Draft, not yet released. In stewardship review. Not indexed until the first approved release.

Data appendix

The indicator set with its sources, the source registers, the licences of every kind of material and the formats of the edition.

9 min read0 figures8 tables16 notesNR-SECTOR-DISASTER-GLOBAL-2026-BASELINE

Contents
  1. ·Edition home
  2. ·Executive summary
  3. 1Disaster is where the systems meet
  4. 2Key findings
  5. 3Systems and sectors at baseline
  6. 4Risks and capability
  7. 5Major cyclone landfall with lifeline and health-system failure
  8. 6Readings from the other desks
  9. 7The 2027 agenda
  10. 8Systems in depth
  11. AMethodology
  12. BData appendix
    1. B.1 The indicator set
    2. B.2 Global source register
    3. B.3 Regional reading: disaster across ten clusters
    4. B.4 Hazard card: the Caribbean track of Hurricane Melissa
    5. B.5 How countries appear in the disaster and resilience edition
    6. B.6 Licences
    7. B.7 Formats and provenance
  13. CReferences and record
  14. ·Complete edition, for print

B.1The indicator set

Table B.1Global baseline indicator set
IndicatorValueUnitYearStateSource
Disasters recorded358events2025Reported1
Disaster deaths recorded16,607people2025Reported1
People affected by recorded disasters110.2million2025Reported1
Economic losses recorded (EM-DAT)169.7USD billion2025Reported1
Natural catastrophe economic losses (Swiss Re)220USD billion2025Reported4
Natural catastrophe insured losses (Swiss Re)107USD billion2025Reported4
Disaster displacement movements29.9million2025Reported2
People in disaster displacement at year end13.6million2025Reported2
Countries reporting multi-hazard early warning119countries2025Reported3
Hurricane Melissa damage, Jamaica (World Bank and IDB)8.8USD billion2025Reported5
Hurricane Melissa damage, Jamaica (NHC report)12.2USD billion2025Reported6
Heat-related deaths in Europe, summer 202261,672people2022Reported14
Heat-related deaths in Europe, 202347,690people2023Reported15
People exposed to a 1-in-100-year flood1.81billion2020Reported16
Annual cost of infrastructure disruption, low- and middle-income countries391 to 647USD billion2019Estimated13
Global mean temperature above 1850 to 1900 (ERA5)1.47°C2025Reported23
Insured losses in a modelled peak-loss year320USD billion2026Scenario4

B.2Global source register

The governed source set behind this edition. Each source keeps its authority, coverage, cadence and role; categories describe origin, not truth.

Domains bound by the register

  • CLI
  • HLT
  • FIN
  • GOV
  • INF
  • DAT
  • WAT
  • FOO
  • ENE
  • BIO
Table B.3Global source register
SourceCategoryCoveragePeriodCadenceRole
EM-DAT annual report, Disasters in numbers 20251research centre, open databaseglobal2025annualburden, averages
IDMC Global Report on Internal Displacement 20262monitoring centreglobal2025annualdisplacement
UNDRR and WMO early warning status3UN agenciesglobal2025annualwarning coverage
Swiss Re Institute sigma 1/20264reinsurer researchglobal2025annuallosses and cover
World Bank and IDB damage estimate5development banksJamaica2025per eventrapid damage
National Hurricane Center report on Melissa6national agencyCaribbean2025per stormevent record
USGS earthquake event pages91011national agencyglobal2025continuousmagnitudes
World Bank Unbreakable12 and Lifelines13development bankglobal2016 to 2019one-offpoverty and lifelines
WHO heat and health fact sheet8UN agencyglobal2000 to 2022periodicheat burden
Copernicus Global Climate Highlights 202523intergovernmental programmeglobal2025annualtemperature

B.3Regional reading: disaster across ten clusters

Map plates follow with the regional Baseline Editions, when boundary sources and public-safe resolutions are bound. This page gives the regional reading in table form and ranks no region.

Table B.4Regional reading: disaster across ten clusters
RegionPrincipal hazardsSystems most exposedBaseline evidence
North Americawildfire, tornado outbreaks and severe stormscities, insurance, powerUSD 53.9 billion wildfire loss and a USD 9.4 billion tornado outbreak1; convective storm insured losses USD 51 billion4
South Americadrought, floods and tsunami alertsfarms, cities, coastAmazon drought USD 4.8 billion and Bolivian floods affecting 3 million people1; Chile 1.5 million evacuations2
Europeheat waveshealth, citiesestimated heat deaths 2022 and 20231415; 25 recorded disaster deaths in 20251
Eurasiaearthquake and tsunami alert on the Pacific coastcoast, portsmagnitude 8.8 event off Kamchatka10; regional statistics (not bound)
Middle East and North Africadrought and displacementfarms, householdsSyria drought left 16.2 million people affected1
Africaflash floods, landslides and droughthouseholds, farms, roadsNigeria flood with 1,100 deaths; Somalia drought affecting 6.5 million people1
South Asiamonsoon floods and earthquakeshouseholds, roads, healthPakistan floods with more than 1,000 deaths1; Afghanistan earthquake11
East Asiafloods and typhoonscities, industrynorthern China floods with USD 5.8 billion in losses1
ASEANearthquakes, typhoons and cyclone floodscities, coasts, powerMyanmar earthquake9; Philippines storms affecting more than 30 million people1
Oceania-Pacificcyclones, tsunami alerts and small island exposureislands, portsPacific-wide alerts after the Kamchatka earthquake210; regional statistics (not bound)

B.4Hazard card: the Caribbean track of Hurricane Melissa

  • cyclone
  • surge
  • island
  • cross-border
Systems in view
housing, hospitals, farms, roads, power
Defining event
category 5 landfall in Jamaica on 28 October 20256
Couplings
CLI → INF damage; INF → HLT hospital failure; CLI → FOO crop and herd loss
Capability evidence
pre-emptive evacuations in Cuba and a rapid damage estimate25
Gaps
indirect deaths; the more detailed damage and loss assessment
Agenda items
DR-01 · DR-02

Melissa was the strongest hurricane on record to make landfall in Jamaica, with 160 knot winds and an estimated minimum pressure of 897 millibars [6].

HAZARD

Intensity

Physical damage is USD 8.8 billion in the World Bank and IDB estimate and USD 12.2 billion in the National Hurricane Center report; both are put at 41% of 2024 GDP, so the percentage cannot be reconciled with both values [5] [6].

IMPACT

Estimates differ

Cuba recorded 735,000 evacuations before landfall, and Jamaica relatively few [2].

PREPAREDNESS

Evacuation outcomes

B.5How countries appear in the disaster and resilience edition

Countries enter the disaster edition through the disaster chapters of their own national editions, on one card grammar. They are read against peer distributions and thresholds, never ranked.

Table B.5How countries appear in the disaster and resilience edition
Card fieldWhat it showsSource
WEFH+B stateeach core system against peer distribution bandsnational edition
Couplingsthe national dependency matrixnational edition
Risk objectsthe national risk portfolionational edition
Capability rungsthe national capability laddernational edition
Evidence ageoldest and newest source datesnational source register

Editions in the 2026 Baseline programme

26national

countries and unions

10regional

clusters

16global

flagship and sector

14strategic

systems reports

20frontier

technology reports

How to read a country card

  • Each system is shown against the distribution of its peers, with thresholds where they exist
  • Couplings and risk objects come from the country’s own national edition
  • Capability rungs record evidence, not a judgement of institutions
  • Evidence age is printed, so older national data are visible as such
Table B.6National Baseline Editions in the 2026 programme
WaveCountries and unionsState
W0CanadaISSUED
W1United States, United Kingdom, France, Germany, Italy, Japan, European Union, SwitzerlandPLANNED
W2Mexico, Brazil, Argentina, Türkiye, Russian Federation, Saudi Arabia, United Arab Emirates, South Africa, Senegal, Kenya, African Union, India, China, Republic of Korea, Indonesia, Singapore, AustraliaPLANNED

B.6Licences

Table B.7Licences of each kind of material
MaterialLicence
TextCC BY 4.0
Dataon the licence of each source; Nexus tables CC BY 4.0
FiguresNexus figures CC BY 4.0; third-party as credited
Mapsboundary source and licence printed on each plate
MetadataCC0 1.0, as Zenodo publishes it
Third-party data, figures and textThe source’s own licence, credited where it is used; never relicensed
Nexus-authored text, tables and figures: CC BY 4.0 (SPDX CC-BY-4.0). Map plates print their boundary source and licence.

B.7Formats and provenance

Table B.8This edition in every format
FormatKindStateWhat it isIdentifier
Web editionHTMLOn this siteDraft in stewardship review; every value resolves to its source.NR-SECTOR-DISASTER-GLOBAL-2026-BASELINE-v1.0.0
Print editionPDFAt releaseA4 portrait · screen, print and archival PDF, signed with the web edition at release.NR-SECTOR-DISASTER-GLOBAL-2026-BASELINE-v1.0.0
Indicator dataCSV · JSONOn this site17 indicators with unit, year, status and source; the machine-readable copy ships with the evidence bundle at release.NR-SECTOR-DISASTER-GLOBAL-2026-BASELINE data release v1
FiguresSVG · PNGOn this site4 on the web edition: headline figure, figure 1.3, coupling instrument, capability ladder.FIG-SECTOR-DISASTER-GLOBAL-2026-BASELINE-*
SlidesPDFNot recordedNo slide deck is recorded for this edition.
Evidence briefHTML · PDFNot recordedNo evidence brief is recorded for this edition.
Dataset with DOIDataCiteAt releaseConcept and version DOI are minted at deposit; none is recorded yet.

Provenance

Edition pack
The edition’s content pack (JSON), from which the print and web editions are built
Evidence cut
DC-SECTOR-DISASTER-GLOBAL-2026-B0, closed 30 September 2026
Reproducibility
sourced values cited; analytical values reproducible from stated parameters
Self-check
14 of 23 at evidence close; a fail on any item blocks release
Review
five passes scheduled before release (in Annex C)
Publisher of record
The Global Centre for Risk and Innovation (GCRI) for the Nexus Consortium
Corrections
Registry correction pathway; upheld corrections are published as notices with a new version

Notes

Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references

  1. 1CRED (ed.), 2025 Disasters in numbers: Earth, Wind and Fire (EM-DAT annual report, reference date 17 March 2026). Centre for Research on the Epidemiology of Disasters, Brussels. Observation year 2025 (with 2005 to 2024 annual averages). Accessed 2026-11-03.back
  2. 4Swiss Re Institute (ed.), Wildfires, storms, floods contribute to record 92% of global insured losses in 2025 (press release on sigma 1/2026, 19 March 2026; the sigma study itself was not opened). Swiss Re, Zurich. Observation year 2025. Accessed 2026-11-03.back
  3. 2IDMC (ed.), Global Report on Internal Displacement 2026 (summary and full report, 12 May 2026). Internal Displacement Monitoring Centre, Geneva. Observation year 2025. Accessed 2026-11-03.back
  4. 3WMO (ed.), Early warning systems reach new heights, but critical gaps jeopardise global progress (press release on the UNDRR and WMO Global Status of Multi-Hazard Early Warning Systems 2025, 12 November 2025; the full report was not opened). World Meteorological Organization, Geneva. Observation year 2025. Accessed 2026-11-03.back
  5. 5World Bank and Inter-American Development Bank (eds.), World Bank, IDB estimate Hurricane Melissa damage to Jamaica totals all-time high of US$8.8 billion (press release on the Global Rapid Damage Estimation, 19 November 2025). World Bank, Washington. Observation year 2025. Accessed 2026-11-03.back
  6. 6NOAA National Hurricane Center (ed.), Tropical Cyclone Report: Hurricane Melissa (revised version, damage cost updated to 26 March 2026). National Hurricane Center, Miami. Observation year 2025. Accessed 2026-11-03.back
  7. 14Ballester, J. et al., Heat-related mortality in Europe during the summer of 2022, Nature Medicine 29, 1857 to 1866, 2023 (open-access full text). Springer Nature, London. Observation year 2022. Accessed 2026-11-03.back
  8. 15Gallo, E. et al., Heat-related mortality in Europe during 2023 and the role of adaptation in protecting health, Nature Medicine 30, 3101 to 3105, 2024 (abstract opened). Springer Nature, London. Observation year 2023. Accessed 2026-11-03.back
  9. 16Rentschler, J., Salhab, M. and Jafino, B.A., Flood exposure and poverty in 188 countries, Nature Communications 13, 3527, 2022 (open-access full text). Springer Nature, London. Observation year 2020. Accessed 2026-11-03.back
  10. 13Hallegatte, S., Rentschler, J. and Rozenberg, J., Lifelines: The Resilient Infrastructure Opportunity. World Bank, Washington, 2019. Observation year 2019. Accessed 2026-11-03.back
  11. 23Copernicus Climate Change Service (ed.), Global Climate Highlights 2025 (full report). ECMWF for the European Commission, Reading. Observation year 2025. Accessed 2026-11-03.back
  12. 9US Geological Survey (ed.), Event record M 7.7, 2025 Mandalay, Burma (Myanmar) earthquake, 28 March 2025 (earthquake catalogue interface). USGS, Reston. Observation year 2025. Accessed 2026-11-03.back
  13. 10US Geological Survey (ed.), Event record M 8.8, 2025 Kamchatka Peninsula, Russia earthquake, 29 July 2025 (earthquake catalogue interface). USGS, Reston. Observation year 2025. Accessed 2026-11-03.back
  14. 11US Geological Survey (ed.), Event record M 6.0, near Asadabad, Afghanistan, 31 August 2025 (earthquake catalogue interface). USGS, Reston. Observation year 2025. Accessed 2026-11-03.back
  15. 12Hallegatte, S., Vogt-Schilb, A., Bangalore, M. and Rozenberg, J., Unbreakable: Building the Resilience of the Poor in the Face of Natural Disasters. World Bank, Washington, 2017. Observation year 2016. Accessed 2026-11-03.back
  16. 8WHO (ed.), Heat and health, fact sheet (version of 31 July 2026). World Health Organization, Geneva. Observation year 2022 (estimates for 2000 to 2019 and summer 2022). Accessed 2026-11-03.back

Cite this annex

Valadbaygi, S. (Ed.). (2026). Annex B: Data appendix. In Global Disaster and Resilience Risk and Resilience Report 2026: Baseline Edition, The State of Disaster Risk and Resilience Worldwide. (Baseline Edition 2026, Report No. NR-SECTOR-DISASTER-GLOBAL-2026-BASELINE) [Draft under review]. The Global Centre for Risk and Innovation (GCRI).

Every citation form of the whole report, BibTeX and RIS included, is on the edition home. Cite this report

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