The Global Risks Index
NXS-GRX · 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 publishedSnapshot 31a753f76
19
capabilities
8
kernel-bound
5
method families
3
standards
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.

MethodCapability IDStateRuns on
Simple Vulnerability Factor Screeningrisk.capability.vulnerability-fragility-resilience.simple.vulnerability.factor.screening.v1Connectedengine.grix.risk.vulnerability.simple.factor.v1
Fragility Curverisk.capability.vulnerability-fragility-resilience.fragility.curve.v1Adapter requiredpython · vulnerability.lognormal_fragility
Vulnerability Curverisk.capability.vulnerability-fragility-resilience.vulnerability.curve.v1Adapter requiredpython · vulnerability.curve
Multi-State Damagerisk.capability.vulnerability-fragility-resilience.multi.state.damage.v1Adapter requiredpython · vulnerability.multi_state_damage
Component Fragilityrisk.capability.vulnerability-fragility-resilience.component.fragility.v1Adapter required—
Structural Vulnerabilityrisk.capability.vulnerability-fragility-resilience.structural.vulnerability.v1Adapter requiredpython · vulnerability.damage_ratio_batch
Infrastructure Fragilityrisk.capability.vulnerability-fragility-resilience.infrastructure.fragility.v1Adapter required—
Utility Fragilityrisk.capability.vulnerability-fragility-resilience.utility.fragility.v1Adapter required—
Agricultural Vulnerabilityrisk.capability.vulnerability-fragility-resilience.agricultural.vulnerability.v1Adapter required—
Ecosystem Vulnerabilityrisk.capability.vulnerability-fragility-resilience.ecosystem.vulnerability.v1Adapter required—
Population Vulnerabilityrisk.capability.vulnerability-fragility-resilience.population.vulnerability.v1Adapter required—
Adaptive Capacityrisk.capability.vulnerability-fragility-resilience.adaptive.capacity.v1Adapter required—
Control Effectivenessrisk.capability.vulnerability-fragility-resilience.control.effectiveness.v1Adapter requiredpython · cyber.control_effectiveness_whatif
Resiliencerisk.capability.vulnerability-fragility-resilience.resilience.v1Adapter requiredpython · resilience.recovery_curve
Recovery Curverisk.capability.vulnerability-fragility-resilience.recovery.curve.v1Adapter requiredpython · resilience.recovery_curve
Degradation and Agingrisk.capability.vulnerability-fragility-resilience.degradation.and.aging.v1Adapter required—
Maintenance Riskrisk.capability.vulnerability-fragility-resilience.maintenance.risk.v1Adapter required—
Human Factorsrisk.capability.vulnerability-fragility-resilience.human.factors.v1Adapter required—
Cyber Physical Vulnerabilityrisk.capability.vulnerability-fragility-resilience.cyber.physical.vulnerability.v1Adapter required—
02Scope

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
03Standards

Standards that govern this fabric

Propose a method

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