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Liquidity saving mechanisms and bank behaviour Marco Galbiati BoE Kimmo Soramki VerticeTree ABM-BaF Torino - 10 February 2009 Interbank payment systems Real Time Gross Settlement (RTGS) mode Incentives to queue Games


  1. Liquidity saving mechanisms and bank behaviour Marco Galbiati – BoE Kimmo Soramäki – VerticeTree ABM-BaF Torino - 10 February 2009

  2. Interbank payment systems Real Time Gross Settlement (RTGS) mode • Incentives to queue • ‘Games’ being played on a liquidity/delay tradeoff

  3. Interbank payment systems Real Time Gross Settlement (RTGS) mode • Incentives to queue • ‘Games’ being played on a liquidity/delay tradeoff • Pool internal queues!

  4. Interbank payment systems Real Time Gross Settlement (RTGS) mode • Incentives to queue • ‘Games’ being played on a liquidity/delay tradeoff • Pool internal queues! Liquidity Saving Mechanisms (LSMs)

  5. Aims 1. Model a system with internal queues (LMM) 2. Look at how much liquidity/delay a LSM reduces in theory 3. Look at how banks would use a LSM  An ‘agent-based’ model

  6. Model of a payment system • N banks • A ‘day’ of several ‘seconds’ • Random payment orders  random pairs ‘payer&payee’  for each payment a ‘urgency’ parameter u ~ U[0,1] • Each bank sends payment orders in either of two ‘pipes’ (streams): RTGS or Queue

  7. A E B D C

  8. A E B D C

  9. A E B D C

  10. Low urgency? RTGS A 1 E B D C

  11. Low urgency? RTGS A 1 E B D C

  12. High urgency? Queue A 1 E B D C

  13. High urgency? Queue A E B D C

  14. A E B D C

  15. A E B D C

  16. A E B D C

  17. A E B D C

  18. A E B D C

  19. A E B high u D C

  20. A E B low u D C

  21. A E B D C

  22. A E B D C

  23. A E B D C

  24. A E B D C

  25. A E B D C

  26. A E B D C

  27. A E B D C

  28. A E B D C

  29. A E B D C End of day Cost = delay cost + liquidity costs = _ u k • ( t k - t k ’ ) + _ • a

  30. Illustration of costs Very low liquidity cost Liquidity cost % routed to RTGS

  31. Illustration of costs Very low liquidity Delay cost cost % routed to RTGS

  32. Illustration of costs Very low liquidity Total cost cost % routed to RTGS

  33. Illustration of costs Very low liquidity Very high liquidity Total cost Total cost cost % routed to RTGS % routed to RTGS

  34. The game • Banks choose –opening liquidity balance: _ –urgency threshold to queue: _ • For each strategy profile (_ 1 , _ 1 ), (_ 2 , _ 2 ), (_ 3 , _ 3 )… (_ N , _ N ) a payoff (cost) function • We look at Nash equilibrium for 2 cases: • ‘LMM’ - low urgency payments in internal queues • ‘LSM’ - low urgency payments in central queue

  35. A A  B E B D C

  36. A A  B E B D C

  37. A A  B E A  B B D C

  38. A E B D C

  39. A E B D C

  40. Agent-based modelling Liquidity flows very complex  simulate the settlement process to compute costs, and hence equilibria

  41. Agent-based modelling Liquidity flows very complex  simulate the settlement process to compute costs, and hence equilibria We look at symmetric equilibria: {(_ 1 , _ 1 ), (_ 2 , _ 2 ), (_ 3 , _ 3 )… (_ N , _ N )} : (_ i , _ i ) = (_ j , _ j ) for each i , j

  42. 1 Model with internal queues (LMM)

  43. Delay costs with LMM Delay costs 1

  44. Delay costs with LMM Increase “your” threshold Delay costs 1

  45. Delay costs with LMM Increase “your” threshold Delay costs 2

  46. Delay costs with LMM Increase “your” threshold Delay costs 3

  47. Delay costs with LMM Increase “your” threshold Delay costs 4

  48. Delay costs with LMM Increase “your” threshold Delay costs 5

  49. Delay costs with LMM Increase “your” threshold Delay costs 6

  50. Delay costs with LMM Increase “your” threshold Delay costs 7

  51. Delay costs with LMM Increase “your” threshold Delay costs 8

  52. Delay costs with LMM Increase “your” threshold Delay costs 9

  53. Delay costs with LMM system level

  54. Equilibria - LMM

  55. Equilibria - LMM Increase liquidity price a

  56. Equilibria - LMM Increase liquidity price a

  57. Equilibria - LMM Increase liquidity price a

  58. Equilibria - LMM Increase liquidity price a

  59. Equilibria - LMM Increase liquidity price a

  60. Equilibria - LMM Increase liquidity price a

  61. Equilibria - LMM Increase liquidity price a

  62. Equilibria - LMM Equil. * Planner Cost Liquidity Too little liquidity, too much queueing

  63. 2 Potential savings from a LSM (‘LSM mechanics’)

  64. Savings in liquidity RTGS + LMM RTGS + LSM

  65. Savings in liquidity All in RTGS   All queued RTGS + LMM RTGS + LSM

  66. Savings in delay costs

  67. 3 How would banks use the LSM ?

  68. Delay costs with LSM

  69. Delay costs with LSM Increasing “your” threshold

  70. Delay costs with LSM Increasing “your” threshold UAD

  71. Delay costs with LSM Increasing “your” threshold

  72. Delay costs with LSM Increasing “your” threshold

  73. Delay costs with LSM Increasing “your” threshold

  74. Delay costs with LSM Increasing “your” threshold

  75. Delay costs with LSM Increasing “your” threshold

  76. Delay costs with LSM Increasing “your” threshold

  77. Delay costs with LSM Increasing “your” threshold

  78. _ - equilibria with LSM

  79. _ - equilibria with LSM Increase liquidity price

  80. _ - equilibria with LSM Increase liquidity price

  81. _ - equilibria with LSM Increase liquidity price

  82. _ - equilibria with LSM Increase liquidity price

  83. _ - equilibria with LSM Increase liquidity price

  84. _ - equilibria with LSM Increase liquidity price

  85. _ - equilibria with LSM Increase liquidity price

  86. _ - equilibria with LSM Increase liquidity price

  87. _ - equilibria with LSM Increase liquidity price

  88. _ - equilibria with LSM Increase liquidity price

  89. _ - equilibria with LSM Increase liquidity price

  90. _ - equilibria with LSM Increase liquidity price

  91. _ - equilibria with LSM Increase liquidity price

  92. _ - equilibria with LSM Increase liquidity price

  93. _ - equilibria with LSM Increase liquidity price

  94. _ - equilibria with LSM Increase liquidity price At high liquidity cost this is the only equilibrium

  95. _ - equilibria with LSM Increase liquidity price

  96. _ - equilibria with LSM Increase liquidity price

  97. _ - equilibria with LSM Increase liquidity price

  98. _ - equilibria with LSM Increase liquidity price At very high liquidity cost planner and banks choose the same

  99. _ - equilibria with LSM Increase liquidity price

  100. _ - equilibria with LSM Increase liquidity price

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