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Liquidity saving mechanisms and bank behaviour

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We model a payment system with internal queues and look at how much liquidity/delay a liquidity -saving mechanism could reduce when the behavior of participants is taken into account via a agent-based model.
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Liquidity saving mechanisms and bank behaviour Marco Galbiati – BoE Kimmo Soramäki – VerticeTree ABM-BaF Torino - 10 February 2009
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Page 1: Liquidity saving mechanisms and bank behaviour

Liquidity saving mechanisms andbank behaviour

Marco Galbiati – BoEKimmo Soramäki – VerticeTree

ABM-BaFTorino - 10 February 2009

Page 2: Liquidity saving mechanisms and bank behaviour

Interbank payment systems

Real Time Gross Settlement (RTGS) mode

• Incentives to queue

• ‘Games’ being played on a liquidity/delay tradeoff

Page 3: Liquidity saving mechanisms and bank behaviour

Interbank payment systems

Real Time Gross Settlement (RTGS) mode

• Incentives to queue

• ‘Games’ being played on a liquidity/delay tradeoff

• Pool internal queues!

Page 4: Liquidity saving mechanisms and bank behaviour

Interbank payment systems

Real Time Gross Settlement (RTGS) mode

• Incentives to queue

• ‘Games’ being played on a liquidity/delay tradeoff

Liquidity Saving Mechanisms (LSMs)

• Pool internal queues!

Page 5: Liquidity saving mechanisms and bank behaviour

Aims

1. Model a system with internal queues (LMM)

2. Look at how much liquidity/delay a LSMreduces in theory

3. Look at how banks would use a LSM

An ‘agent-based’ model

Page 6: Liquidity saving mechanisms and bank behaviour

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

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Low urgency? RTGS

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high u

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low u

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Page 29: Liquidity saving mechanisms and bank behaviour

End of day Cost = delay cost + liquidity costs

= _ uk • (tk - tk’) + _ • a

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Page 30: Liquidity saving mechanisms and bank behaviour

Very low liquidity

% routed to RTGS

costIllustration of costs

Liquidity cost

Page 31: Liquidity saving mechanisms and bank behaviour

Illustration of costs

Delay cost

Very low liquidity

% routed to RTGS

cost

Page 32: Liquidity saving mechanisms and bank behaviour

Total cost

Very low liquidity

% routed to RTGS

Illustration of costsco

st

Page 33: Liquidity saving mechanisms and bank behaviour

Total cost

Very low liquidity

Total cost

Very high liquidity

% routed to RTGS % routed to RTGS

Illustration of costsco

st

Page 34: Liquidity saving mechanisms and bank behaviour

• Banks choose–opening liquidity balance: _–urgency threshold to queue: _

The game

• 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

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Page 40: Liquidity saving mechanisms and bank behaviour

Agent-based modelling

Liquidity flows very complex

simulate the settlement process

to compute costs,

and hence equilibria

Page 41: Liquidity saving mechanisms and bank behaviour

Agent-based modelling

We look at symmetric equilibria:

{(_1, _1), (_2, _2), (_3, _3)… (_N, _N)} : (_i, _i) = (_j, _j) for each i, j

Liquidity flows very complex

simulate the settlement process

to compute costs,

and hence equilibria

Page 42: Liquidity saving mechanisms and bank behaviour

1Model with internal queues

(LMM)

Page 43: Liquidity saving mechanisms and bank behaviour

1

Delay costs with LMM

Del

ay c

osts

Page 44: Liquidity saving mechanisms and bank behaviour

Increase “your” threshold

1

Del

ay c

osts

Delay costs with LMM

Page 45: Liquidity saving mechanisms and bank behaviour

2

Increase “your” threshold

Delay costs with LMM

Del

ay c

osts

Page 46: Liquidity saving mechanisms and bank behaviour

3

Increase “your” threshold

Delay costs with LMM

Del

ay c

osts

Page 47: Liquidity saving mechanisms and bank behaviour

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Increase “your” threshold

Delay costs with LMM

Del

ay c

osts

Page 48: Liquidity saving mechanisms and bank behaviour

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Increase “your” threshold

Delay costs with LMM

Del

ay c

osts

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Increase “your” threshold

Delay costs with LMM

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ay c

osts

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Delay costs with LMM

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Delay costs with LMM

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Page 52: Liquidity saving mechanisms and bank behaviour

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Page 53: Liquidity saving mechanisms and bank behaviour

Delay costs with LMMsystem level

Page 54: Liquidity saving mechanisms and bank behaviour

Equilibria - LMM

Page 55: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 56: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 57: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 58: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 59: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 60: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 61: Liquidity saving mechanisms and bank behaviour

Equilibria - LMMIncrease liquidity price a

Page 62: Liquidity saving mechanisms and bank behaviour

Cos

tLi

quid

ity

Equil.

* Planner

Too little liquidity,too much queueing

Equilibria - LMM

Page 63: Liquidity saving mechanisms and bank behaviour

2Potential savings from a LSM

(‘LSM mechanics’)

Page 64: Liquidity saving mechanisms and bank behaviour

RTGS + LMM

RTGS + LSM

Savings in liquidity

Page 65: Liquidity saving mechanisms and bank behaviour

All in RTGS All queued

RTGS + LMM

RTGS + LSM

Savings in liquidity

Page 66: Liquidity saving mechanisms and bank behaviour

Savings in delay costs

Page 67: Liquidity saving mechanisms and bank behaviour

3How would banks

use the LSM ?

Page 68: Liquidity saving mechanisms and bank behaviour

Delay costs with LSM

Page 69: Liquidity saving mechanisms and bank behaviour

Increasing “your” threshold

Delay costs with LSM

Page 70: Liquidity saving mechanisms and bank behaviour

UAD

Delay costs with LSMIncreasing “your” threshold

Page 71: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 72: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 73: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 74: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 75: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 76: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 77: Liquidity saving mechanisms and bank behaviour

Delay costs with LSMIncreasing “your” threshold

Page 78: Liquidity saving mechanisms and bank behaviour

_ - equilibria with LSM

Page 79: Liquidity saving mechanisms and bank behaviour

_ - equilibria with LSM

Increase liquidity price

Page 80: Liquidity saving mechanisms and bank behaviour

_ - equilibria with LSM

Increase liquidity price

Page 81: Liquidity saving mechanisms and bank behaviour

_ - equilibria with LSM

Increase liquidity price

Page 82: Liquidity saving mechanisms and bank behaviour

_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

Page 94: Liquidity saving mechanisms and bank behaviour

At high liquidity costthis is the onlyequilibrium

_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

Page 98: Liquidity saving mechanisms and bank behaviour

At very highliquidity costplanner andbanks choose thesame

_ - equilibria with LSM

Increase liquidity price

Page 99: Liquidity saving mechanisms and bank behaviour

_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

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_ - equilibria with LSM

Increase liquidity price

Page 103: Liquidity saving mechanisms and bank behaviour
Page 104: Liquidity saving mechanisms and bank behaviour

liquidity

thresh.

costs

LMM vs LSM (good) equilibria

Page 105: Liquidity saving mechanisms and bank behaviour

liquidity

thresh.

costs

LMM vs LSM (good) equilibria

Page 106: Liquidity saving mechanisms and bank behaviour

costs

LMM vs LSM (good) equilibria

Page 107: Liquidity saving mechanisms and bank behaviour

cost ratio

costs

LMM vs LSM (good) equilibria

Page 108: Liquidity saving mechanisms and bank behaviour

LMM vs LSM (bad) equilibria

liquidity

thresh.

costs

Page 109: Liquidity saving mechanisms and bank behaviour

Conclusions

In the hands of a ‘planner’,

LSM can save substantial amounts of liquidity,

and largely improve settlement speed

Page 110: Liquidity saving mechanisms and bank behaviour

Conclusions

In the hands of a ‘planner’,

LSM can save substantial amounts of liquidity,

and largely improve settlement speed(but may require radical choices)

In the hands of individual banks,

LSM may require some ‘coordination device’

to yield its potential benefits

Page 111: Liquidity saving mechanisms and bank behaviour

Conclusions

In the hands of a ‘planner’,

LSM can save substantial amounts of liquidity,

and largely improve settlement speed

In the hands of individual banks,

LSM may require some ‘coordination device’

to yield its potential benefits

Page 112: Liquidity saving mechanisms and bank behaviour

Slide 112

Page 113: Liquidity saving mechanisms and bank behaviour

Slide 113 (!)

~ _ ~

Many thanks


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