15. Thank you 15
  • 16. Complete results - Exposures 16
  • 17. Complete results - Margins 17