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Global Risks Index

The Global Risks Index · GS-15 · Global sector series

全球科学与工程

社会衡量、建模和降低风险及其集中度所需的科学、工程和数据能力。

Page GRX-SER-GS-15Edition Baseline Edition 2026Evidence close 2026-09-30Subject Nexus ReportsNexus Reports GS-15 (planned)Values not yet publishedMethod v1.0.0-draft
FIG 1 · Series at a glance
领域指数

1

技术集中风险

指标

75

3 index domains

Hazard families

16

前沿与指数型技术

方法

107

Scientific assurance · Risk data

Counts from the indicator, hazard and model registries.
1
领域指数
75
indicators in scope
1
危害领域
4
client groups

01范围

Scope and questions

The subject is the one named by the Nexus Reports programme for this code.

  1. Where is risk science capacity thinnest relative to risk?
  2. Which models and datasets are single points of failure?
  3. How reproducible are the methods risk decisions rely on?
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 Global Science and engineering index is built

Graph5 nodes
流程图
01领域指数
02Series index
03Readings

100%
索引
  1. 技术集中风险

    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.
  2. Global Science and engineering index

    Series index · SERIES · GS-15
    社会衡量、建模和降低风险及其集中度所需的科学、工程和数据能力。
  3. Country readings

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

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

    Output · OUTPUT · population or exposure weighted
    Published with intervals and classes when the edition is released.
未运行进行中已完成
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.
03指数

Domain indices in this series

The Global Risks Index · GS-15 · 195 profiles · 0–10 scale
Global Science and engineering index, world
–
数值随版本发布;区间、类别和变化将显示在这里。
指数 数值 变化 变化 % 90% 区间 类别 · 概率 趋势 范围
技术集中风险NXS-GRX · TEC – – – – –

Domains read: Technology and frontier, Social and human development, Governance and institutions.

04指标

75 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
SOC · 22GOV · 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.
指标 领域 Sub-domain 组件 单位 级别 Crosswalks
失业率IND.MAC.labour.unemployment_rate MAC Labour market vulnerability % COUNTRY WB_WDI SL.UEM.TOTL.ZS SDG 8.5.2 ILO UNE_DEAP_SEX_AGE_RT
LIC-DSF 综合指标得分(已发布,参考)IND.FIS.capacity.lic_dsf_composite_indicator FIS Debt-carrying capacity coping capacity {score} COUNTRY
家庭债务,占 GDP 比重IND.FIN.depth.household_debt.gdp FIN Financial depth and inclusion vulnerability % COUNTRY IMF_FSI FSHG_PT
成年人账户拥有率IND.FIN.depth.account_ownership FIN Financial depth and inclusion coping capacity % COUNTRY WB_WDI FX.OWN.TOTL.ZS SDG 8.10.2
关键矿产净进口依赖度IND.ECO.concentration.critical_minerals_import_reliance ECO Export and import concentration vulnerability % COUNTRY
适应投资的经济准备度IND.CLI.adaptation.economic_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN economic
适应的治理准备度IND.CLI.adaptation.governance_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN governance
适应的社会准备度IND.CLI.adaptation.social_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN social
对外部可再生水的依赖率IND.WAT.dependence.external_water_dependency WAT Transboundary dependence exposure % COUNTRY
有运作中合作安排的跨界流域面积IND.WAT.dependence.transboundary_cooperation.share WAT Transboundary dependence coping capacity % COUNTRY SDG 6.5.2
发生灾难性自付医疗支出的人口IND.HLT.system.catastrophic_oop HLT Health system capacity vulnerability % COUNTRY SDG 3.8.2 WB_WDI SH.UHC.OOPC.10.ZS
健康膳食成本IND.FOO.access.healthy_diet_cost FOO Access and affordability vulnerability [USD] COUNTRY WB_WDI CoHD_PPP
无力负担健康膳食的人口IND.FOO.access.healthy_diet_unaffordable FOO Access and affordability vulnerability % COUNTRY WB_WDI CoHD_headcount
农业就业,占总就业比重IND.FOO.agriculture.agri_employment_share FOO Agricultural production and dependence vulnerability % COUNTRY WB_WDI SL.AGR.EMPL.ZS
极端贫困人口比例,每天 3.00 美元(2021 年 PPP)IND.SOC.poverty.extreme_poverty.usd300 SOC Poverty vulnerability % COUNTRY WB_WDI SI.POV.DDAY SDG 1.1.1
贫困人口比例,每天 4.20 美元(2021 年 PPP)IND.SOC.poverty.poverty.usd420 SOC Poverty vulnerability % COUNTRY WB_WDI SI.POV.LMIC
贫困人口比例,每天 8.30 美元(2021 年 PPP)IND.SOC.poverty.poverty.usd830 SOC Poverty vulnerability % COUNTRY WB_WDI SI.POV.UMIC
按国家贫困线计算的贫困人口比例IND.SOC.poverty.national_poverty SOC Poverty vulnerability % COUNTRY, ADM1 WB_WDI SI.POV.NAHC SDG 1.2.1
多维贫困人口比例(全球 MPI)IND.SOC.poverty.multidimensional_poverty SOC Poverty vulnerability % COUNTRY, ADM1 SDG 1.2.2 WB_WDI SI.POV.MPWB
基尼系数IND.SOC.inequality.gini SOC Inequality vulnerability {score} COUNTRY WB_WDI SI.POV.GINI
最低 40% 人群的收入或消费占比IND.SOC.inequality.bottom40_income_share SOC Inequality vulnerability % COUNTRY WB_WDI SI.DST.FRST.20
最低 40% 人群的消费或收入增长率IND.SOC.inequality.bottom40_growth SOC Inequality adaptive capacity % COUNTRY WB_WDI SI.SPR.PC40.ZG SDG 10.1.1
不平等造成的人类发展损失IND.SOC.inequality.human_development_loss SOC Inequality vulnerability % COUNTRY HDR loss
平均受教育年限IND.SOC.education.mean_years_schooling SOC Education adaptive capacity a COUNTRY HDR mys
预期受教育年限IND.SOC.education.expected_years_schooling SOC Education adaptive capacity a COUNTRY HDR eys
学习贫困IND.SOC.education.learning_poverty SOC Education vulnerability % COUNTRY WB_WDI SE.LPV.PRIM SDG 4.1.1
成人识字率IND.SOC.education.adult_literacy SOC Education adaptive capacity % COUNTRY WB_WDI SE.ADT.LITR.ZS SDG 4.6.1
性别不平等指数(UNDP)IND.SOC.gender.gender_inequality_index SOC Gender vulnerability {score} COUNTRY HDR gii
女性劳动力参与率IND.SOC.gender.female_labour_participation SOC Gender adaptive capacity % COUNTRY WB_WDI SL.TLF.CACT.FE.ZS
国家议会中女性所占席位IND.SOC.gender.women_in_parliament SOC Gender adaptive capacity % COUNTRY WB_WDI SG.GEN.PARL.ZS SDG 5.5.1
至少享有一项社会保护福利的人口IND.SOC.protection.social_protection_coverage SOC Social protection coping capacity % COUNTRY SDG 1.3.1 ILO SDG_0131_SEX_SOC_RT WB_WDI per_allsp.cov_pop_tot
未就业、未受教育或培训的青年IND.SOC.protection.youth_neet SOC Social protection vulnerability % COUNTRY WB_WDI SL.UEM.NEET.ZS SDG 8.6.1 ILO SDG_0861_SEX_RT
非正规就业,占总就业比重IND.SOC.protection.informal_employment SOC Social protection vulnerability % COUNTRY SDG 8.3.1 ILO SDG_0831_SEX_ECO_RT WB_WDI SL.ISV.IFRM.ZS
从事童工劳动的 5 至 17 岁儿童IND.SOC.protection.child_labour SOC Social protection vulnerability % COUNTRY SDG 8.7.1 ILO SDG_B871_SEX_AGE_RT WB_WDI SL.TLF.0714.ZS
人类发展指数(UNDP)IND.SOC.development.hdi SOC 人类发展 adaptive capacity {score} COUNTRY HDR hdi
不平等调整后人类发展指数(UNDP)IND.SOC.development.ihdi SOC 人类发展 adaptive capacity {score} COUNTRY HDR ihdi
居住在贫民窟的城市人口IND.DEM.urbanisation.slum_share DEM Urbanisation vulnerability % COUNTRY WB_WDI EN.POP.SLUM.UR.ZS SDG 11.1.1
话语权和问责(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
政治稳定和无暴力(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
政府效能(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
腐败控制(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
清廉指数(透明国际)IND.GOV.quality.corruption_perceptions GOV Governance quality coping capacity {score} COUNTRY
新闻自由得分(RSF)IND.GOV.quality.press_freedom GOV Governance quality coping capacity {score} COUNTRY
法治(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
产权和基于规则的治理(CPIA)IND.GOV.rule_of_law.property_rights GOV Rule of law coping capacity {score} COUNTRY WB_WDI IQ.CPA.PROP.XQ
未判决被拘留者,占在押人口比重IND.GOV.rule_of_law.unsentenced_detainees GOV Rule of law vulnerability % COUNTRY SDG 16.3.2
企业行贿发生率IND.GOV.rule_of_law.bribery_incidence_firms GOV Rule of law vulnerability % COUNTRY WB_WDI IC.FRM.BRIB.ZS SDG 16.5.2
监管质量(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 总体评级(IDA 资源分配指数)IND.GOV.policy.cpia_overall GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.IRAI.XQ
CPIA 公共部门管理和机构IND.GOV.policy.cpia_public_sector_management GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.PUBS.XQ
CPIA 公共部门透明度、问责和腐败IND.GOV.policy.cpia_transparency GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.TRAN.XQ
收入动员效率(CPIA)IND.GOV.policy.tax_administration GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.REVN.XQ
预算执行与核定预算的偏差IND.GOV.policy.budget_execution_deviation GOV Policy and institutional quality vulnerability % COUNTRY SDG 16.6.1
统计绩效指标总得分IND.GOV.statistics.spi_overall GOV Statistical capacity coping capacity {score} COUNTRY WB_WDI IQ.SPI.OVRL WB_WDI IQ.SCI.OVRL
出生登记完整性IND.GOV.statistics.birth_registration GOV Statistical capacity coping capacity % COUNTRY WB_WDI SP.REG.BRTH.ZS SDG 16.9.1
距上次人口普查的年数IND.GOV.statistics.years_since_census GOV Statistical capacity vulnerability a COUNTRY SDG 17.19.2
营商环境得分(B-READY)IND.GOV.business.bready_overall GOV Business environment coping capacity {score} COUNTRY
关键矿产进口供应方集中度IND.ENE.minerals.critical_mineral_import_concentration ENE Critical minerals vulnerability 1 COUNTRY
可便捷使用公共交通的城市人口IND.INF.transport.public_transport_access INF Transport coping capacity % CITY, ADM1, COUNTRY SDG 11.2.1 ISO_37120 ISO 37120:2018
因灾害受损或被毁的教育设施IND.INF.disruption.education_facilities_damaged INF Service disruption impact 1 COUNTRY, ADM1 SENDAI D-3
ITU GCI 法律措施支柱IND.CYB.capability.gci_legal CYB Cyber capability coping capacity {score} COUNTRY ITU_GCI Legal Measures
ITU GCI 组织措施支柱IND.CYB.capability.gci_organizational CYB Cyber capability coping capacity {score} COUNTRY ITU_GCI Organizational Measures
数据保护和隐私立法已生效IND.CYB.capability.data_protection_law CYB Cyber capability coping capacity {bool} COUNTRY ITU_GCI Legal Measures
电子政务发展IND.CYB.dependence.egovernment_development CYB Digital dependence exposure {score} COUNTRY
研发总支出,占 GDP 比重IND.TEC.capability.rd_expenditure.gdp TEC Technology capability adaptive capacity % COUNTRY SDG 9.5.1 WB_WDI GB.XPD.RSDV.GD.ZS
每百万居民研究人员数IND.TEC.capability.researchers_per_million TEC Technology capability adaptive capacity /10*6 COUNTRY SDG 9.5.2 WB_WDI SP.POP.SCIE.RD.P6
高技术出口,占制成品出口比重IND.TEC.capability.high_tech_exports TEC Technology capability adaptive capacity % COUNTRY WB_WDI TX.VAL.TECH.MF.ZS SDG 9.b.1
半导体进口供应方集中度IND.TEC.concentration.semiconductor_import_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
云基础设施提供方集中度IND.TEC.concentration.cloud_provider_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
受外国或单一提供方控制的 AI 算力IND.TEC.ai.ai_compute_foreign_control TEC 人工智能 vulnerability % COUNTRY
基础模型提供方集中度IND.TEC.ai.foundation_model_concentration TEC 人工智能 vulnerability % COUNTRY
高等级防护实验室的生物安全和生物安保监督IND.TEC.bio.biosecurity_lab_oversight TEC 生物技术 coping capacity {score} COUNTRY
与《仙台框架》一致的国家减少灾害风险战略IND.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
拥有与国家战略一致的减少灾害风险战略的地方政府IND.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
冲击响应型社会保护准备度IND.CRS.response.shock_responsive_social_protection CRS Response capacity coping capacity {score} COUNTRY
05危害

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
前沿109HAZARDS
1 hazard domains (inner ring) and 16 families (outer ring), sized by hazard count. Select a segment to filter the table below. Source: Hazard Standard Nexus Hazard Standard.
类别 领域 危害 Count
AI system failure and misalignment 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 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
生物技术与合成生物学 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 Cryptographically relevant quantum computer, Harvest-now, decrypt-later collection, Post-quantum migration failure, Quantum sensing erosion of strategic concealment 4
气候干预技术 前沿与指数型技术 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 前沿与指数型技术 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 前沿与指数型技术 Critical open-source dependency failure, Advanced semiconductor fabrication concentration, Digital identity and trust service failure 3
Advanced and distributed manufacturing 前沿与指数型技术 3D-printed and untraceable firearms, Distributed production of weapon components, Additively manufactured critical part failure 3
Energy-transition technology failures 前沿与指数型技术 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 前沿与指数型技术 Smart-contract and oracle exploit 1
06方法

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.

45 methods

科学保证

Unit Verification · Analytical Benchmark · Convergence Testing · Numerical Stability · Solver Tolerance · Mesh Grid Convergence · Reproducibility …

24 methods

风险数据

Source Discovery · Source Fitness · Rights Resolver · Freshness Resolver · Provenance Resolver · Data Quality · Missingness Semantics …

38 methods

通用数学与统计

Robust Distribution · Empirical Distribution · Bayesian Updating · Hierarchical Bayesian · Extreme Value · Tail Risk · Copula Dependency …

07Users

Who uses it

Universities and research

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

Governments and national risk agencies

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

International financial institutions and development banks

Screen country and project context. Read fiscal resilience and protection gaps. Design pre-arranged finance questions.

UN system and humanitarian organisations

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

08报告

Nexus Reports

Edition code
GS-15
Edition status
计划中
主题
Named by Nexus Reports

Nexus Reports

09引用

引用与再利用

GCRI Canada (2026). The Global Risks Index (NXS-GRX (canonical data, provenance and risk)): Global Science and engineering series (GRX-SER-GS-15), Baseline Edition 2026. Preparatory working draft. https://risksindex.com/series/gs-15/ UNI NXS-GRX-AR-000073.
Series key
grix:SER.GS-15:{ISO3}:{YEAR}:A
Domain keys
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.