Skip to content

The Global Risks Index

The Global Risks Index · Methods · 19 capabilities

Vulnerability, fragility and resilience

Methods for vulnerability, resilience on the Julia and Python compute planes.

Page GRX-MTH-VFREdition Baseline Edition 2026Evidence close 2026-09-30Values not yet publishedMethod v1.0.0-draft
19
capabilities
8
kernel-bound
5
method families
3
viwango

01Capabilities

19 capabilities

8 of 19 have a bound kernel or engine. States are shown as the registry records them; a request fails closed wherever an adapter, specialist model or governed data is still missing.

Method Capability ID State Runs on
Simple Vulnerability Factor Screening risk.capability.vulnerability-fragility-resilience.simple.vulnerability.factor.screening.v1 Connected engine.grix.risk.vulnerability.simple.factor.v1
Fragility Curve risk.capability.vulnerability-fragility-resilience.fragility.curve.v1 Adapter required Python · vulnerability.lognormal_fragility
Vulnerability Curve risk.capability.vulnerability-fragility-resilience.vulnerability.curve.v1 Adapter required Python · vulnerability.curve
Multi-State Damage risk.capability.vulnerability-fragility-resilience.multi.state.damage.v1 Adapter required Python · vulnerability.multi_state_damage
Component Fragility risk.capability.vulnerability-fragility-resilience.component.fragility.v1 Adapter required –
Structural Vulnerability risk.capability.vulnerability-fragility-resilience.structural.vulnerability.v1 Adapter required Python · vulnerability.damage_ratio_batch
Infrastructure Fragility risk.capability.vulnerability-fragility-resilience.infrastructure.fragility.v1 Adapter required –
Utility Fragility risk.capability.vulnerability-fragility-resilience.utility.fragility.v1 Adapter required –
Agricultural Vulnerability risk.capability.vulnerability-fragility-resilience.agricultural.vulnerability.v1 Adapter required –
Ecosystem Vulnerability risk.capability.vulnerability-fragility-resilience.ecosystem.vulnerability.v1 Adapter required –
Population Vulnerability risk.capability.vulnerability-fragility-resilience.population.vulnerability.v1 Adapter required –
Adaptive Capacity risk.capability.vulnerability-fragility-resilience.adaptive.capacity.v1 Adapter required –
Control Effectiveness risk.capability.vulnerability-fragility-resilience.control.effectiveness.v1 Adapter required Python · cyber.control_effectiveness_whatif
Ustahimilivu risk.capability.vulnerability-fragility-resilience.resilience.v1 Adapter required Python · resilience.recovery_curve
Recovery Curve risk.capability.vulnerability-fragility-resilience.recovery.curve.v1 Adapter required Python · resilience.recovery_curve
Degradation and Aging risk.capability.vulnerability-fragility-resilience.degradation.and.aging.v1 Adapter required –
Maintenance Risk risk.capability.vulnerability-fragility-resilience.maintenance.risk.v1 Adapter required –
Human Factors risk.capability.vulnerability-fragility-resilience.human.factors.v1 Adapter required –
Cyber Physical Vulnerability risk.capability.vulnerability-fragility-resilience.cyber.physical.vulnerability.v1 Adapter required –
02Wigo

Methods, data and supports

Method families
Bayesian inference, survival reliability, scientific simulation, regression, Monte Carlo
Domains
vulnerability, resilience
Compute planes
Julia, Python
Source classes
damage-observations, engineering, asset-condition, intervention-evidence
Spatial supports
object, portfolio, network
Temporal supports
event, recovery, lifecycle
Connected1
Adapter required18
03Viwango

Standards that govern this fabric

Propose a method

New methods are registered with a stable ID and a hand-derived golden test.