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Risk management
       A management perspective




mercredi 28 avril 2010
Plan
         What is risk ?
         Risk Governance
         Risk management
         Risk and culture
         Risk taxonomy
         Risk Metrics
         Wrap-up


mercredi 28 avril 2010
Introduction
       What is risk ?

mercredi 28 avril 2010
A definition of risk


           Pb(event) x impact




mercredi 28 avril 2010
Risk has two meanings

           In English, Risk is an umbrella
           term, with two varieties:
                opportunity which is a risk
                with positive effects
                threat which is a risk with
                negative effects




                                              Hillson(2001)
mercredi 28 avril 2010
Risk is not uncertainty

           Risk refers to situations where the decision-maker can
           assign mathematical probabilities to the randomness
           which he is faced with.
           Uncertainty refers to situations when this randomness
           "cannot" be expressed in terms of specific mathematical
           probabilities.




                                                     Knight, Frank H. (1921)
mercredi 28 avril 2010
Risk and uncertainty

           The terms risk and uncertainty have become interchangeable,
           and one can often be found in the description of the other.

           Risk and uncertainty will be
           defined and used
           accordingly as separate
           issues of the same complex
           phenomena, that of hazard
           management.



                                                              Beck(1986)
mercredi 28 avril 2010
Risk is formal

           Risk can be considered as
           a systematic way of dealing with hazards.
           If it is assumed that there is uncertainty associated with
           any prediction of a hazard occurring, then there is only
           uncertainty because there is only ever a prediction of the
           likely occurrence.




                                                                 Beck(1986)
mercredi 28 avril 2010
Uncertainty is not risk
           By uncertain knowledge, (...) I do
           not mean merely to distinguish
           what is known for certain from
           what is only probable.
           uncertainty is present when there
           is no scientific basis on which to
           form any calculable probability
           whatever.
                We simply do not know.


                                                Keynes(1937)
mercredi 28 avril 2010
Risk and probability

           The very assignment of numerical probabilities - even    if
           subjective - implies that it represents choice under
           "risk"
                These probabilities are merely expressions of what is
                ultimately amorphous belief and thus may seem more
                like "uncertainty".



                                                                Savage(1954)
mercredi 28 avril 2010
Risk is about outcomes

           Risk is the probability that an
           event will occur.
           In epidemiology, it is most
           often used to express the
           probability that a particular
           outcome will occur following a
           particular exposure.



                                             Last JM, (2001)
mercredi 28 avril 2010
What is the problem ?

           Risk is an old concept, classically measured as a product
           of outcome, usually negative, and a measure of
           uncertainty, such as probability, balancing bad, but
           unlikely, outcomes with less bad but more frequent ones.
           The problems arise in defining
                what one means by an outcome and
                how one assesses the probabilities.



                                                              Hudson(2003)
mercredi 28 avril 2010
Risk Management


                                Risk
 Utility




                             management    RISK




      0                      time
mercredi 28 avril 2010
A more complete definition



         R!              (E,A,!)
                          "
mercredi 28 avril 2010
E : element at risk
                Element (asset, process, system, etc.) or group of
                elements that have an expected utility (u) for a given
                period of time (Δt) in a finite space (s)
           A : Hazard (real, foreseeable or perceived)
                Event or sequence of events resulting from the
                exploitation of a vulnerability (ψ) of an element at risk
                (E) which can cause a dammage (δ) which results in a
                reduction of the expected utility (u) for a given period of
                time (Δt) in a finite space (s)
           ψ : vulnerability
                Fragility (relative) of an element at risk (E) to a hazard (A)


mercredi 28 avril 2010
θ : resilience
                Capacity of an element at risk (E) to overcome a hazard
                (A) by minimizing damages (δ) or by using adversity as
                a catalyst for improvement. It is linked to organisational
                maturity
           δ: damage (real, foreseen or perceived)
                Reduction of the expected utility (u) of an element at
                risk (E) by a hazard (A)
           t : time
           s: space



mercredi 28 avril 2010
The risk triangle




                                     Da
                                      ma
                               ity


                                        ge
                              bil




                                          or
                           ra


                                Risk
                         lne




                                           im
                         Vu




                                (E,t,s)
                                             pa
                                               ct
                          Ha z a rd or t hre at
mercredi 28 avril 2010
Risk governance
       A management perspective


mercredi 28 avril 2010
Ecosystemic view
        • A system formed by an ecological community and its environment that
            functions as a unit.
        •   The interconnectedness of organisms (plants, animals, microbes) with
            each other and their environment.




                                                               http://
                                                               www.neok12.com/
                                                               php/watch.php?




mercredi 28 avril 2010
Governance structure
  Executive                 Corporate
                            directors       supports


    Strategic               Governance
                             comitee         directs


     Tactical               Management
                              comitee       manages


     Operational            Professionals



mercredi 28 avril 2010
mercredi 28 avril 2010
Role of the Board of
       directors
           Management    Stockholders    Employees


                          Board of
                          directors

                                              Other
           Lenders        Suppliers     stakeholders


mercredi 28 avril 2010
Roles and responsibilities

           Mission statement and
           values
           Sets culture and normative
           framework
           Arbitrage
           Exercises authority




mercredi 28 avril 2010
Subsidiarity
           Responsability for actions must be alloted to the smallest
           possible entity that can resolve it
                Decision making as close as possible to the end-user
                or customer
                Act locally: responsabilize the actors
                Empower local competencies and decentralize




mercredi 28 avril 2010
Risk governance
       Basic ethical principles


mercredi 28 avril 2010
Due diligence

           Organisations need to
           demonstrate that they are
           being diligent
           They need to be able to
           demonstrate that they have
           in place formal processes to
           ensure that risks are known
           and managed




mercredi 28 avril 2010
Precaution
           When there is the possibility, event if unlikely, that hazards
           may cause grave or irreversible dammages, the absence
           of absolute scientific certitude can not become a pretext
           to avoid taking actions to prevent the degredation of the
           situation
              Contrary to rational theory, precausion justifies taking
              decisions in cases of incomplete information to avoid
              irreversable damages.
              It justifies non optimal solutions that may satisfy all
              parties (minimum regrets)




mercredi 28 avril 2010
Continuous improvement
   Deming’s wheell approach
   Recurrence feedback loops
   Evolution of solutions aligned with
   the availability of ressources




mercredi 28 avril 2010
Evaluation
           Must determine, a priori:
              Objectives
              Follow-up parameters
              Control and corrective action plans
              A space for all stakeholders to review information
           Finality:
              Create mecanisms that allow the conversion of data
              into usefull planning information




mercredi 28 avril 2010
Risk Management
            Formal processes


mercredi 28 avril 2010
IPMa process

           Identify risks



                            IPMa
           Prioritize
           Mobiize
           ressources
           Audit


mercredi 28 avril 2010
Qualitative or Quantitative ?
           In the absence of solid historical data, all data is subjective.
           Sources of historical data:
                Past events, hazards and incidents in the organization
                Data from similar organizations
                Regulatory bodies
                Gartner group, IDC, Forester Research and litterature
                Standards (ITU, ISO, IEEE)


mercredi 28 avril 2010
Scenario based risk mgmt
           Using scenarios is the most ‘human sensitive’ approach to
           risk management
                it’s simpler to get people to tell you a story
                What if ...
                Then ...
                This would result in ...
                But, we could do ... to prevent it or to reduce it’s impacts.



mercredi 28 avril 2010
Incidents are central
           Using past incidents is a key to risk management
                Quantitative data finds it’s source in historical data
                It is a chance to improve
           individuals has to feel that they can, and must, report
           incidents
                Management has to support this
           A risk registry, or journal, serves this purpose



mercredi 28 avril 2010
IPM process

           Identify
                Hazards
                Vulnerabilities
                Damages
           Prioritize
           Mobilize ressources



mercredi 28 avril 2010
Cognitive processes
           The cognitive operations of individual decision makers
           involved on decisions about risk are (in order) :
                Identify the scenarios to consider
                Predict the consequences for each scenario and
                estimate their likelyhood
                Identify the variables susceptible to influence utility and
                ajust them to account for the context
                Evaluate the probabilities to assign to contexts that
                have been retained
                Apply a decisional strategy
mercredi 28 avril 2010
L
                         i
                              Transfer    Avoid
                         k      risk       risk
                         e
                         li
                         h
                         o    Accept     Mitigate
                         o     risk        risk
                         d

                              D a m a g e s

mercredi 28 avril 2010
L
                         i    Transfer
                                risk         Avoid
                         k
                                              risk
                         e
                         li
                         h     Accept
                                risk         Mitigate
                         o
                                               risk
                         o
                         d
                                   Tolerate risks

                              D a m a g e s

mercredi 28 avril 2010
Biaises that may affect
       decision makers
           Errors in reasoning
           Cognitive dissonances
           Heuristics
           Cultural variations
           Limitis of vigilance




mercredi 28 avril 2010
Methodologies

           Several are available
           All have their limitations
                Choice of variables
                Scientificity
                Validity (internal and external)
           Must consider maturity



mercredi 28 avril 2010
Risk Management Framework
           An integrated risk framework allows organisation to
           integrate all the organisational, regulatory and scientific
           requirements in a cyclical approach (continuous
           improvement).
           Should include:
                Business processes

                Standard Operating Procedures

                A governance model

                Risk awareness, education & training programs

                Workflow management tool (software)
mercredi 28 avril 2010
Change management
           Implementing a RMF is a Change management problem
           five (5) stages of change
                Denial
                Resistance
                Decompensation
                Resignation
                Integration


mercredi 28 avril 2010
How to facilitate change ?

           Education, training
           Setting normative factors
           Rationalization
           Consensus
           Other (dictatorship, coersion,esoteric)




mercredi 28 avril 2010
Risk and culture
            Risk, culture, perception and subjectivity


mercredi 28 avril 2010
Risk, culture and perception
           According to one cultural theory, people choose what to fear
           as a way to defend their way of life.
                The theory hypothesizes that adherents of a hierarchical
                culture will approve of technology, provided it is certified as
                safe by their experts.
                     Competitive individualists will view risk as opportunity
                     and, hence, be optimistic about technology.
                     And egalitarians will view technology as part of the
                     apparatus by which corporate capitalism maintains
                     inequalities that harm society and the natural
                     environment.                                 Widavsky (2002)
mercredi 28 avril 2010
Difficulty to assess risk

           Risk is not always easy to assess, since the probability of
           occurrence and the consequence of occurrence are
           usually not directly measurable parameters and must be
           estimated by statistical or other procedures.
           Risk constitutes a lack of knowledge of future events.
           Typically, future events (or outcomes) that are favorable
           are called opportunities, whereas unfavorable events are
           called risks. Another element of risk is its cause.



                                                             Kerzner, H. (2003)
mercredi 28 avril 2010
Risk tolerance
           Risk tolerance looks at acceptable/unacceptable
           deviations from what is expected.
           In financial investments, The extent to wish an investor is
           willing to accept more risk in exchange for the possibility
           of a higher return.




mercredi 28 avril 2010
Risk appetite

           Where do we feel we should allocate our limited time and
           resources to minimise risk exposures?
           What level of risk exposure requires immediate action?
           What level of risk requires a formal response strategy to
           mitigate the potentially material impact?
           What events have occurred in the past, and at what level
           were they managed?




mercredi 28 avril 2010
Predictable outcomes
           Many activities undertaken by organizations do not have
           predictable outcomes
                One can’t predict the return from a new project, for
                example.

                Occurrence of these types of events can only be described
                in terms of a range of possible outcomes and the likelihood
                or probability of each outcome.

           The lack of predictability of outcomes is referred to as risk.
                The concept of risk does not imply all possible outcomes are
                adverse, only that the precise probabilities of the outcomes
                are unknown.
                                                                       Lewis(2003)
mercredi 28 avril 2010
Distribution of outcomes

           According to classical decision theory, risk is generally
           understood to be the distribution of possible outcomes,
           their likelihood, and their subjective values.
           In project management, this definition can be applied to
           time, cost, performance, and many other influential factors
           in any project that impact these three concerns.




                                          March and Shapira (1987) in Kwak(2005)
mercredi 28 avril 2010
Reference points

           The reference points that
           people use to evaluate risky
           prospects affect risk-taking.
           In this respect, risk tolerance
           is a subjective notion in the
           absence of clear and uniform
           communication and tools for
           risk analysis.



           Kahneman and Taversky (1979) and Taversky and Kahneman (1992) in Kwak(2005)
mercredi 28 avril 2010
Risk taxonomy
       Categories of organisational risks


mercredi 28 avril 2010
Risk categories

           There is an infinite number of categories of risk
           Depends on :
                organisational culture
                legislation
                many other factors




mercredi 28 avril 2010
Risk Taxonomy




mercredi 28 avril 2010
What is needed ?
           For each incident identified, information needs to be
           collected about :
                direct monetary losses caused by the incident
                     Annualized (or aligned on budgetary strategy)
                indirect losses (reputation damage or lost business)
                     with an estimate of the monetary losses resulting
                     from these indirect losses.


                                              Blakley, B., McDermott, E., Geer, D.(2001)
mercredi 28 avril 2010
Risk register


           Dates: As the register is a living document, it is important
           to record the date that risks are identified or modified.
           Optional dates to include are the target and completion
           dates.
           Description of the Risk: A phrase that describes the risk.




                           Project Management Institute Body of Knowledge (PMBOK)
mercredi 28 avril 2010
Risk register
           Risk type (business, project, stage): Classification of the
           risk, business risks relate to delivery of achieved benefits,
           project risks relate to the management of the project such
           as timeframes and resources, stage risks are risks
           associated with a specific stage plan.
           Likelihood of Occurrence: Provides an assessment on
           how likely it is that this risk will occur. Examples of
           classifications are: L-Low (<30%), M-Medium (31-70%),
           H-High (>70%).


                           Project Management Institute Body of Knowledge (PMBOK)
mercredi 28 avril 2010
Risk register

           Severity of effect: Provides an assessment of the impact
           that the occurrence of this risk would have on the project.
           Counter Measures: Action to be taken to prevent, reduce
           or transfer the risk. This may include production of
           contingency plans.
           Owner: Individual responsible for the ensuring this risk is
           appropriately managed and counter measures are
           undertaken.


                           Project Management Institute Body of Knowledge (PMBOK)
mercredi 28 avril 2010
Risk register


           Status: Indicates whether this is a current risk or if risk can
           no longer arise and impact the project. Example
           classifications are: C-current or E-ended.
           Other columns such as quantitative value can also be
           added if appropriate.




                            Project Management Institute Body of Knowledge (PMBOK)
mercredi 28 avril 2010
Risk metrics
        A management perspective


mercredi 28 avril 2010
The use of metrics

           From the governanced based
           risk management perspective:
                Risk assessment
                Continuous improvement
                Evaluation




mercredi 28 avril 2010
Identifying variables

           Metrics are about measurement
           Attributing values to variables
           Values depend on measurement scales
           There are rules on how to use measurement scales
                nominal, ordinal, interval, proportional




mercredi 28 avril 2010
Example of measurement
       scales




mercredi 28 avril 2010
Scientificity and reliability


           Scientific data must meet certain criterias
                trust, repeatable, verifyable
           We must be able to justify the choices we make
                in data and in manipulation (formulas)




mercredi 28 avril 2010
marcandre@leger.ca
     http://www.leger.ca

          Montreal, Quebec, Canada:+1(514)824-6302
           Philadelphia, PA, USA:+1(215)543-6352
             Paris, France: +33.(0)9.77.19.63.02

     LinkedIn: http://www.linkedin.com/in/itriskmgr
             Blog: http://crhoma.org/blogue
mercredi 28 avril 2010

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Risk Mgmt V1 0c

  • 1. Risk management A management perspective mercredi 28 avril 2010
  • 2. Plan What is risk ? Risk Governance Risk management Risk and culture Risk taxonomy Risk Metrics Wrap-up mercredi 28 avril 2010
  • 3. Introduction What is risk ? mercredi 28 avril 2010
  • 4. A definition of risk Pb(event) x impact mercredi 28 avril 2010
  • 5. Risk has two meanings In English, Risk is an umbrella term, with two varieties: opportunity which is a risk with positive effects threat which is a risk with negative effects Hillson(2001) mercredi 28 avril 2010
  • 6. Risk is not uncertainty Risk refers to situations where the decision-maker can assign mathematical probabilities to the randomness which he is faced with. Uncertainty refers to situations when this randomness "cannot" be expressed in terms of specific mathematical probabilities. Knight, Frank H. (1921) mercredi 28 avril 2010
  • 7. Risk and uncertainty The terms risk and uncertainty have become interchangeable, and one can often be found in the description of the other. Risk and uncertainty will be defined and used accordingly as separate issues of the same complex phenomena, that of hazard management. Beck(1986) mercredi 28 avril 2010
  • 8. Risk is formal Risk can be considered as a systematic way of dealing with hazards. If it is assumed that there is uncertainty associated with any prediction of a hazard occurring, then there is only uncertainty because there is only ever a prediction of the likely occurrence. Beck(1986) mercredi 28 avril 2010
  • 9. Uncertainty is not risk By uncertain knowledge, (...) I do not mean merely to distinguish what is known for certain from what is only probable. uncertainty is present when there is no scientific basis on which to form any calculable probability whatever. We simply do not know. Keynes(1937) mercredi 28 avril 2010
  • 10. Risk and probability The very assignment of numerical probabilities - even if subjective - implies that it represents choice under "risk" These probabilities are merely expressions of what is ultimately amorphous belief and thus may seem more like "uncertainty". Savage(1954) mercredi 28 avril 2010
  • 11. Risk is about outcomes Risk is the probability that an event will occur. In epidemiology, it is most often used to express the probability that a particular outcome will occur following a particular exposure. Last JM, (2001) mercredi 28 avril 2010
  • 12. What is the problem ? Risk is an old concept, classically measured as a product of outcome, usually negative, and a measure of uncertainty, such as probability, balancing bad, but unlikely, outcomes with less bad but more frequent ones. The problems arise in defining what one means by an outcome and how one assesses the probabilities. Hudson(2003) mercredi 28 avril 2010
  • 13. Risk Management Risk Utility management RISK 0 time mercredi 28 avril 2010
  • 14. A more complete definition R! (E,A,!) " mercredi 28 avril 2010
  • 15. E : element at risk Element (asset, process, system, etc.) or group of elements that have an expected utility (u) for a given period of time (Δt) in a finite space (s) A : Hazard (real, foreseeable or perceived) Event or sequence of events resulting from the exploitation of a vulnerability (ψ) of an element at risk (E) which can cause a dammage (δ) which results in a reduction of the expected utility (u) for a given period of time (Δt) in a finite space (s) ψ : vulnerability Fragility (relative) of an element at risk (E) to a hazard (A) mercredi 28 avril 2010
  • 16. θ : resilience Capacity of an element at risk (E) to overcome a hazard (A) by minimizing damages (δ) or by using adversity as a catalyst for improvement. It is linked to organisational maturity δ: damage (real, foreseen or perceived) Reduction of the expected utility (u) of an element at risk (E) by a hazard (A) t : time s: space mercredi 28 avril 2010
  • 17. The risk triangle Da ma ity ge bil or ra Risk lne im Vu (E,t,s) pa ct Ha z a rd or t hre at mercredi 28 avril 2010
  • 18. Risk governance A management perspective mercredi 28 avril 2010
  • 19. Ecosystemic view • A system formed by an ecological community and its environment that functions as a unit. • The interconnectedness of organisms (plants, animals, microbes) with each other and their environment. http:// www.neok12.com/ php/watch.php? mercredi 28 avril 2010
  • 20. Governance structure Executive Corporate directors supports Strategic Governance comitee directs Tactical Management comitee manages Operational Professionals mercredi 28 avril 2010
  • 22. Role of the Board of directors Management Stockholders Employees Board of directors Other Lenders Suppliers stakeholders mercredi 28 avril 2010
  • 23. Roles and responsibilities Mission statement and values Sets culture and normative framework Arbitrage Exercises authority mercredi 28 avril 2010
  • 24. Subsidiarity Responsability for actions must be alloted to the smallest possible entity that can resolve it Decision making as close as possible to the end-user or customer Act locally: responsabilize the actors Empower local competencies and decentralize mercredi 28 avril 2010
  • 25. Risk governance Basic ethical principles mercredi 28 avril 2010
  • 26. Due diligence Organisations need to demonstrate that they are being diligent They need to be able to demonstrate that they have in place formal processes to ensure that risks are known and managed mercredi 28 avril 2010
  • 27. Precaution When there is the possibility, event if unlikely, that hazards may cause grave or irreversible dammages, the absence of absolute scientific certitude can not become a pretext to avoid taking actions to prevent the degredation of the situation Contrary to rational theory, precausion justifies taking decisions in cases of incomplete information to avoid irreversable damages. It justifies non optimal solutions that may satisfy all parties (minimum regrets) mercredi 28 avril 2010
  • 28. Continuous improvement Deming’s wheell approach Recurrence feedback loops Evolution of solutions aligned with the availability of ressources mercredi 28 avril 2010
  • 29. Evaluation Must determine, a priori: Objectives Follow-up parameters Control and corrective action plans A space for all stakeholders to review information Finality: Create mecanisms that allow the conversion of data into usefull planning information mercredi 28 avril 2010
  • 30. Risk Management Formal processes mercredi 28 avril 2010
  • 31. IPMa process Identify risks IPMa Prioritize Mobiize ressources Audit mercredi 28 avril 2010
  • 32. Qualitative or Quantitative ? In the absence of solid historical data, all data is subjective. Sources of historical data: Past events, hazards and incidents in the organization Data from similar organizations Regulatory bodies Gartner group, IDC, Forester Research and litterature Standards (ITU, ISO, IEEE) mercredi 28 avril 2010
  • 33. Scenario based risk mgmt Using scenarios is the most ‘human sensitive’ approach to risk management it’s simpler to get people to tell you a story What if ... Then ... This would result in ... But, we could do ... to prevent it or to reduce it’s impacts. mercredi 28 avril 2010
  • 34. Incidents are central Using past incidents is a key to risk management Quantitative data finds it’s source in historical data It is a chance to improve individuals has to feel that they can, and must, report incidents Management has to support this A risk registry, or journal, serves this purpose mercredi 28 avril 2010
  • 35. IPM process Identify Hazards Vulnerabilities Damages Prioritize Mobilize ressources mercredi 28 avril 2010
  • 36. Cognitive processes The cognitive operations of individual decision makers involved on decisions about risk are (in order) : Identify the scenarios to consider Predict the consequences for each scenario and estimate their likelyhood Identify the variables susceptible to influence utility and ajust them to account for the context Evaluate the probabilities to assign to contexts that have been retained Apply a decisional strategy mercredi 28 avril 2010
  • 37. L i Transfer Avoid k risk risk e li h o Accept Mitigate o risk risk d D a m a g e s mercredi 28 avril 2010
  • 38. L i Transfer risk Avoid k risk e li h Accept risk Mitigate o risk o d Tolerate risks D a m a g e s mercredi 28 avril 2010
  • 39. Biaises that may affect decision makers Errors in reasoning Cognitive dissonances Heuristics Cultural variations Limitis of vigilance mercredi 28 avril 2010
  • 40. Methodologies Several are available All have their limitations Choice of variables Scientificity Validity (internal and external) Must consider maturity mercredi 28 avril 2010
  • 41. Risk Management Framework An integrated risk framework allows organisation to integrate all the organisational, regulatory and scientific requirements in a cyclical approach (continuous improvement). Should include: Business processes Standard Operating Procedures A governance model Risk awareness, education & training programs Workflow management tool (software) mercredi 28 avril 2010
  • 42. Change management Implementing a RMF is a Change management problem five (5) stages of change Denial Resistance Decompensation Resignation Integration mercredi 28 avril 2010
  • 43. How to facilitate change ? Education, training Setting normative factors Rationalization Consensus Other (dictatorship, coersion,esoteric) mercredi 28 avril 2010
  • 44. Risk and culture Risk, culture, perception and subjectivity mercredi 28 avril 2010
  • 45. Risk, culture and perception According to one cultural theory, people choose what to fear as a way to defend their way of life. The theory hypothesizes that adherents of a hierarchical culture will approve of technology, provided it is certified as safe by their experts. Competitive individualists will view risk as opportunity and, hence, be optimistic about technology. And egalitarians will view technology as part of the apparatus by which corporate capitalism maintains inequalities that harm society and the natural environment. Widavsky (2002) mercredi 28 avril 2010
  • 46. Difficulty to assess risk Risk is not always easy to assess, since the probability of occurrence and the consequence of occurrence are usually not directly measurable parameters and must be estimated by statistical or other procedures. Risk constitutes a lack of knowledge of future events. Typically, future events (or outcomes) that are favorable are called opportunities, whereas unfavorable events are called risks. Another element of risk is its cause. Kerzner, H. (2003) mercredi 28 avril 2010
  • 47. Risk tolerance Risk tolerance looks at acceptable/unacceptable deviations from what is expected. In financial investments, The extent to wish an investor is willing to accept more risk in exchange for the possibility of a higher return. mercredi 28 avril 2010
  • 48. Risk appetite Where do we feel we should allocate our limited time and resources to minimise risk exposures? What level of risk exposure requires immediate action? What level of risk requires a formal response strategy to mitigate the potentially material impact? What events have occurred in the past, and at what level were they managed? mercredi 28 avril 2010
  • 49. Predictable outcomes Many activities undertaken by organizations do not have predictable outcomes One can’t predict the return from a new project, for example. Occurrence of these types of events can only be described in terms of a range of possible outcomes and the likelihood or probability of each outcome. The lack of predictability of outcomes is referred to as risk. The concept of risk does not imply all possible outcomes are adverse, only that the precise probabilities of the outcomes are unknown. Lewis(2003) mercredi 28 avril 2010
  • 50. Distribution of outcomes According to classical decision theory, risk is generally understood to be the distribution of possible outcomes, their likelihood, and their subjective values. In project management, this definition can be applied to time, cost, performance, and many other influential factors in any project that impact these three concerns. March and Shapira (1987) in Kwak(2005) mercredi 28 avril 2010
  • 51. Reference points The reference points that people use to evaluate risky prospects affect risk-taking. In this respect, risk tolerance is a subjective notion in the absence of clear and uniform communication and tools for risk analysis. Kahneman and Taversky (1979) and Taversky and Kahneman (1992) in Kwak(2005) mercredi 28 avril 2010
  • 52. Risk taxonomy Categories of organisational risks mercredi 28 avril 2010
  • 53. Risk categories There is an infinite number of categories of risk Depends on : organisational culture legislation many other factors mercredi 28 avril 2010
  • 55. What is needed ? For each incident identified, information needs to be collected about : direct monetary losses caused by the incident Annualized (or aligned on budgetary strategy) indirect losses (reputation damage or lost business) with an estimate of the monetary losses resulting from these indirect losses. Blakley, B., McDermott, E., Geer, D.(2001) mercredi 28 avril 2010
  • 56. Risk register Dates: As the register is a living document, it is important to record the date that risks are identified or modified. Optional dates to include are the target and completion dates. Description of the Risk: A phrase that describes the risk. Project Management Institute Body of Knowledge (PMBOK) mercredi 28 avril 2010
  • 57. Risk register Risk type (business, project, stage): Classification of the risk, business risks relate to delivery of achieved benefits, project risks relate to the management of the project such as timeframes and resources, stage risks are risks associated with a specific stage plan. Likelihood of Occurrence: Provides an assessment on how likely it is that this risk will occur. Examples of classifications are: L-Low (<30%), M-Medium (31-70%), H-High (>70%). Project Management Institute Body of Knowledge (PMBOK) mercredi 28 avril 2010
  • 58. Risk register Severity of effect: Provides an assessment of the impact that the occurrence of this risk would have on the project. Counter Measures: Action to be taken to prevent, reduce or transfer the risk. This may include production of contingency plans. Owner: Individual responsible for the ensuring this risk is appropriately managed and counter measures are undertaken. Project Management Institute Body of Knowledge (PMBOK) mercredi 28 avril 2010
  • 59. Risk register Status: Indicates whether this is a current risk or if risk can no longer arise and impact the project. Example classifications are: C-current or E-ended. Other columns such as quantitative value can also be added if appropriate. Project Management Institute Body of Knowledge (PMBOK) mercredi 28 avril 2010
  • 60. Risk metrics A management perspective mercredi 28 avril 2010
  • 61. The use of metrics From the governanced based risk management perspective: Risk assessment Continuous improvement Evaluation mercredi 28 avril 2010
  • 62. Identifying variables Metrics are about measurement Attributing values to variables Values depend on measurement scales There are rules on how to use measurement scales nominal, ordinal, interval, proportional mercredi 28 avril 2010
  • 63. Example of measurement scales mercredi 28 avril 2010
  • 64. Scientificity and reliability Scientific data must meet certain criterias trust, repeatable, verifyable We must be able to justify the choices we make in data and in manipulation (formulas) mercredi 28 avril 2010
  • 65. marcandre@leger.ca http://www.leger.ca Montreal, Quebec, Canada:+1(514)824-6302 Philadelphia, PA, USA:+1(215)543-6352 Paris, France: +33.(0)9.77.19.63.02 LinkedIn: http://www.linkedin.com/in/itriskmgr Blog: http://crhoma.org/blogue mercredi 28 avril 2010