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More Accurate Measurement for Enhanced
Control: VaR vs ES?
A Regulatory Driven Systemic Risk
Paris, February 19th, 2016
Authors:
Dominique Guégan
Bertrand Hassani
Disclaimer: The opinions, ideas and approaches expressed or presented are those of the author and do not necessarily reflect Santander’s position. As a
result, Santander cannot be held responsible for them. The values presented are just illustrations and do not represent Santander losses.
Copyright: ALL RIGHTS RESERVED. This presentation contains material protected under International Copyright Laws and Treaties. Any unauthorized
reprint or use of this material is prohibited. No part of this presentation may be reproduced or transmitted in any form or by any means, electronic or
mechanical, including photocopying, recording, or by any information storage and retrieval system without express written permission from the author.
2
Risk Measurements and Control
KEY REGULATORS AND SUPERVISORS
Fed
OCC
European level
Bundesbank
Global level
Narodowy Bank
Polski
BCB
BISIASB
FDIC
CNBV
SEC
FSB
EBA ESMA EIOPA ECBEC
PRA
CNMV
BdE
FCA
Regulatory environment considered
3
Risk Measurements and Control
Regulatory Statements
• Risk Measures in the Regulation:
• Market Risk: VaR 95% historical or Guassian (traditionally). Moving toward Expected Shortfall
• Credit Risk: Percentile at 99% used. LGD is an expected shortfall (spectrum). Usually a logistic regression for the
Probability of Default.
• Counterparty: Expected Positive Exposure (EPE). Gaussian assumption.
• Operational Risk: VaR at 99.9% for the regulatory capital and 99.95-8 for the economic capital. Any distribution could be
used.
• Stress Testing: Stress VaR, etc. A lot more latitude though?
• False Statements?
• Stability of the risk measures when data are not stationary?
• Data sets selected? 5y, 10y?
• VaR non sub-additive – ES sub-additive?
• VaR not capturing tail information?
• Empirical distribution not conservative enough?
4
Risk Measurements and Control
1. For a single kind of risk (univariate): the choice of the level of confidence is not determining, while the
distribution is….?
2. For multiple kind of risks (multivariate): for which combination of distributions is the sub-additivity property
fulfilled ?
• Are the model reliable to evaluate these risk measures?
3. Given that each risk may be modelled considering different distributions and using different confidence
level for the risk measure, what is the impact of the non sub-additivity?
4. Is that more efficient in terms of risk management to measure the risk and then build a capital buffer or to
adjust the risk taken considering the capital we have? (Inverse problem)
5. The previous points are all based on uni-modal parametric distributions, what is the impact of using
multimodal distributions in terms of risk measurement and management?
• How can we combine the various risk to obtain a holistic metric?
• Can we combine various risk measure evaluated at different confidence level?
Problematic
Does the concept of risk measure as we know it really exist?
5
Risk Measurements and Control
Experimentation
• Distributions
• Empirical, lognormal, Weibull, GPD, GH, Alpha-stable, GEV
• Parameterization: MLE, Hill, Block Maxima
• Goodness-of-fit: KS, AD
• Risk Measures
• ES
• VaR
• Spectral
• Distortion
• Data
• Market data (Dow Jones)
• Operational Risk data (EDPM)
6
Risk Measurements and Control
Parameters
Table 1
09-14
Table 2
09-11
Table 3
12-14
7
Risk Measurements and Control
VaR vs ES?
Table 1
09-14
Table 2
09-11
Table 3
12-14
Univariate Risk Measures - This table exhibits the VaRs and ESs for the height types of distributions considered - empirical,
lognormal, Weibull, GPD, GH, -stable, GEV and GEV fitted on a series of maxima - for five confidence level (90%, 95%,
97.5%, 99% and 99.9%) evaluated on the period 2009-2014.
8
Risk Measurements and Control
Spectral Conundrum……… VaR(X + Y) vs VaR(X) + VaR(Y)
Gaussian BenchmarkGPD Weibull
Alpha-Stable GEV lognormal Weibull
VaR(X+Y)
VaR(X) + VaR(Y)
9
Risk Measurements and Control
With value…..
10
Risk Measurements and Control
0 100 200 300 400 500 600
0.000.050.100.15
LogNormal PDF Distortion Illustration
x
Fn(x)
Distortion Risk Measures
0 200 400 600 800 1000
0e+001e-062e-063e-06
EPDF Distortion Spectrum
x
Fn(x)
Impact on a parametric
distribution
Impact on non-
parametric distribution
11
Risk Measurements and Control
Interesting Behaviour
12
Risk Measurements and Control
Conclusions
• The problem should be discussed in its entirety:
• Risk Measure, Distribution, Estimation, Numerical error, level of confidence should be treated as a single
polymorphic organism
• Complete mis-alignement between Risk Management and Capital Calculations
• Capital calculation: buffer to face materialisation of risk- therefore we assume it happened, the risk measure is a
limit
• Risk Management: try to prevent and mitigate, therefore the risk measure represents an exposure
• The wrong regulation leads to a dreadful systemic risk:
• All the bank adopting the same methodology leads in case of failure to a domino effect
• The current regulation prevents the construction of a hollistic approach
This project has received funding from the European Union’s
Seventh Framework Programme for research, technological
development and demonstration under grant agreement n° 320270
www.syrtoproject.eu
This document reflects only the author’s views.
The European Union is not liable for any use that may be made of the information contained therein.

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Regulation: More accurate measurements for control enhancements

  • 1. More Accurate Measurement for Enhanced Control: VaR vs ES? A Regulatory Driven Systemic Risk Paris, February 19th, 2016 Authors: Dominique Guégan Bertrand Hassani Disclaimer: The opinions, ideas and approaches expressed or presented are those of the author and do not necessarily reflect Santander’s position. As a result, Santander cannot be held responsible for them. The values presented are just illustrations and do not represent Santander losses. Copyright: ALL RIGHTS RESERVED. This presentation contains material protected under International Copyright Laws and Treaties. Any unauthorized reprint or use of this material is prohibited. No part of this presentation may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or by any information storage and retrieval system without express written permission from the author.
  • 2. 2 Risk Measurements and Control KEY REGULATORS AND SUPERVISORS Fed OCC European level Bundesbank Global level Narodowy Bank Polski BCB BISIASB FDIC CNBV SEC FSB EBA ESMA EIOPA ECBEC PRA CNMV BdE FCA Regulatory environment considered
  • 3. 3 Risk Measurements and Control Regulatory Statements • Risk Measures in the Regulation: • Market Risk: VaR 95% historical or Guassian (traditionally). Moving toward Expected Shortfall • Credit Risk: Percentile at 99% used. LGD is an expected shortfall (spectrum). Usually a logistic regression for the Probability of Default. • Counterparty: Expected Positive Exposure (EPE). Gaussian assumption. • Operational Risk: VaR at 99.9% for the regulatory capital and 99.95-8 for the economic capital. Any distribution could be used. • Stress Testing: Stress VaR, etc. A lot more latitude though? • False Statements? • Stability of the risk measures when data are not stationary? • Data sets selected? 5y, 10y? • VaR non sub-additive – ES sub-additive? • VaR not capturing tail information? • Empirical distribution not conservative enough?
  • 4. 4 Risk Measurements and Control 1. For a single kind of risk (univariate): the choice of the level of confidence is not determining, while the distribution is….? 2. For multiple kind of risks (multivariate): for which combination of distributions is the sub-additivity property fulfilled ? • Are the model reliable to evaluate these risk measures? 3. Given that each risk may be modelled considering different distributions and using different confidence level for the risk measure, what is the impact of the non sub-additivity? 4. Is that more efficient in terms of risk management to measure the risk and then build a capital buffer or to adjust the risk taken considering the capital we have? (Inverse problem) 5. The previous points are all based on uni-modal parametric distributions, what is the impact of using multimodal distributions in terms of risk measurement and management? • How can we combine the various risk to obtain a holistic metric? • Can we combine various risk measure evaluated at different confidence level? Problematic Does the concept of risk measure as we know it really exist?
  • 5. 5 Risk Measurements and Control Experimentation • Distributions • Empirical, lognormal, Weibull, GPD, GH, Alpha-stable, GEV • Parameterization: MLE, Hill, Block Maxima • Goodness-of-fit: KS, AD • Risk Measures • ES • VaR • Spectral • Distortion • Data • Market data (Dow Jones) • Operational Risk data (EDPM)
  • 6. 6 Risk Measurements and Control Parameters Table 1 09-14 Table 2 09-11 Table 3 12-14
  • 7. 7 Risk Measurements and Control VaR vs ES? Table 1 09-14 Table 2 09-11 Table 3 12-14 Univariate Risk Measures - This table exhibits the VaRs and ESs for the height types of distributions considered - empirical, lognormal, Weibull, GPD, GH, -stable, GEV and GEV fitted on a series of maxima - for five confidence level (90%, 95%, 97.5%, 99% and 99.9%) evaluated on the period 2009-2014.
  • 8. 8 Risk Measurements and Control Spectral Conundrum……… VaR(X + Y) vs VaR(X) + VaR(Y) Gaussian BenchmarkGPD Weibull Alpha-Stable GEV lognormal Weibull VaR(X+Y) VaR(X) + VaR(Y)
  • 9. 9 Risk Measurements and Control With value…..
  • 10. 10 Risk Measurements and Control 0 100 200 300 400 500 600 0.000.050.100.15 LogNormal PDF Distortion Illustration x Fn(x) Distortion Risk Measures 0 200 400 600 800 1000 0e+001e-062e-063e-06 EPDF Distortion Spectrum x Fn(x) Impact on a parametric distribution Impact on non- parametric distribution
  • 11. 11 Risk Measurements and Control Interesting Behaviour
  • 12. 12 Risk Measurements and Control Conclusions • The problem should be discussed in its entirety: • Risk Measure, Distribution, Estimation, Numerical error, level of confidence should be treated as a single polymorphic organism • Complete mis-alignement between Risk Management and Capital Calculations • Capital calculation: buffer to face materialisation of risk- therefore we assume it happened, the risk measure is a limit • Risk Management: try to prevent and mitigate, therefore the risk measure represents an exposure • The wrong regulation leads to a dreadful systemic risk: • All the bank adopting the same methodology leads in case of failure to a domino effect • The current regulation prevents the construction of a hollistic approach
  • 13. This project has received funding from the European Union’s Seventh Framework Programme for research, technological development and demonstration under grant agreement n° 320270 www.syrtoproject.eu This document reflects only the author’s views. The European Union is not liable for any use that may be made of the information contained therein.