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Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case...

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Attilio Meucci Fully Integrated Liquidity- and Market-Risk Model PUBLISHED: Financial Analyst Journal , November 2012 STUDY IT: http://symmys.com/node/350 (white paper and code) DO IT: Advanced Risk and Portfolio Management® Bootcamp www.symmys.com/arpm-bootcamp The 19th Annual Workshop on Financial Engineering: Quantitative Asset Management Columbia Engineering, November 9 2012
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Page 1: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

Attilio Meucci

Fully Integrated Liquidity- and Market-Risk Model

PUBLISHED: Financial Analyst Journal , November 2012

STUDY IT: http://symmys.com/node/350 (white paper and code)

DO IT: Advanced Risk and Portfolio Management® Bootcamp www.symmys.com/arpm-bootcamp

The 19th Annual Workshop on Financial Engineering: Quantitative Asset Management

Columbia Engineering, November 9 2012

Page 2: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

today time

investment horizon

Conceptual issues in liquidity modeling

Page 3: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

investment horizon

time

loss

portfolio value in scenario 1

portfolio value in scenario 2

portfolio value in scenario 3

paths of market risk drivers

Conceptual issues in liquidity modeling

Page 4: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

P&L distribution

Tail risk

Conceptual issues in liquidity modeling

Page 5: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

value in scenario 1 unknown due to liquidity

value in scenario 2 unknown due to liquidity

value in scenario 3 unknown due to liquidity

Conceptual issues in liquidity modeling

Page 6: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

liquid securities display

small price uncertainty

Conceptual issues in liquidity modeling

Page 7: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

illiquid securities display

large price uncertainty

Conceptual issues in liquidity modeling

Page 8: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

liquidity hits only in undesirable direction

Conceptual issues in liquidity modeling

Page 9: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

liquidity hits harder when we are in trouble

Conceptual issues in liquidity modeling

Page 10: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

profit

loss

market risk

liquidity risk “+”

?

Conceptual issues in liquidity modeling

Page 11: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

Paths of market risk drivers (interest rates, stock returns, implied volatility surfaces,…)

probability of paths

joint scenario of N risk drivers probability of joint scenario

Market risk as Fully Flexible Probabilities (FFP)

Page 12: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

Paths of market risk drivers (interest rates, stock returns, implied volatility surfaces,…)

probability of paths

Market P&L of each security

Market risk as Fully Flexible Probabilities (FFP)

Page 13: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

Paths of market risk drivers (interest rates, stock returns, implied volatility surfaces,…)

probability of paths

Market P&L of each security

Market P&L of portfolio

market risk

profit

loss

Market risk as Fully Flexible Probabilities (FFP)

Page 14: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

Liquidity adjustment depends on - market conditions - liquidation policy

Market-dependent corrections (VIX, liquidity indices,…)

Liquidity as market impact

Literature on market impact

Liquidity adjustment of portfolio

Page 15: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

liquidity risk

market risk “+” =

portfolio total P&L

market risk P&L

liquidity risk adjustment

Total risk = market + liquidity

Page 16: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

liquidity risk

market risk “+” =

portfolio total P&L

market risk P&L

liquidity risk adjustment

Total P&L distribution = mixture of bells with different centers and widths

Total risk = market + liquidity

Page 17: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

liquidity risk

market risk “+” =

portfolio total P&L

market risk P&L

liquidity risk adjustment

Total P&L distribution = mixture of bells with different centers and widths

Illiquidity score

Illiquidity score

Tail risk

Page 18: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

liquidity risk

market risk “+” =

portfolio total P&L

market risk P&L

liquidity risk adjustment

Market-Liquidity risk decomposition

Marginal contributions

Page 19: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk

liquidity risk

market risk “+” =

portfolio total P&L

market risk P&L

liquidity risk adjustment

Market-Liquidity risk decomposition

Marginal contributions

Page 20: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies

Page 21: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies

Page 22: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies

Page 23: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies

Page 24: Fully Integrated Liquidity- and Market-Risk Model · Liquidity-, Funding- and Market-Risk Case studies . Attilio Meucci Liquidity-, Funding- and Market-Risk Case studies . Attilio

Attilio Meucci Liquidity-, Funding- and Market-Risk References

PUBLISHED: Financial Analyst Journal, November 2012

STUDY IT: http://symmys.com/node/350 (white papers and code)

DO IT: Advanced Risk and Portfolio Management® Bootcamp www.symmys.com/arpm-bootcamp


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