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The Case Of The
Plucky Promise
Can Enterprise Risk
Management really deliver
the goods?
Enterprise Risk Management
•  Structured process for the management of all risks
•  Lots of ideas about how to make it work
•  Are they real solutions or just snake oil?
Purported benefits
•  Fewer surprises
•  More efficient deployment of resources
•  Improved chance of achieving goals
ü  “Risk management is the Army’s principal risk-reduction process to
protect the force. Our goal is to make risk management a routine part of
planning and executing operational missions.” Chief of Staff, Army, 1995
Implementation challenges
•  Effectiveness of program based on judgment
ü  Human judgment can be faulty
ü  Management has ability to override ERM decisions
•  Application of risk management concepts relatively
new to most areas
•  Risk management decisions/controls subject to
relative costs and benefits
•  Tolerance for risk not uniform throughout
organization
And the fine print . . .
•  No guarantee of success
•  Only able to provide “reasonable assurance”
•  Misalignment of incentives is likely
Built-in conflict
Business Management
•  Customer is king
•  Achieve performance targets
•  Maximize volume & revenue
Risk Management
•  Deviation from plan
•  Minimize losses & errors
Improve your odds of success
1.  Focus on empirical solutions
2.  Don’t just tell people to manage their risks
•  Provide risk assessment training and analytical tools to
help business managers evaluate risks as part of their day-
to-day decision-making process
3.  Learn how to talk about uncertainty and risk
Focus on empirical solutions
Worse Better
Soft methods
used but are not
counted on by
management.
Management
intuition drives
assessment and
mitigation strategies.
No formal risk
management
attempted.
Quantitative models
built. Scope of risk
management expands to
include more risks.
Ineffective methods
used with great
confidence. No
objective, measurable
evidence that
improves on
intuition.
Quantitative models
built. All inputs
validated with proven
statistical methods.
Additional empirical
methods used where
optimal.
Risk assessment methods
Expert
Intuition
Expert
Audit
Risk
Mapping
Weighted
Scores
Traditional
Financial
Analysis
Probabilistic
Models
Key risk language skills
•  It’s better to be precise than ambiguous about
what you don’t know
•  Scales using verbal descriptions create an
“illusion of communication”
•  Most people are “catastrophically overconfident” in
their ability to make predictions.
ü  But with training, most people can become more accurate
Color	
  Code	
  Methodology	
  for	
  Ranking	
  Residual	
  Risk	
  
Green	
   Assessed	
  levels	
  of	
  residual	
  risk	
  on	
  a	
  forward-­‐looking	
  basis	
  for	
  all	
  iden4fied	
  poten4al	
  occurrences	
  are	
  fully	
  within	
  	
  
management	
  tolerance	
  	
  levels	
  when	
  all	
  mi4ga4ng	
  ac4vi4es	
  are	
  considered.	
  
Green-­‐Yellow	
   Certain	
  iden4fied	
  residual	
  risks	
  are	
  outside	
  	
  management	
  	
  tolerance	
  	
  at	
  the	
  present	
  4me	
  given	
  current	
  mi4ga4ng	
  
ac4vi4es.	
  The	
  total	
  levels	
  of	
  residual	
  risk	
  present	
  a	
  minimal	
  	
  threat	
  to	
  jeopardize	
  the	
  goals	
  and	
  objec4ves	
  of	
  the	
  
Company	
  and	
  mi4ga4on	
  plans	
  must	
  be	
  in	
  the	
  process	
  of	
  being	
  implemented	
  in	
  order	
  to	
  lower	
  excessive	
  residual	
  
risks	
  to	
  tolerable	
  levels	
  within	
  a	
  short	
  period	
  of	
  4me	
  not	
  to	
  exceed	
  two	
  quarters.	
  
Yellow	
   Certain	
  iden4fied	
  residual	
  risks	
  are	
  outside	
  	
  management	
  	
  tolerance	
  	
  at	
  the	
  present	
  4me	
  given	
  current	
  mi4ga4ng	
  
ac4vi4es.	
  	
  There	
  may	
  be	
  more	
  numerous	
  iden4fied	
  risks	
  than	
  lower	
  ra4ngs	
  or	
  the	
  poten4al	
  consequences	
  may	
  be	
  
greater	
  if	
  any	
  single	
  or	
  group	
  of	
  events	
  occurs.	
  The	
  total	
  levels	
  of	
  residual	
  risk	
  are	
  more	
  than	
  minimal	
  	
  but	
  s4ll	
  not	
  
likely	
  to	
  jeopardize	
  the	
  goals	
  and	
  objec4ves	
  of	
  the	
  Company.	
  Mi4ga4on	
  plans	
  must	
  be	
  in	
  the	
  process	
  of	
  being	
  
implemented	
  in	
  order	
  to	
  lower	
  any	
  excessive	
  residual	
  risks	
  to	
  tolerable	
  levels	
  within	
  a	
  reasonable	
  period	
  of	
  4me	
  
not	
  to	
  exceed	
  four	
  quarters.	
  
Yellow-­‐Red	
   The	
  residual	
  risk	
  of	
  a	
  given	
  category	
  aDer	
  accoun4ng	
  for	
  all	
  mi4ga4ng	
  ac4vi4es	
  is	
  significantly	
  outside	
  	
  
management	
  tolerance	
  	
  levels.	
  Iden4fied	
  risks	
  have	
  a	
  reasonable	
  probability	
  of	
  occurring,	
  which	
  would	
  jeopardize	
  
the	
  goals	
  and	
  objec4ves	
  of	
  the	
  Company.	
  Proposed	
  mi4ga4on	
  ac4vi4es	
  are	
  either	
  inadequate	
  	
  or	
  would	
  not	
  
reduce	
  residual	
  risk	
  within	
  an	
  acceptable	
  4meframe;	
  however	
  expected	
  loss	
  is	
  not	
  imminent	
  and	
  4me	
  is	
  expected	
  
to	
  be	
  adequate	
  to	
  address	
  iden4fied	
  residual	
  risks	
  prior	
  to	
  any	
  likely	
  occurrence.	
  
Red	
   The	
  residual	
  risk	
  of	
  a	
  given	
  category	
  aDer	
  accoun4ng	
  for	
  all	
  mi4ga4ng	
  ac4vi4es	
  is	
  significantly	
  outside	
  of	
  
management	
  tolerance	
  	
  levels.	
  Iden4fied	
  risks	
  have	
  a	
  substan4al	
  probability	
  of	
  occurrence	
  which	
  would	
  
jeopardize	
  the	
  goals	
  and	
  objec4ves	
  of	
  Company.	
  Proposed	
  mi4ga4on	
  ac4vi4es	
  are	
  either	
  inadequate	
  	
  or	
  would	
  
not	
  reduce	
  residual	
  risk	
  within	
  an	
  acceptable	
  4meframe	
  and	
  there	
  is	
  a	
  substan4al	
  probability	
  that	
  an	
  iden4fied	
  
residual	
  risk	
  will	
  occur	
  prior	
  to	
  the	
  implementa4on	
  of	
  a	
  mi4ga4on	
  strategy	
  sufficient	
  to	
  lower	
  the	
  overall	
  risk	
  to	
  a	
  
degree	
  consistent	
  with	
  acceptable	
  management	
  tolerance	
  levels.	
  
Ambiguity not cure for uncertainty
Dangers of relying on intuition
and experience
•  Based on nonrandom, nonscientific sample of
events throughout our lifetime.
•  Memory-based; selective
•  Conclusions can include errors
•  Inconsistent in how we apply memory
Focus on empirical solutions
Worse Better
Soft methods
used but are not
counted on by
management.
Management
intuition drives
assessment and
mitigation strategies.
No formal risk
management
attempted.
Quantitative models
built. Scope of risk
management expands to
include more risks.
Ineffective methods
used with great
confidence. No
objective, measurable
evidence that
improves on
intuition.
Quantitative models
built. All inputs
validated with proven
statistical methods.
Additional empirical
methods used where
optimal.
That’s why
Risk modeling methodologies
•  Probabilistic risk analysis (engineering)
ü  Monte Carlo simulation
ü  Markov chains
ü  Regression
•  Qualitative methods (finance, insurance, psychology)
ü  Decomposition
ü  Option theory
ü  Correlations
ü  Bayesian analysis
ü  Value of information
But we’re different –
that won’t work here
•  Your risk measurement problems are not unique
•  You probably have more data than you think
•  You probably need less data than you think
•  Getting more data is probably more economical than you
think
•  You probably need completely different data than you think
Want to improve your odds of
launching a successful ERM
program?
info@eRiskAnalytics.com

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The Case of the Plucky Promise

  • 1. The Case Of The Plucky Promise Can Enterprise Risk Management really deliver the goods?
  • 2. Enterprise Risk Management •  Structured process for the management of all risks •  Lots of ideas about how to make it work •  Are they real solutions or just snake oil?
  • 3. Purported benefits •  Fewer surprises •  More efficient deployment of resources •  Improved chance of achieving goals ü  “Risk management is the Army’s principal risk-reduction process to protect the force. Our goal is to make risk management a routine part of planning and executing operational missions.” Chief of Staff, Army, 1995
  • 4. Implementation challenges •  Effectiveness of program based on judgment ü  Human judgment can be faulty ü  Management has ability to override ERM decisions •  Application of risk management concepts relatively new to most areas •  Risk management decisions/controls subject to relative costs and benefits •  Tolerance for risk not uniform throughout organization
  • 5. And the fine print . . . •  No guarantee of success •  Only able to provide “reasonable assurance” •  Misalignment of incentives is likely
  • 6. Built-in conflict Business Management •  Customer is king •  Achieve performance targets •  Maximize volume & revenue Risk Management •  Deviation from plan •  Minimize losses & errors
  • 7. Improve your odds of success 1.  Focus on empirical solutions 2.  Don’t just tell people to manage their risks •  Provide risk assessment training and analytical tools to help business managers evaluate risks as part of their day- to-day decision-making process 3.  Learn how to talk about uncertainty and risk
  • 8. Focus on empirical solutions Worse Better Soft methods used but are not counted on by management. Management intuition drives assessment and mitigation strategies. No formal risk management attempted. Quantitative models built. Scope of risk management expands to include more risks. Ineffective methods used with great confidence. No objective, measurable evidence that improves on intuition. Quantitative models built. All inputs validated with proven statistical methods. Additional empirical methods used where optimal.
  • 10. Key risk language skills •  It’s better to be precise than ambiguous about what you don’t know •  Scales using verbal descriptions create an “illusion of communication” •  Most people are “catastrophically overconfident” in their ability to make predictions. ü  But with training, most people can become more accurate
  • 11. Color  Code  Methodology  for  Ranking  Residual  Risk   Green   Assessed  levels  of  residual  risk  on  a  forward-­‐looking  basis  for  all  iden4fied  poten4al  occurrences  are  fully  within     management  tolerance    levels  when  all  mi4ga4ng  ac4vi4es  are  considered.   Green-­‐Yellow   Certain  iden4fied  residual  risks  are  outside    management    tolerance    at  the  present  4me  given  current  mi4ga4ng   ac4vi4es.  The  total  levels  of  residual  risk  present  a  minimal    threat  to  jeopardize  the  goals  and  objec4ves  of  the   Company  and  mi4ga4on  plans  must  be  in  the  process  of  being  implemented  in  order  to  lower  excessive  residual   risks  to  tolerable  levels  within  a  short  period  of  4me  not  to  exceed  two  quarters.   Yellow   Certain  iden4fied  residual  risks  are  outside    management    tolerance    at  the  present  4me  given  current  mi4ga4ng   ac4vi4es.    There  may  be  more  numerous  iden4fied  risks  than  lower  ra4ngs  or  the  poten4al  consequences  may  be   greater  if  any  single  or  group  of  events  occurs.  The  total  levels  of  residual  risk  are  more  than  minimal    but  s4ll  not   likely  to  jeopardize  the  goals  and  objec4ves  of  the  Company.  Mi4ga4on  plans  must  be  in  the  process  of  being   implemented  in  order  to  lower  any  excessive  residual  risks  to  tolerable  levels  within  a  reasonable  period  of  4me   not  to  exceed  four  quarters.   Yellow-­‐Red   The  residual  risk  of  a  given  category  aDer  accoun4ng  for  all  mi4ga4ng  ac4vi4es  is  significantly  outside     management  tolerance    levels.  Iden4fied  risks  have  a  reasonable  probability  of  occurring,  which  would  jeopardize   the  goals  and  objec4ves  of  the  Company.  Proposed  mi4ga4on  ac4vi4es  are  either  inadequate    or  would  not   reduce  residual  risk  within  an  acceptable  4meframe;  however  expected  loss  is  not  imminent  and  4me  is  expected   to  be  adequate  to  address  iden4fied  residual  risks  prior  to  any  likely  occurrence.   Red   The  residual  risk  of  a  given  category  aDer  accoun4ng  for  all  mi4ga4ng  ac4vi4es  is  significantly  outside  of   management  tolerance    levels.  Iden4fied  risks  have  a  substan4al  probability  of  occurrence  which  would   jeopardize  the  goals  and  objec4ves  of  Company.  Proposed  mi4ga4on  ac4vi4es  are  either  inadequate    or  would   not  reduce  residual  risk  within  an  acceptable  4meframe  and  there  is  a  substan4al  probability  that  an  iden4fied   residual  risk  will  occur  prior  to  the  implementa4on  of  a  mi4ga4on  strategy  sufficient  to  lower  the  overall  risk  to  a   degree  consistent  with  acceptable  management  tolerance  levels.   Ambiguity not cure for uncertainty
  • 12. Dangers of relying on intuition and experience •  Based on nonrandom, nonscientific sample of events throughout our lifetime. •  Memory-based; selective •  Conclusions can include errors •  Inconsistent in how we apply memory
  • 13. Focus on empirical solutions Worse Better Soft methods used but are not counted on by management. Management intuition drives assessment and mitigation strategies. No formal risk management attempted. Quantitative models built. Scope of risk management expands to include more risks. Ineffective methods used with great confidence. No objective, measurable evidence that improves on intuition. Quantitative models built. All inputs validated with proven statistical methods. Additional empirical methods used where optimal. That’s why
  • 14. Risk modeling methodologies •  Probabilistic risk analysis (engineering) ü  Monte Carlo simulation ü  Markov chains ü  Regression •  Qualitative methods (finance, insurance, psychology) ü  Decomposition ü  Option theory ü  Correlations ü  Bayesian analysis ü  Value of information
  • 15. But we’re different – that won’t work here •  Your risk measurement problems are not unique •  You probably have more data than you think •  You probably need less data than you think •  Getting more data is probably more economical than you think •  You probably need completely different data than you think
  • 16. Want to improve your odds of launching a successful ERM program? info@eRiskAnalytics.com