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Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and...

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Foundations of risk and reliability assessment and management Terje Aven University of Stavanger, Norway
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Page 1: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Foundations of risk and reliability assessment

and management

Terje Aven

University of Stavanger, Norway

Page 2: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Kahneman

asserts that we

have a basic

lack of ability to

treat small risks:

we either ignore

them completely

or give them too

much weight.

The main thesis

put forward is

that we grossly

over-estimate

small risks.

Kahneman’

s book

«Thinking

fast and

slow»

Page 3: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Israel 2001-2004: 23 bombings, 236 fatalities. The number of daily bus riders in Israel was approximately 1.3 million at that time.

For any traveler, the risks were tiny,

but that was not how the public felt about it. People avoided buses as much as they could…

Page 4: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

I knew that the risk

was truly negligible, and that any effect at

all on my actions would assign an

inordinately high “decision weight” to a

minuscule probability.

In fact, I was more likely to be injured in a driving accident than by

stopping near a bus. But my avoidance of buses was not motivated

by a rational concern for

survival.

Page 5: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Risk

Is not uncertainty a main component ofrisk ?

Page 6: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Foundations of risk and reliability assessment

and management

Page 7: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Examples of issues

• How to understand and describe risk and reliability

• How to understand and treat model uncertainty

• How to treat uncertainties in risk and reliability assessments

• How to conceptualise and deal with black swans

• How to use the precautionary principle in risk management

• How to make use of signals and warnings in risk assessment and management

• Risk analysis and science

Page 8: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Engineering Transpor-tation

…Finance Medicine

General insights linked to risk and reliability

Generic concepts, theories, frameworks, approaches, principles and methodsfor

understanding, assessing, managing and communicating risk, reliability and uncertainties

Risk and reliability assessment and management in

different applications

Page 9: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Existing frameworks, principles and concepts

Page 10: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Theories, frameworks,

principles, methods,concepts

Today Future

Theories, frameworks,

principles, methods,

concepts

New types of systems

and risks

Page 11: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Revitalise the focus and enthusiasm for

fundamental issues in the risk and

reliability fields

Page 12: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Specialty Group of SRA (Society of Risk Analysis)

on

Foundational issues in Risk Analysis http://www.sra.org/frasg

http://www.sra.org/news/new-sra-specialty-group-created-foundational-issues-risk-analysis

Page 13: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Special issue of Risk Analysis

Special issue of Safety Science on foundations of safety science

Page 14: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Risk Analysis

Aven, T. and Zio, E. (2014) Foundational issues in risk assessment and management

10 issues that need further focus

Page 15: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Issue 1: Terminology

Society of Risk Analysis

Glossary

Page 16: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Issue 2

The appropriate representation, characterization, and interpretation of uncertainty in a risk assessment context

Page 17: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Samson, Reneke and Wiecek (2009)A review of different perspectives on uncertainty and risk and an alternative modeling paradigm, Reliability Engineering & System Safety 94, 558–567

Page 18: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout

Page 19: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout how tall John is

Page 20: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout C

C: John’s height

Page 21: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout C

C = outcome

Page 22: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout C

C = future consequencesActivity

Page 23: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout p

p = Pf(outcome is 6)

Page 24: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Uncertaintyabout P?

P(outcome is 6 |K ) = 0.1

No, but imprecision

K: backgroundknowledge

Page 25: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Model g(X)

C = unknown quantityActivity

Model uncertainty?

Page 26: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Error g(X)-C

C = unknown quantityActivity

Model uncertainty: uncertainty about this error

Page 27: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

«Uncertainty about a phenomenon»

The link between cancer and smoking

Page 28: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Error g(X)-C

C = unknown quantity(number of deaths)

g(X) = model of the number ofdeaths as a function of smoking rates etc.

Model uncertainty: uncertainty about this error

Page 29: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Expressing the uncertainty

Probability

Page 30: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Frequentist

probability

Pf

Jugdmental/

knowledge-based,

subjective

probabilities P

Probability

Variation Assessor’s

expression of

uncertainty – a

degree of belief

Page 31: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Knowledge-based probability

• P(A|K) = 0.1

• The assessor compares his/her uncertainty (degree og

belief) about the occurrence of the event A with

drawing a specific ball from an urn that contains 10

balls (Kaplan and Garrick 1981, Lindley, 2000).

K: background knowledge

Youtube: Aven streaming about probability: http://www.youtube.com/watch?v=wp6iIdxHf_Q&list=PLNFAW9iarHu_kP9n34CSPRoUM8h1hBojp&index=3

Page 32: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Expressing the uncertainty

ProbabilityKnowledge supporting P

Page 33: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Expressing the uncertainty

Imprecise probabilitiesKnowledge supporting these

Page 34: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Issue 10 The science of risk assessment

• Hansson and Aven (2014) Is risk analysisscientific? Risk analysis

Page 35: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Science

• The practice that provides as with the most reliable statements at the time being on thesubject matter covered by the knowledgedisciplines

Page 36: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Risk and black swans

Page 37: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Engineering Transpor-tation

…Finance Medicine

General insights linked to risk and reliability

Generic concepts, theories, frameworks, approaches, principles and methodsfor

understanding, assessing, managing and communicating risk, reliability and uncertainties

Risk and reliability assessment and management in

different applications

Page 38: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Foundations of risk and reliability assessment

and management

[email protected]

Page 39: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Black Swan

A surprising, extreme event relative

to present knowledge/beliefs

Aven (2013) On the

meaning of a black swan in

a risk context. Safety

Science, 57, 44-51

Page 40: Foundations of risk and reliability assessment and management€¦ ·  · 2014-10-08Risk and reliability assessment and management in ... Reliability Engineering & System Safety

Risk management implication

Risk analysisRobustness, resilience,

cautious policies …


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