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The Global Risks Index

The Global Risks Index · XT-15 · Exponential technology series

Teknolojia ya kibayolojia na usalama wa kibayolojia

Biotechnology capability and governance at public-safe level: laboratory biosafety, oversight and detection capacity; no capability information is published.

Page GRX-SER-XT-15Edition Baseline Edition 2026Evidence close 2026-09-30Subject NXS-GRX (canonical data, provenance and risk) proposedNexus Reports XT-15 (planned)Values not yet publishedMethod v1.0.0-draft
FIG 1 · Series at a glance
Vielezo vya nyanja

3

Health security risk · Governance weakness · Technology concentration risk.

Viashiria

90

3 index domains

Hazard families

37

Health and biosecurity · Frontier and exponential technology.

Mbinu

81

Health and epidemiology · Cyber, AI and frontier technology.

Counts from the indicator, hazard and model registries.
3
domain indices
90
indicators in scope
2
hazard domains
3
client groups

01Wigo

Scope and questions

The subject of this index is proposed by NXS-GRX (canonical data, provenance and risk); the Nexus Reports edition with the same code sets its own subject at commissioning, and any difference is recorded as a crosswalk.

Public-safe screen. This series reads governance, detection and preparedness only; no capability, method or sensitive location information is published.
  1. Where does capability outpace oversight?
  2. How strong is detection and response?
  3. Which governance gaps matter most?
02Construction

Domain indices to the series index

The series index is the expert-weighted geometric mean of its domain indices, with the intervals and class rule of the methodology.

computation

How the Biotechnology and biosecurity index is built

Graph7 nodes
Graph
01Vielezo vya nyanja
02Series index
03Readings

100%
List
  1. Health security risk

    Domain index · IDX · HLT
    INFORM-style aggregation, on 0 to 10, of epidemic and AMR hazard, disease burden and undernutrition against health-system and IHR capacity, each component oriented by its own polarity.
  2. Governance weakness

    Domain index · IDX · GOV
    Weighted aggregation, on 0 to 10, of governance quality, rule of law, policy and institutional quality and statistical capacity, each oriented by its own polarity so that higher values mean weaker governance.
  3. Technology concentration risk

    Domain index · IDX · TEC
    Index of technology dependence, critical-mineral dependence and, inverted, innovation capacity and biosecurity oversight, on a 0–10 scale, higher meaning riskier.
  4. Biotechnology and biosecurity index

    Series index · SERIES · XT-15
    Biotechnology capability and governance at public-safe level: laboratory biosafety, oversight and detection capacity; no capability information is published.
  5. Country readings

    Output · OUTPUT · 195 profiles
    Published with intervals and classes when the edition is released.
  6. Regional readings

    Output · OUTPUT · 5 regions
    Published with intervals and classes when the edition is released.
  7. Global reading

    Output · OUTPUT · population or exposure weighted
    Published with intervals and classes when the edition is released.
Not runIn progressDone
FIG 2. Select a domain index to open its full construction; Simulate run plays the computation. Schematic of the construction; source: Indicator Standard composite definitions.
03Vielezo

Domain indices in this series

The Global Risks Index · XT-15 · 195 profiles · 0–10 scale
Biotechnology and biosecurity index, world
–
Values publish with the edition; the interval, class and change appear here.
Kielezo Value Change Change % 90% interval Class · probability Trend Range
Health security riskNXS-GRX · HLT – – – – –
Governance weaknessNXS-GRX · GOV – – – – –
Technology concentration riskNXS-GRX · TEC – – – – –

Domains read: Health, Technology and frontier, Governance and institutions.

04Viashiria

90 indicators in scope

Every indicator whose primary or secondary domain is in scope, with unit, levels and crosswalks to source code lists.

FIG 3 · Indicators in scope, by domain and sub-domain
HLT · 31GOV · 20TEC · 8
Area is the number of indicator definitions; colour is the pillar the domain feeds (Macroeconomy and Space feed through their indices). Select a block to filter the table. Source: Indicator Standard Nexus Indicator Standard register.
Indicator Domain Sub-domain Component Unit Ngazi Crosswalks
LIC-DSF composite indicator score (published, reference)IND.FIS.capacity.lic_dsf_composite_indicator FIS Debt-carrying capacity coping capacity {score} COUNTRY
Net import reliance for critical mineralsIND.ECO.concentration.critical_minerals_import_reliance ECO Export and import concentration vulnerability % COUNTRY
Economic readiness for adaptation investmentIND.CLI.adaptation.economic_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN economic
Governance readiness for adaptationIND.CLI.adaptation.governance_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN governance
Days of dangerous humid heat per yearIND.HAZ.heat.dangerous_heat_days HAZ Extreme heat hazard d/a COUNTRY, ADM1, CITY, GRID UNDRR_HIPS_2025 MH0501
Heatwave exposure events per personIND.HAZ.heat.heatwave_person_days HAZ Extreme heat exposure d/a COUNTRY, ADM1, CITY
Population exposed to extreme heat, shareIND.HAZ.heat.heat_population_exposed.share HAZ Extreme heat exposure % COUNTRY, ADM1, CITY
PM2.5 exposure, population-weighted meanIND.ENV.air.pm25_exposure ENV Air quality hazard ug/m3 COUNTRY, ADM1, CITY, GRID WB_WDI EN.ATM.PM25.MC.M3 SDG 11.6.2 EPI PMD
Population exposed above the WHO PM2.5 guideline, shareIND.ENV.air.pm25_guideline_exceedance.share ENV Air quality exposure % COUNTRY, ADM1, CITY WB_WDI EN.ATM.PM25.MC.ZS
Seasonal peak ozone exposureIND.ENV.air.ozone_exposure ENV Air quality hazard [ppb] COUNTRY, ADM1, CITY, GRID
Population using safely managed drinking waterIND.WAT.access.safely_managed_drinking_water.share WAT Drinking water and sanitation vulnerability % COUNTRY, ADM1, CITY SDG 6.1.1 WB_WDI SH.H2O.SMDW.ZS EPI UWD
Population using at least basic drinking waterIND.WAT.access.basic_drinking_water.share WAT Drinking water and sanitation vulnerability % COUNTRY, ADM1 WB_WDI SH.H2O.BASW.ZS
Population using safely managed sanitationIND.WAT.access.safely_managed_sanitation.share WAT Drinking water and sanitation vulnerability % COUNTRY, ADM1, CITY WB_WDI SH.STA.SMSS.ZS SDG 6.2.1 EPI USD
Population with basic hand-washing facilitiesIND.WAT.access.basic_handwashing.share WAT Drinking water and sanitation vulnerability % COUNTRY, ADM1 WB_WDI SH.STA.HYGN.ZS SDG 6.2.1
Dependency ratio on external renewable waterIND.WAT.dependence.external_water_dependency WAT Transboundary dependence exposure % COUNTRY
Transboundary basin area with operational cooperationIND.WAT.dependence.transboundary_cooperation.share WAT Transboundary dependence coping capacity % COUNTRY SDG 6.5.2
Under-five mortality rateIND.HLT.burden.under5_mortality HLT Disease burden and mortality vulnerability /10*3 COUNTRY WB_WDI SH.DYN.MORT SDG 3.2.1 WHO_GHO MDG_0000000007
Neonatal mortality rateIND.HLT.burden.neonatal_mortality HLT Disease burden and mortality vulnerability /10*3 COUNTRY WB_WDI SH.DYN.NMRT SDG 3.2.2
Maternal mortality ratioIND.HLT.burden.maternal_mortality HLT Disease burden and mortality vulnerability /10*5 COUNTRY WB_WDI SH.STA.MMRT SDG 3.1.1 WHO_GHO MDG_0000000026
Life expectancy at birthIND.HLT.burden.life_expectancy HLT Disease burden and mortality vulnerability a COUNTRY WB_WDI SP.DYN.LE00.IN WHO_GHO WHOSIS_000001
Premature mortality from major non-communicable diseasesIND.HLT.burden.ncd_premature_mortality HLT Disease burden and mortality vulnerability % COUNTRY WB_WDI SH.DYN.NCOM.ZS SDG 3.4.1 WHO_GHO NCDMORT3070
Tuberculosis incidenceIND.HLT.burden.tb_incidence HLT Disease burden and mortality hazard /10*5 COUNTRY WB_WDI SH.TBS.INCD SDG 3.3.2 WHO_GHO MDG_0000000020
Malaria incidenceIND.HLT.burden.malaria_incidence HLT Disease burden and mortality hazard /10*3 COUNTRY WB_WDI SH.MLR.INCD.P3 SDG 3.3.3 WHO_GHO SDGMALARIA
HIV incidenceIND.HLT.burden.hiv_incidence HLT Disease burden and mortality hazard /10*3 COUNTRY WB_WDI SH.HIV.INCD.TL.P3 SDG 3.3.1 WHO_GHO SDGHIV WB_WDI SH.HIV.INCD.ZS
Medical doctors per 1,000 populationIND.HLT.system.physician_density HLT Health system capacity coping capacity /10*3 COUNTRY WB_WDI SH.MED.PHYS.ZS WHO_GHO HWF_0001 SDG 3.c.1
Nurses and midwives per 1,000 populationIND.HLT.system.nurse_midwife_density HLT Health system capacity coping capacity /10*3 COUNTRY WB_WDI SH.MED.NUMW.P3 WHO_GHO HWF_0006 SDG 3.c.1
Hospital beds per 1,000 populationIND.HLT.system.hospital_beds HLT Health system capacity coping capacity /10*3 COUNTRY WB_WDI SH.MED.BEDS.ZS WHO_GHO WHS6_102
UHC service coverage indexIND.HLT.system.uhc_service_coverage HLT Health system capacity coping capacity {score} COUNTRY SDG 3.8.1 WHO_GHO UHC_INDEX_REPORTED WB_WDI SH.UHC.SRVS.CV.XD
Population with catastrophic out-of-pocket health spendingIND.HLT.system.catastrophic_oop HLT Health system capacity vulnerability % COUNTRY SDG 3.8.2 WB_WDI SH.UHC.OOPC.10.ZS
Out-of-pocket spending, share of current health expenditureIND.HLT.system.oop_share HLT Health system capacity vulnerability % COUNTRY WB_WDI SH.XPD.OOPC.CH.ZS WHO_GHO GHED_OOPSCHE_SHA2011
Current health expenditure, share of GDPIND.HLT.system.health_expenditure.gdp HLT Health system capacity coping capacity % COUNTRY WB_WDI SH.XPD.CHEX.GD.ZS
DTP3 immunisation coverageIND.HLT.system.dtp3_coverage HLT Health system capacity coping capacity % COUNTRY WHO_GHO WHS4_100 WB_WDI SH.IMM.IDPT SDG 3.b.1
Second-dose measles immunisation coverageIND.HLT.system.mcv2_coverage HLT Health system capacity coping capacity % COUNTRY WHO_GHO MCV2 WB_WDI SH.IMM.MEA2 SDG 3.b.1
Births attended by skilled health personnelIND.HLT.system.skilled_birth_attendance HLT Health system capacity coping capacity % COUNTRY WB_WDI SH.STA.BRTC.ZS SDG 3.1.2
Travel time to the nearest health facilityIND.HLT.system.health_facility_travel_time HLT Health system capacity vulnerability min COUNTRY, ADM1, ADM2, CITY, GRID
IHR core capacity score (SPAR)IND.HLT.security.spar_capacity HLT Health security (IHR) coping capacity {score} COUNTRY SDG 3.d.1 WHO_GHO SDGIHR2021 WHO_GHO SDGIHR2018
IHR laboratory capacity (SPAR C4)IND.HLT.security.spar_laboratory HLT Health security (IHR) coping capacity {score} COUNTRY SPAR C4 WHO_GHO IHRSPAR2_C04 JEE D1
IHR surveillance capacity (SPAR C5)IND.HLT.security.spar_surveillance HLT Health security (IHR) coping capacity {score} COUNTRY SPAR C5 WHO_GHO IHRSPAR2_C05 JEE D2
IHR health emergency management capacity (SPAR C7)IND.HLT.security.spar_emergency_management HLT Health security (IHR) coping capacity {score} COUNTRY SPAR C7 WHO_GHO IHRSPAR2_C07 JEE R1
IHR risk communication capacity (SPAR C10)IND.HLT.security.spar_risk_communication HLT Health security (IHR) coping capacity {score} COUNTRY SPAR C10 WHO_GHO IHRSPAR2_C10 JEE R5
Epidemic event frequencyIND.HLT.epidemic.outbreak_event_frequency HLT Epidemic and outbreak hazard 1 COUNTRY, ADM1
Reported cholera cases, per 100,000 populationIND.HLT.epidemic.cholera_cases.p100k HLT Epidemic and outbreak hazard /10*5 COUNTRY WHO_GHO CHOLERA_0000000001
Bloodstream infections due to MRSAIND.HLT.amr.mrsa_bloodstream HLT Antimicrobial resistance hazard % COUNTRY WHO_GHO AMR_INFECT_MRSA SDG 3.d.2
Bloodstream infections due to E. coli resistant to third-generation cephalosporinsIND.HLT.amr.ecoli_3gc_bloodstream HLT Antimicrobial resistance hazard % COUNTRY WHO_GHO AMR_INFECT_ECOLI SDG 3.d.2
Stunting among children under fiveIND.HLT.nutrition.stunting HLT Nutrition vulnerability % COUNTRY WB_WDI SH.STA.STNT.ME.ZS SDG 2.2.1 WHO_GHO NUTSTUNTINGPREV FAO_FAOSTAT 21025
Wasting among children under fiveIND.HLT.nutrition.wasting HLT Nutrition vulnerability % COUNTRY, ADM1 WB_WDI SH.STA.WAST.ZS SDG 2.2.2 WHO_GHO NUTRITION_WH_2 FAO_FAOSTAT 21026
Anaemia among women of reproductive ageIND.HLT.nutrition.anaemia_women HLT Nutrition vulnerability % COUNTRY WB_WDI SH.ANM.ALLW.ZS WHO_GHO NUTRITION_ANAEMIA_REPRODUCTIVEAGE_PREV SDG 2.2.3 FAO_FAOSTAT 21043
Seats held by women in national parliamentIND.SOC.gender.women_in_parliament SOC Gender adaptive capacity % COUNTRY WB_WDI SG.GEN.PARL.ZS SDG 5.5.1
Population aged 65 and over, share of totalIND.DEM.structure.share_65plus DEM Age structure vulnerability % COUNTRY WB_WDI SP.POP.65UP.TO.ZS
Attacks on health careIND.CON.civilian.attacks_on_health_care CON Civilian harm impact 1 COUNTRY
Voice and accountability (WGI)IND.GOV.quality.voice_accountability GOV Governance quality coping capacity {score} COUNTRY WB_WGI GOV_WGI_VA.SC WB_WGI GOV_WGI_VA.EST
Political stability and absence of violence (WGI)IND.GOV.quality.political_stability GOV Governance quality coping capacity {score} COUNTRY WB_WGI GOV_WGI_PV.SC WB_WGI GOV_WGI_PV.EST
Government effectiveness (WGI)IND.GOV.quality.government_effectiveness GOV Governance quality coping capacity {score} COUNTRY WB_WGI GOV_WGI_GE.SC WB_WGI GOV_WGI_GE.EST
Control of corruption (WGI)IND.GOV.quality.control_of_corruption GOV Governance quality coping capacity {score} COUNTRY WB_WGI GOV_WGI_CC.SC WB_WGI GOV_WGI_CC.EST
Corruption Perceptions Index (Transparency International)IND.GOV.quality.corruption_perceptions GOV Governance quality coping capacity {score} COUNTRY
Press freedom score (RSF)IND.GOV.quality.press_freedom GOV Governance quality coping capacity {score} COUNTRY
Rule of law (WGI)IND.GOV.rule_of_law.rule_of_law GOV Rule of law coping capacity {score} COUNTRY WB_WGI GOV_WGI_RL.SC WB_WGI GOV_WGI_RL.EST
Property rights and rule-based governance (CPIA)IND.GOV.rule_of_law.property_rights GOV Rule of law coping capacity {score} COUNTRY WB_WDI IQ.CPA.PROP.XQ
Unsentenced detainees, share of prison populationIND.GOV.rule_of_law.unsentenced_detainees GOV Rule of law vulnerability % COUNTRY SDG 16.3.2
Bribery incidence among firmsIND.GOV.rule_of_law.bribery_incidence_firms GOV Rule of law vulnerability % COUNTRY WB_WDI IC.FRM.BRIB.ZS SDG 16.5.2
Regulatory quality (WGI)IND.GOV.policy.regulatory_quality GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WGI GOV_WGI_RQ.SC WB_WGI GOV_WGI_RQ.EST
CPIA overall rating (IDA resource allocation index)IND.GOV.policy.cpia_overall GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.IRAI.XQ
CPIA public-sector management and institutionsIND.GOV.policy.cpia_public_sector_management GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.PUBS.XQ
CPIA transparency, accountability and corruption in the public sectorIND.GOV.policy.cpia_transparency GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.TRAN.XQ
Efficiency of revenue mobilisation (CPIA)IND.GOV.policy.tax_administration GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.REVN.XQ
Deviation of budget execution from the approved budgetIND.GOV.policy.budget_execution_deviation GOV Policy and institutional quality vulnerability % COUNTRY SDG 16.6.1
Statistical Performance Indicators overall scoreIND.GOV.statistics.spi_overall GOV Statistical capacity coping capacity {score} COUNTRY WB_WDI IQ.SPI.OVRL WB_WDI IQ.SCI.OVRL
Completeness of birth registrationIND.GOV.statistics.birth_registration GOV Statistical capacity coping capacity % COUNTRY WB_WDI SP.REG.BRTH.ZS SDG 16.9.1
Years since the last population censusIND.GOV.statistics.years_since_census GOV Statistical capacity vulnerability a COUNTRY SDG 17.19.2
Business environment score (B-READY)IND.GOV.business.bready_overall GOV Business environment coping capacity {score} COUNTRY
Population relying primarily on clean cooking fuels and technologiesIND.ENE.access.clean_cooking ENE Access vulnerability % COUNTRY, ADM1 SDG 7.1.2 WB_WDI EG.CFT.ACCS.ZS
Critical-mineral import supplier concentrationIND.ENE.minerals.critical_mineral_import_concentration ENE Critical minerals vulnerability 1 COUNTRY
Critical facilities with 72-hour back-up powerIND.INF.utilities.critical_facility_backup_power INF Utilities coping capacity % COUNTRY, ADM1, CITY ISO_37123 ISO 37123:2019
Lifeline facilities in high-hazard zones, shareIND.INF.utilities.lifeline_facilities_exposed.share INF Utilities exposure % COUNTRY, ADM1, ADM2, CITY, GRID
Health facilities damaged or destroyed by disastersIND.INF.disruption.health_facilities_damaged INF Service disruption impact 1 COUNTRY, ADM1 SENDAI D-2
ITU GCI legal measures pillarIND.CYB.capability.gci_legal CYB Cyber capability coping capacity {score} COUNTRY ITU_GCI Legal Measures
ITU GCI organisational measures pillarIND.CYB.capability.gci_organizational CYB Cyber capability coping capacity {score} COUNTRY ITU_GCI Organizational Measures
Data protection and privacy legislation in forceIND.CYB.capability.data_protection_law CYB Cyber capability coping capacity {bool} COUNTRY ITU_GCI Legal Measures
E-government developmentIND.CYB.dependence.egovernment_development CYB Digital dependence exposure {score} COUNTRY
Gross domestic expenditure on R&D, share of GDPIND.TEC.capability.rd_expenditure.gdp TEC Technology capability adaptive capacity % COUNTRY SDG 9.5.1 WB_WDI GB.XPD.RSDV.GD.ZS
Researchers per million inhabitantsIND.TEC.capability.researchers_per_million TEC Technology capability adaptive capacity /10*6 COUNTRY SDG 9.5.2 WB_WDI SP.POP.SCIE.RD.P6
High-technology exports, share of manufactured exportsIND.TEC.capability.high_tech_exports TEC Technology capability adaptive capacity % COUNTRY WB_WDI TX.VAL.TECH.MF.ZS SDG 9.b.1
Semiconductor import supplier concentrationIND.TEC.concentration.semiconductor_import_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
Cloud infrastructure provider concentrationIND.TEC.concentration.cloud_provider_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
AI compute capacity under foreign or single-provider controlIND.TEC.ai.ai_compute_foreign_control TEC Akili bandia vulnerability % COUNTRY
Foundation-model provider concentrationIND.TEC.ai.foundation_model_concentration TEC Akili bandia vulnerability % COUNTRY
Biosafety and biosecurity oversight of high-containment laboratoriesIND.TEC.bio.biosecurity_lab_oversight TEC Biotechnology coping capacity {score} COUNTRY
National DRR strategy aligned with the Sendai FrameworkIND.CRS.drr.national_drr_strategy CRS DRR strategy coping capacity {score} COUNTRY SENDAI E-1 SDG 1.5.3 SDG 11.b.1 SDG 13.1.2
Local governments with DRR strategies aligned to the national strategyIND.CRS.drr.local_drr_strategies CRS DRR strategy coping capacity % COUNTRY, ADM1 SENDAI E-2 SDG 1.5.4 SDG 11.b.2 SDG 13.1.3
Population within 15 minutes of emergency servicesIND.CRS.response.emergency_service_access CRS Response capacity coping capacity % COUNTRY, ADM1, CITY ISO_37120 ISO 37120:2018
05Majanga

Hazard families this series reads

families, each crosswalked to the UNDRR–ISC Hazard Information Profiles (2025) where a profile exists.

FIG 4 · Hazard families this series reads
AfyaFrontier233HAZARDS
2 hazard domains (inner ring) and 37 families (outer ring), sized by hazard count. Select a segment to filter the table below. Source: Hazard Standard Nexus Hazard Standard.
Family Domain Majanga Count
Airborne and respiratory infection Afya na usalama wa viumbe hai Respiratory pandemic, Seasonal influenza epidemic, Zoonotic influenza spillover, Coronavirus outbreak, Tuberculosis surge, Bacterial meningitis outbreak 6
Vaccine-preventable outbreaks Afya na usalama wa viumbe hai Measles outbreak, Polio outbreak, Diphtheria and whooping cough outbreak, Other vaccine-preventable outbreak 4
Faecal-oral and foodborne infection Afya na usalama wa viumbe hai Cholera outbreak, Typhoid and paratyphoid fever, Shigellosis and dysentery outbreak, Viral diarrhoea outbreak, Faecal-oral hepatitis outbreak, Foodborne illness outbreak, Waterborne disease outbreak 7
Vector-borne infection Afya na usalama wa viumbe hai Dengue epidemic, Chikungunya and Zika outbreak, Yellow fever outbreak, West Nile and Culex-borne virus outbreak, Malaria resurgence, Plague outbreak, Trypanosomiasis outbreak, Tick-borne disease surge … 10
Haemorrhagic fever Afya na usalama wa viumbe hai Ebola and Marburg outbreak, Lassa fever outbreak, Crimean-Congo haemorrhagic fever outbreak 3
Blood-borne and sexually transmitted infection Afya na usalama wa viumbe hai HIV epidemic, Chronic viral hepatitis B and C burden, Sexually transmitted infection resurgence 3
Animal-to-human spillover Afya na usalama wa viumbe hai Zoonotic spillover event, Anthrax outbreak, Brucellosis outbreak, Rabies outbreak, Leptospirosis outbreak, Mpox outbreak, Rift Valley fever outbreak, Nipah and henipavirus outbreak 8
Rare and persistent human infections Afya na usalama wa viumbe hai Prion disease cluster, Smallpox reintroduction 2
Livestock and aquaculture epizootics Afya na usalama wa viumbe hai Swine fever epizootic, Foot-and-mouth epizootic, Ruminant respiratory epizootic, Vector-borne livestock disease, Poultry epizootic, Screwworm infestation, Aquaculture disease outbreak, Livestock disease outbreak 8
Plant disease and pests Afya na usalama wa viumbe hai Bacterial and fungal crop disease, Plant virus epidemic, Crop insect pest outbreak, Locust swarm, Invasive species spread 5
Systemic biological risks Afya na usalama wa viumbe hai Antimicrobial resistance, Deliberate or accidental biological-agent release 2
Environmental and product harm to people Afya na usalama wa viumbe hai Snakebite envenoming, Substandard and falsified medicines, Adulterated alcohol poisoning, Overdose epidemic 4
Climate-sensitive illness Afya na usalama wa viumbe hai Heat-related illness surge, Cold-related illness surge, Disease vector range expansion, Aeroallergen season intensification, Warm-water bacterial infection 5
Drug and insecticide resistance by pathogen class Afya na usalama wa viumbe hai Multidrug-resistant bacterial infection spread, Antiviral drug resistance, Antimalarial and antiparasitic drug resistance, Antifungal drug resistance, Insecticide resistance in disease vectors, Antimicrobial development and supply failure 6
Emerging and unknown infection threats Afya na usalama wa viumbe hai Unknown future pathogen emergence, Emerging fungal pathogen, Endemic fungal disease range expansion, Healthcare-associated infection outbreak, Undiagnosed illness cluster 5
Maternal, newborn and child health emergencies Afya na usalama wa viumbe hai Maternal mortality rise, Newborn mortality surge, Preterm and low birthweight birth rise, Childhood immunisation coverage collapse, Infant feeding disruption, Reproductive health service disruption 6
Mental health crises Afya na usalama wa viumbe hai Population mental distress surge, Post-disaster traumatic stress, Suicide rate rise, Youth mental health crisis, Climate-related psychological distress, Social isolation and loneliness epidemic, Mass psychogenic illness outbreak, Gambling harm surge 8
Noncommunicable disease surges Afya na usalama wa viumbe hai Cardiovascular disease surge, Diabetes epidemic, Obesity epidemic, Cancer burden rise, Chronic respiratory disease burden, Chronic kidney disease surge, Dementia burden growth, Post-infection chronic illness … 11
Malnutrition and micronutrient deficiency Afya na usalama wa viumbe hai Acute malnutrition surge, Chronic undernutrition and stunting, Micronutrient deficiency, Nutritional deficiency disease outbreak, Unhealthy diet transition, Crop nutrient decline 6
Occupational disease and injury Afya na usalama wa viumbe hai Occupational lung disease, Occupational heat strain, Occupational cancer, Occupational chemical poisoning, Workplace injury burden, Work-related psychosocial harm 6
Health system capacity failure Afya na usalama wa viumbe hai Health workforce shortage, Health worker industrial action, Health financing collapse, Catastrophic out-of-pocket health spending, Vaccine confidence collapse, Essential health service disruption, Disease surveillance failure, Health facility loss of function … 9
AI system failure and misalignment Frontier and exponential technology AI malfunction in a critical service, Out-of-distribution model failure, Correlated failure of shared AI models, Reliance on fabricated AI output, Specification gaming and reward hacking, Deceptive or strategically misaligned AI, Loss of human control over advanced AI, AI self-replication and exfiltration … 11
AI security and model supply chain Frontier and exponential technology Theft of frontier model weights, Backdoored AI model, AI model supply-chain compromise, Prompt injection against AI agents, AI-enabled cyber offence, Attack on AI compute infrastructure, Adversarial manipulation of machine learning 7
AI misuse and capability uplift Frontier and exponential technology AI uplift for biological weapons, AI uplift for chemical weapons, Synthetic media at scale, Non-consensual synthetic intimate imagery, AI-driven mass persuasion, AI-enabled mass surveillance and repression, AI-enabled seizure or entrenchment of power, Malicious use of AI 8
Agentic AI acting at scale Frontier and exponential technology Runaway autonomous agent action, Multi-agent interaction cascade, Algorithmic market flash crash, Human deskilling and over-reliance on AI, Gradual human disempowerment by AI, Autonomous agent overreach 6
Algorithmic decision and structural harm Frontier and exponential technology Harmful automated decision-making, Clinical AI error, Rapid AI-driven labour displacement, Concentration of frontier AI capability, Competitive AI race and safety erosion, Degradation of the shared knowledge base, Recommender-system amplification harm, Harm from AI companions and chatbots … 12
Robotics, autonomy and autonomous weapons Frontier and exponential technology Lethal autonomous weapon use, Drone swarm attack, Weaponised small drone attack, Drone intrusion into protected airspace, AI-accelerated military escalation, AI in nuclear command, control and warning, Industrial and service robot injury, Autonomous vehicle system failure … 10
Biotechnology and synthetic biology Frontier and exponential technology Engineered pandemic pathogen, Dual-use research of concern, Benchtop DNA synthesis misuse, Biological design tool misuse, Automated biofoundry accident, Gene drive escape, Engineered organism escape into the environment, Mirror-image organism creation or release … 10
Nanotechnology and advanced materials Frontier and exponential technology Engineered nanomaterial exposure, High-aspect-ratio nanofibre inhalation, Nanomaterial accumulation in the environment, Uncontrolled self-replicating nanomachines, Molecular manufacturing arms race 5
Neurotechnology, human enhancement and extended reality Frontier and exponential technology Brain-computer interface failure, Neural device compromise, Neural data exploitation, Cognitive enhancement harm and coercion, Heritable human genome editing harm, Extended-reality physical and psychological harm, Manipulation of augmented perception 7
Quantum technology and cryptographic transition Frontier and exponential technology Cryptographically relevant quantum computer, Harvest-now, decrypt-later collection, Post-quantum migration failure, Quantum sensing erosion of strategic concealment 4
Climate intervention technologies Frontier and exponential technology Solar geoengineering termination shock, Stratospheric aerosol injection side effects, Marine cloud brightening side effects, Unilateral or rogue geoengineering deployment, Ocean fertilisation side effects, Ocean alkalinity enhancement side effects, Large-scale carbon removal land and water competition, Geological carbon storage leakage … 11
Space technology and orbital infrastructure Frontier and exponential technology Destructive anti-satellite strike, Non-kinetic counterspace attack, Mega-constellation orbital congestion, Constellation-wide service failure, Upper-atmosphere pollution from launches and re-entries, Satellite interference with sky observation, Back-contamination from extraterrestrial samples 7
Digital infrastructure concentration and monoculture Frontier and exponential technology Critical open-source dependency failure, Advanced semiconductor fabrication concentration, Digital identity and trust service failure 3
Advanced and distributed manufacturing Frontier and exponential technology 3D-printed and untraceable firearms, Distributed production of weapon components, Additively manufactured critical part failure 3
Energy-transition technology failures Frontier and exponential technology Lithium battery fire in vehicles and transport, Mass manipulation of connected energy devices, Advanced reactor material security risk, Critical mineral supply concentration 4
Distributed ledgers and digital assets Frontier and exponential technology Smart-contract and oracle exploit 1
06Mbinu

Method libraries

Each method has a reference implementation or declares the specialist model, data or adapter it still needs; none is promoted beyond its evidence.

25 methods

Health and epidemiology

SIR Epidemiology · SEIR Epidemiology · Stochastic Epidemic · Rt Estimation · Health Nowcasting · Outbreak Detection · Syndromic Surveillance …

56 methods

Cyber, AI and frontier technology

Cyber Attack Surface · Exploitability · Threat Likelihood · Cyber Asset Criticality · Intrusion Propagation · Ransomware Risk · Identity Compromise …

07Users

Who uses it

Governments and national risk agencies

Prioritise prevention and preparedness. Plan with subnational layers. Track Sendai targets. Co-develop a national index.

Universities and research

Replicate every value. Study methods. Contribute data and review.

UN system and humanitarian organisations

Compare needs across contexts with intervals. Watch weekly signals for review. Read outlooks for anticipatory planning.

08Ripoti

Nexus Reports

Edition code
XT-15
Edition status
planned
Mada
Set by Nexus Reports at commissioning

Nexus Reports

09Cite

Cite and reuse

GCRI Canada (2026). The Global Risks Index (NXS-GRX): Biotechnology and biosecurity series (GRX-SER-XT-15), Baseline Edition 2026. Preparatory working draft. https://risksindex.com/series/xt-15/ UNI NXS-GRX-AR-000102.
Series key
grix:SER.XT-15:{ISO3}:{YEAR}:A
Domain keys
nis:IDX.HLT.security.health_security_risk:{ISO3}:{YEAR}:A nis:IDX.GOV.quality.governance_weakness:{ISO3}:{YEAR}:A nis:IDX.TEC.concentration.technology_concentration_risk:{ISO3}:{YEAR}:A

Every country reads this series

Each country profile carries the domain indices this series is built from.