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GCRIClimate and HazardsIn development
Dependencies and consequences

Dependencies and consequences

Hazards cause harm through what they touch. A single storm can damage homes, cut power, close ports, contaminate water and interrupt supply chains, and each of those effects travels onward. This page sets out how physical hazards connect to infrastructure, economies, societies and ecosystems, how one hazard can set up or trigger another, and how Climate and Hazards analyses those links. A dependency map describes connections; it is not a forecast.

Publisher
The Global Centre for Risk and Innovation
Field
Climate and hazards, Disaster and crisis
Status
In development
Service level
R0: information and enquiries

The interactive map needs JavaScript; the layer list and sources are below.

Layers 4

Climate signals, for this page

Latest available

NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © OpenStreetMap contributors (ODbL) · Natural Earth

Loading the latest NASA imagery.

Drag to move. Ctrl or ⌘ and scroll, pinch or the buttons to zoom; hover for the values under the pointer; reset returns to the region.

For dependencies and consequences, in GCRI's spatial-intelligence reading, the map opens on daytime surface heat, rain, flood water and true-colour imagery, framed on World; 2 further NASA layers wait in the list.Satellite and model products as NASA publishes them, each with its own date; indicators, not assessments of any place; claim ceiling INTEGRATED.

Data: NASA GIBS · ASTER GDEM · Blue Marble · © OpenStreetMap contributors · Natural Earth · NASA EONET · GDACS · Copernicus Sentinel-2 L2ASources and licences

  • We acknowledge the use of imagery provided by services from NASA's Global Imagery Browse Services (GIBS), part of NASA's Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • We acknowledge the use of imagery provided by services from NASA's Global Imagery Browse Services (GIBS), part of NASA's Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • VIIRS near-real-time products (flood, land surface temperature, snow cover, corrected reflectance), NASA LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • GPM IMERG precipitation, NASA Precipitation Processing System; distributed by the NASA Goddard Earth Sciences Data and Information Services Center (GES DISC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • GHRSST Level 4 MUR analyses, NASA Jet Propulsion Laboratory; distributed by the NASA Physical Oceanography DAAC (PO.DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • NASA Fire Information for Resource Management System (FIRMS), VIIRS 375 m active fire product, NASA LANCE; vector tiles via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • ASTER GDEM is a product of METI and NASA (ASTER Global Digital Elevation Model V003, NASA LP DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com. Public domain
  • © OpenStreetMap contributors (ODbL), via NASA GIBS (coastlines, boundaries, roads and place names). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). ODbL
  • Blue Marble, NASA Earth Observatory; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • Context on the globe and flat map: coastlines, boundaries, roads and place names from NASA GIBS reference layers (OpenStreetMap data, ODbL, © OpenStreetMap contributors); Blue Marble imagery as an optional base; 3D terrain and the elevation read-out from the ASTER GDEM elevation colour index (5 m to 200 m classes, exaggerated for legibility). Boundaries are drawn as published and imply no position on any territory.
  • Globe: MapLibre GL JS 6.9.1, BSD-3-Clause, © MapLibre contributors.
  • Live: NASA EONET Events are indicative, not official warnings.
  • Live: GDACS (EC JRC / UN OCHA) Events are indicative, not official warnings.
  • Observed (EO): Copernicus Sentinel-2 L2A (contains modified Copernicus Sentinel data 2026), Microsoft Planetary Computer
  • Optional layers (24 sources in the layer list: live, forecast, observed and context) print their provider credit on the map and here when switched on; forecasts are model output and derived indices are estimates.

Layers and dates

  • Land surface temperature, day, 8-day composite: VIIRS NOAA-20 Level 3, 8-day, NASA LANCE · 14 Sep 2026
  • Precipitation rate, daily mean: GPM IMERG, NASA GES DISC · 12 Oct 2026
  • Flood water, 3-day composite: VIIRS Global Flood Product, NASA LANCE · 14 Oct 2026
  • True colour: VIIRS NOAA-20 corrected reflectance, NASA LANCE · 13 Oct 2026
  • Sea surface temperature anomaly: GHRSST MUR25, NASA JPL PO.DAAC · 12 Oct 2026
  • Active fires and thermal anomalies, last day: VIIRS NOAA-20 375 m (FIRMS), NASA LANCE FIRMS · 13 Oct 2026

STEM methods
10
Canonical methods this field applies
Topics
8
Subject pages in the field
Counterparts
10
Platforms in shared fields at GCRI, GRF and GRA
Report series
3
Nexus Reports series it contributes to
01In brief

The short answer.

Dependencies and consequences in Climate and Hazards describe how climate and hazards as well as disaster and crisis connect to other systems through physical, economic, social and ecological links, and how stress travels along them toward fields such as those of Diplomacy Nexus and Climate and Nature Governance. Every dependency map states its assumptions, data and uncertainty; it describes connections, not a forecast.

02Canvas

One field, three institutions.

Canvas · one field, three institutionsDesign, not a record
One field, three institutions: Climate and Hazards and its counterpartsGCRI studies the field as science, GRF governs and convenes it, GRA builds shared financial understanding; the Nexus Universe tests work across them and the competent authorities decide. Design of the arrangement, not a record.

Fig.How GCRI, GRF and GRA share one field while the authorities decide. Design, not a record.

03Console

Field overview, in outline.

The working screen behind this subject: its structure, terms and states. Names are placeholders and values illustrative.

Field overview: the screen's structure, terms and states for Climate and hazards.Placeholder names and illustrative values; a design, not a record or a live system.
04Hazard to hazard

Hazards set each other up.

SequenceMechanismExample of consequence
Drought then heavy rainDry, hard or burned soils absorb less waterFlash flooding and debris flows
Wildfire then stormLoss of vegetation destabilizes slopesLandslides and sediment in water supplies
Earthquake then rainShaking loosens slopesLandslides for months or years afterwards
Storm surge with river floodCoastal water level blocks river drainageDeeper and longer flooding in estuaries
Heat with low river flowWarm, low water limits cooling and hydropowerReduced power supply during peak demand
05Kinds of consequence

How stress travels beyond the hazard.

Physical

Infrastructure and lifelines

Damage to power, water, transport and telecommunications that spreads outage far beyond the hazard footprint.

Economic

Supply chains and finance

Interrupted production and trade, insured and uninsured losses, and pressure on public budgets.

Social and ecological

People and ecosystems

Injury, displacement, disease and lost livelihoods, and damage to ecosystems that themselves buffer hazards.

06Where the consequences are studied

Linked platforms.

Within GCRI, Critical Infrastructure studies lifeline failures, Health Nexus the health effects and Disaster Resilience and Recovery preparedness and recovery. At The Global Risks Alliance (GRA), Reinsurance and Catastrophe and Disaster Risk Finance study how losses reach insurers and public finances. At The Global Risks Forum (GRF), Disaster and Crisis Governance covers who decides in a crisis.

07Key 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
InterdependencyA two-way dependency between infrastructures, such as power needing telecoms for control while telecoms need power to run.
Cascading riskRisk that a failure in one system or component triggers failures in others that depend on it.
Compound eventTwo or more hazards or drivers occurring together or in sequence whose joint impact exceeds what either would cause alone, such as drought followed by intense rain; IPCC assessments use the term.
Dependency mappingTracing the people, processes, technology, facilities and suppliers a service relies on.
08Method

How dependencies are analysed.

Analysis combines spatial statistics to overlay hazard footprints on exposure, extreme value theory and multivariate statistics for joint occurrence, and high-performance computing for large simulated event sets. Each map states its data, assumptions and uncertainty; see methods and uncertainty and the topic on compound hazards. Back to the field overview.

09Questions

Questions and answers.

Is a dependency map a forecast?
No. It shows how hazards and systems are connected and how stress could travel. Forecasts and scenarios are labelled as such and carry their assumptions.
Why are cascading consequences often underestimated?
Because risk assessments are usually organized hazard by hazard and sector by sector. Losses that arise from the interaction between hazards or between systems fall between those assessments.
Can I contribute hazard or exposure data?
Yes, on terms recorded in the source and data register. Write to research@therisk.global.
Which links matter most for infrastructure?
Typically the ones that defeat backups: a hazard that damages both a primary supply and its alternative, such as a flood that reaches a substation and the generator meant to replace it, or heat that raises electricity demand while reducing the cooling water power plants need. Identifying these shared points of failure is one of the main purposes of dependency analysis.
Do consequences stop when the hazard ends?
Rarely. Displacement, disease, lost income, damaged ecosystems and debt can persist for years, and recovery itself can be interrupted by the next hazard. Long-tail consequences are among the hardest to measure and the easiest to overlook.
Climate and Hazards

Bring your expertise to this field.

The current service level is R0: information and enquiries. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.