reflections on the need for seeing beyond risk assessments and

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Reflections on the need for seeing beyond risk assessments and decision analysis tools in decision analysis tools in decision-making situations involving high risks Terje Aven University of Stavanger, N Norway Conference on Nuclear Risk and Public Decision Making Decision-Making 14-16th November 2011 Paris

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Page 1: Reflections on the need for seeing beyond risk assessments and

Reflections on the need for seeing beyond risk assessments and

decision analysis tools indecision analysis tools in decision-making situations

involving high risks

Terje Aven

University of Stavanger, NNorway Conference on Nuclear

Risk and Public Decision MakingDecision-Making 14-16th November 2011Paris

Page 2: Reflections on the need for seeing beyond risk assessments and

What is Risk?

C,UC,U

C: the consequences of the activityU: uncertainty (what will C be?) y ( )

Page 3: Reflections on the need for seeing beyond risk assessments and

What is Risk?

A C UA,C,U

A: initiating event C: the consequences of the activityyU: uncertainty (what will C be?)

Page 4: Reflections on the need for seeing beyond risk assessments and

Where is the P b bilit ?Probability ?

Page 5: Reflections on the need for seeing beyond risk assessments and

Risk

General How to describe orconcept describe or measure risk

U … P …

Page 6: Reflections on the need for seeing beyond risk assessments and

Risk description p

Specific events, consequences,

ProbabilitiesProbabilitiesfrequencies, …

(C Q )(C’, Q, K)

C’ : Specific consequences Q: Measure of uncertainty (often P)Q: Measure of uncertainty (often P)K: Knowlegde that Q is based on

Page 7: Reflections on the need for seeing beyond risk assessments and

Risk Risk description

Threats,

p

,hazards,

ConsequencesC

Specific events, consequences,

ProbabilitiesC Probabilitiesfrequencies, …

Uncertainty

(C U) (C Q )(C,U) (C’, Q, K)

(A C U)C’ : Specific consequences Q: Measure of uncertainty (often P)

(A,C,U)

Q: Measure of uncertainty (often P)K: Knowlegde that Q is based on

Page 8: Reflections on the need for seeing beyond risk assessments and

Formula Optimal/rightFormula Optimal/right decision

Page 9: Reflections on the need for seeing beyond risk assessments and

Risk description What is acceptableRisk description What is acceptable risk

• ------ P =1 x 10-4

Risk-based decision-making

Page 10: Reflections on the need for seeing beyond risk assessments and

Expected utility theory

A BB

Eu(X) = 0.3 Eu(X) = 0.5

Choose alternative B

Page 11: Reflections on the need for seeing beyond risk assessments and

Analysis ManagementManagement

Risk analysisRisk acceptance criteria

Cost-benefit analysisDecision analysis

Managementreview and judgment

Decision

Page 12: Reflections on the need for seeing beyond risk assessments and

Limitations

Uncertainties

I f iRisk Assessment

P Decision-making

Other

Informing

Other concerns

Page 13: Reflections on the need for seeing beyond risk assessments and

Misconception (risk-based decision-making)

Formula Optimal/rightFormula Optimal/right decision

Page 14: Reflections on the need for seeing beyond risk assessments and

Misconception (decision analysis)??

Formula Optimal/rightFormula Optimal/right decision

Page 15: Reflections on the need for seeing beyond risk assessments and

Cost-benefit analysis

n

taNPV

tt

iNPV

1 t i0 1Expected net present value = E[NPV]

Uncertainties and risk not addressedUncertainties and risk not addressed beyond expected values

Page 16: Reflections on the need for seeing beyond risk assessments and

x

Page 17: Reflections on the need for seeing beyond risk assessments and

Law of large numbers

• The average converges to the gexpected value

• (X1 + X2 + … + Xn)/n EX1(X1 X2 … Xn)/n EX1

Page 18: Reflections on the need for seeing beyond risk assessments and

Analysis Management

Ri k l i

Management

Risk analysisRisk acceptance criteria

Cost-benefit analysisDecision analysis

Managementreview and judgment

Decision

Page 19: Reflections on the need for seeing beyond risk assessments and

Expected utility theory

• E[u(X)]

Page 20: Reflections on the need for seeing beyond risk assessments and

Decision problem

Consequences Preferences

Uncertainties Values

Page 21: Reflections on the need for seeing beyond risk assessments and

Decision problem

Consequences Preferences

Uncertainties Values

U t i ti ( )Uncertainties Adequate tool (P)

Page 22: Reflections on the need for seeing beyond risk assessments and

Probability

R l ti fRelative frequency Interpretation

P

Jugdmental/knowledge-based

Pfg

probabilities P

Page 23: Reflections on the need for seeing beyond risk assessments and

Knowledge-based probability

• P(A|K) =0.1

• The assessor compares his/her uncertainty (degree og belief) about the occurrence of the event Aog belief) about the occurrence of the event A with drawing a specific ball from an urn that contains 10 balls (Lindley, 2000).

K: background knowledgeK: background knowledge

Page 24: Reflections on the need for seeing beyond risk assessments and

The probability of an event is the price at• The probability of an event is the price at which the person assigning the probability is neutral between buying and selling a ticket that is worth one unit of payment if the eventthat is worth one unit of payment if the event occurs, and worthless if not

Page 25: Reflections on the need for seeing beyond risk assessments and

Knowledge-based probability

• P(A|K) =0.1

• The assessor compares his/her uncertainty (degree og belief) about the occurrence of the event Aog belief) about the occurrence of the event A with drawing a specific ball from an urn that contains 10 balls (Lindley, 2000).

K: background knowledgeK: background knowledge

Page 26: Reflections on the need for seeing beyond risk assessments and

• The need for seeingThe need for seeing beyond Pbeyond P

Page 27: Reflections on the need for seeing beyond risk assessments and

John offers you a game: throwingJohn offers you a game: throwing a die

• ”1 2 3 4 5”: 61,2,3,4,5 : 6

• ”6”: -24

What is your risk?

Page 28: Reflections on the need for seeing beyond risk assessments and

Risk

• Expected value – 24 x 1/6 + 6 x 5/6 = 1– 24 x 1/6 + 6 x 5/6 = 1

(C,P):6 5/6• 6 5/6

• -24 1/624 1/6

Is based on an important assumption – the die is fair

Page 29: Reflections on the need for seeing beyond risk assessments and

• While probabilities can always be assigned, the origin and amount of informationthe origin and amount of information supporting the assignments are not reflected by the numbers produced

Page 30: Reflections on the need for seeing beyond risk assessments and

Approaches reflecting the need for seeing beyond Pseeing beyond P

Interval probabilities p

0.1 ≤ P(A) ≤ 0.5

Aven, T. and Zio, E. (2011) Some considerations on the treatment of uncertainties in risk assessmentthe treatment of uncertainties in risk assessment for practical decision-making. Reliability Engineering and System Safety, 96, 64-74.

Page 31: Reflections on the need for seeing beyond risk assessments and

An adjusted approach

P,E P,E UF, , F

P ProbabilitiesE Expected values

UF Uncertainty factor assessment

Page 32: Reflections on the need for seeing beyond risk assessments and

Uncertainty factors

• How important are they? iti it- sensitivity

- uncertainties

Page 33: Reflections on the need for seeing beyond risk assessments and

Uncertainty factorimportance

Degree ofsensitivity

Significant 9 3 2,3sensitivity

Moderate 8 6 1,5

Minor 7

Mi M d t Si ifi tMinor Moderate Significant

Degree of uncertainty

Page 34: Reflections on the need for seeing beyond risk assessments and

Risk descriptions

P E S UP,E S UF

KK

Page 35: Reflections on the need for seeing beyond risk assessments and

Decision problem

Consequences Preferences

Uncertainties Values

Uncertainties Adequate tool (P)

Preferences, values Tool

Integration

Page 36: Reflections on the need for seeing beyond risk assessments and

Formula Optimal/rightFormula Optimal/right decision

Page 37: Reflections on the need for seeing beyond risk assessments and

Analysis Management

Ri k l i

Management

Risk analysisRisk acceptance criteria

Cost-benefit analysisDecision analysis

Managementreview and judgment

Decision

Page 38: Reflections on the need for seeing beyond risk assessments and

• Analysis informs, nothing more

• Always needs to see beyond the analyses

• Improvements of the analyses• Improvements of the analyses

Page 39: Reflections on the need for seeing beyond risk assessments and

The balance

Development - Protection

U

PreferencesPreferencesvalues

Decision analysis: yintegration

Page 40: Reflections on the need for seeing beyond risk assessments and

Analysis Management

Ri k l i

Management

Risk analysisRisk acceptance criteria

Cost-benefit analysisDecision analysis

Managementreview and judgment

Decision