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Operationalizing Systemic Risk & Financial Networks Yaacov Mutnikas

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Page 1: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Operationalizing Systemic Risk & Financial Networks

Yaacov Mutnikas

Page 2: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

What good looks like

Reduce the frequency of significant crisis events

Reduce economic and social impact when they occur

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Page 3: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Financial markets are not intrinsically stable, nor are they self-stabilising under certain conditions at acceptable costs (Jamie Caruana 2010). Systemic risk “internal” to the functioning of financial markets. Financial innovation unstoppable in the long run (unknown unknowns). Fallacy of “one in a lifetime” events. Such events typically occur every 10 years (93 countries experienced 117 systemic and 51 lesser disruptions as at 2010 during 25 year period - ex. BIS).

Landscape

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Page 4: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Incorporating event risk with market factors

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Page 5: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

March 2015

Different market states require different analysis

Different concerns across the different states(*) Identify transitions Identify the financial networks that matter

Multiple states of economy

Normal

Fragile

Crisis

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Page 6: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Capital buffers; Macro/Micro prudential regulation; CCP’s; Recovery and resolution; Other…

Regulators have some good tools

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Page 7: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Individual firms risk assessment does not account for accumulation of system wide risks.

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Page 8: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

• Large scale multi-dimensional, multi-phase, non-linear, aperiodic, dynamic, time irreversible system with no clear origin

• Ongoing challenge to our intuition and ability to synthesise the unexpected behaviour.

• Need for a coherent picture including the understanding of causality, financial interconnectedness and potential risk

transmission channels, logical consequences, correlation migration and other considerations.

Complex challenges

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Page 9: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Complexity of systemic risk implies a need for a

multidisciplinary approach

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Page 10: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

The purpose of models is insight not numbers

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Page 11: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

We can see how risk propagates We can explore interconnectedness We can visualize the whole We can establish patterns and signals We can make use of graph theory We can spot bad data

Let’s focus on financial networks

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Page 12: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Network visualization – Derivatives network Expert judgment?

Page 13: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Big picture

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Page 14: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Different view

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Page 15: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Next layer

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Page 16: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Specific asset network only

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Page 17: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Recognizing similarities and differences amongst institutions (leading eigenvector)

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Page 18: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Investigating specific nodes

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Page 19: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Drill down - Core network

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Page 20: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Different agent types

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Page 21: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

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Recognizing similarities and differences amongst institutions (leading eigenvector)

Page 22: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Different asset class

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Page 23: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Underlying analytics

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Page 24: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

• Example - MTM View of exposures, derivative portfolio, through time.

Next level drill down(MtM through time)

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Page 25: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

• Example - MTM View of exposures, derivative portfolio, through time.

Next level drill down (Portfolio analytics)

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Page 26: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

How do communities/clusters form?

How and if scale matters?

How and why network topology changes through time?

How do we propagate state variable changes?

How do we inform stress testing (PGM, BN…)?

Modelling what-if (ABM, Game Theory…)?

Other…

Open questions

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Page 27: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Repeatable

Believable

Scalable

Timely

Cost effective

Coherent tools and methods

Needed capability

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Page 28: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Where to intervene?

When to intervene (forward looking modelling)?

What are the potential downsides of an intervention?

Moving from surveillance to intervention

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Page 29: Operationalizing Systemic Risk & Financial Networks · 2018-05-31 · Operationalizing Systemic Risk & Financial Networks ... • Large scale multi-dimensional, multi-phase, non-linear,

Questions?

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