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Science · Risk science

Risk science

Risk science asks how hazards, exposure and vulnerability combine to produce harm, how harm travels through networks of dependence, what causes what, and how certain we can be. The Global Centre for Risk and Innovation (GCRI) builds its work on these foundations: hazards, exposure, vulnerability, networks, causality and uncertainty. Getting them right is what separates evidence that helps a decision from numbers that only look precise. This page is part of science and methods.

01In brief

The short answer.

Risk science is the study of how hazards, exposure and vulnerability combine to produce harm, how harm travels through networks of dependence, what causes what and how certain the evidence is. GCRI builds its work on these foundations because getting them right is what separates evidence that helps a decision from numbers that only look precise.

02Geography

Systemic exposure in North America.

Where people and networks concentrate, the exposure through which shocks travel between systems, shown for North America as an example geography for this subject.

Where people and networks concentrate, the exposure through which shocks travel between systems.Indicator derived from Natural Earth at map scale; a screening view, not an assessment.
GCRI · institution · fieldDESIGN FIGURE
03Building blocks

Risk is more than the hazard.

The same storm can cause minor disruption in one place and a disaster in another. The difference lies in the other building blocks.

ConceptQuestion it answersExample
HazardWhat could happen, how often and how severely?A river flood of a given depth
ExposureWho and what is in harm's way?Homes, clinics and substations on the floodplain
VulnerabilityHow badly would they be affected?Building type, health status, income, backup power
CapacityHow well can they cope and recover?Warnings, insurance, social networks, repair crews
04Beyond single risks

Networks, causality and uncertainty.

Networks

Dependence carries harm

Failures spread through supply, service and financial links, studied with network science and contagion.

Causality

What causes what

Separating cause from correlation with causal inference, and saying when we cannot.

Uncertainty

How sure we are

Quantified with probability and statistics and reported with every result.

05Kinds of uncertainty

Not all uncertainty is the same.

  1. 01

    Natural variability

    Randomness in the system itself, which more data cannot remove.

  2. 02

    Knowledge gaps

    Limits in data and understanding, which better research can reduce.

  3. 03

    Deep uncertainty

    Situations where even the probabilities are unknown, explored with scenarios rather than single estimates.

06Key terms

Terms used on this page.

Each term as this page uses it. Where a standard-setting body defines the term, the wording follows that body.

TermDefinition
RiskThe effect of uncertainty on objectives, in ISO 31000 usage, often described through events, their consequences and likelihoods.
HazardA process, phenomenon or human activity that may cause loss of life, injury or other health impacts, property damage, social and economic disruption or environmental degradation, in UNDRR terminology.
VulnerabilityThe conditions that increase the susceptibility of people, assets or systems to the impacts of hazards.
Aleatory uncertaintyUncertainty that comes from natural variability, which further study cannot reduce.
Epistemic uncertaintyUncertainty from incomplete knowledge, which better data or models can reduce.
08Questions

Questions and answers.

Why does GCRI separate hazard from risk?
Because reducing exposure and vulnerability is often more achievable than changing the hazard. Treating them separately shows where action can make the most difference.
Is a risk score a fact?
No. A risk score is a modelled or estimated summary with assumptions. GCRI labels it as such and shows the inputs and uncertainty behind it.
How does GCRI deal with risks that have never happened?
With scenarios, expert judgement labelled as such and stress tests. Absence from the historical record is not evidence that a risk is negligible.
Can risk science tell us what to do?
It can show options and trade-offs. Choices involve values and mandates, and they remain with competent authorities and the people affected.
Where can I learn the methods?
The STEM Commons has one page per method, and academy and learning describes supervised learning routes for experts, students and volunteers.
The Global Centre for Risk and Innovation

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