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Global Risks Index

The Global Risks Index · XT-10 · Exponential technology series

デジタルツインとシミュレーション

リスク判断に用いるデジタルツインとシミュレーション:モデルリスク、検証、依存。

Page GRX-SER-XT-10Edition Baseline Edition 2026Evidence close 2026-09-30Subject NXS-GRX (canonical data, provenance and risk) proposedNexus Reports XT-10 (planned)Values not yet publishedMethod v1.0.0-draft
FIG 1 · Series at a glance
分野別指数

2

Governance weakness · Technology concentration risk

指標

42

2 index domains

Hazard families

16

フロンティア技術と指数関数的技術

手法

83

Scientific assurance · Universal mathematics and statistics

Counts from the indicator, hazard and model registries.
2
分野別指数
42
indicators in scope
1
ハザードの分野
3
client groups

01対象範囲

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.

  1. Which decisions rely on unvalidated twins?
  2. How is model risk governed?
  3. What happens when the twin and the system diverge?
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 Digital twins and simulation index is built

Graph6 nodes
グラフ
01分野別指数
02Series index
03Readings

100%
索引
  1. ガバナンスの脆弱性

    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.
  2. 技術集中リスク

    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.
  3. Digital twins and simulation index

    Series index · SERIES · XT-10
    リスク判断に用いるデジタルツインとシミュレーション:モデルリスク、検証、依存。
  4. Country readings

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

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

    Output · OUTPUT · population or exposure weighted
    Published with intervals and classes when the edition is released.
未実行進行中完了
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 · XT-10 · 195 profiles · 0–10 scale
Digital twins and simulation index, world
–
値は版とともに公開され、区間、区分、変化がここに表示されます。
インデックス 値 変化 変化 % 90% 区間 区分 · 確率 傾向 幅
ガバナンスの脆弱性NXS-GRX · GOV – – – – –
技術集中リスクNXS-GRX · TEC – – – – –

Domains read: Technology and frontier, Governance and institutions.

04指標

42 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
GOV · 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.
指標 分野 Sub-domain 構成要素 単位 レベル Crosswalks
LIC-DSF 複合指標スコア(公表値、参考)IND.FIS.capacity.lic_dsf_composite_indicator FIS Debt-carrying capacity coping capacity {score} COUNTRY
重要鉱物の純輸入依存度IND.ECO.concentration.critical_minerals_import_reliance ECO Export and import concentration vulnerability % COUNTRY
適応投資に向けた経済的準備度IND.CLI.adaptation.economic_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN economic
適応に向けたガバナンスの準備度IND.CLI.adaptation.governance_readiness CLI Adaptation readiness adaptive capacity {score} COUNTRY ND_GAIN governance
国外の再生可能水資源への依存率IND.WAT.dependence.external_water_dependency WAT Transboundary dependence exposure % COUNTRY
運用中の協力体制がある越境流域の面積IND.WAT.dependence.transboundary_cooperation.share WAT Transboundary dependence coping capacity % COUNTRY SDG 6.5.2
国会で女性が占める議席IND.SOC.gender.women_in_parliament SOC Gender adaptive capacity % COUNTRY WB_WDI SG.GEN.PARL.ZS SDG 5.5.1
国民の発言力と説明責任(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
政治的安定と暴力の不在(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
政府の有効性(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
汚職の抑制(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
腐敗認識指数(Transparency International)IND.GOV.quality.corruption_perceptions GOV Governance quality coping capacity {score} COUNTRY
報道の自由スコア(RSF)IND.GOV.quality.press_freedom GOV Governance quality coping capacity {score} COUNTRY
法の支配(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
財産権とルールに基づくガバナンス(CPIA)IND.GOV.rule_of_law.property_rights GOV Rule of law coping capacity {score} COUNTRY WB_WDI IQ.CPA.PROP.XQ
未決拘禁者(受刑者人口に占める割合)IND.GOV.rule_of_law.unsentenced_detainees GOV Rule of law vulnerability % COUNTRY SDG 16.3.2
企業の贈賄発生率IND.GOV.rule_of_law.bribery_incidence_firms GOV Rule of law vulnerability % COUNTRY WB_WDI IC.FRM.BRIB.ZS SDG 16.5.2
規制の質(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 総合評価(IDA 資源配分指数)IND.GOV.policy.cpia_overall GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.IRAI.XQ
CPIA 公共部門の管理と制度IND.GOV.policy.cpia_public_sector_management GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.PUBS.XQ
CPIA 公共部門の透明性、説明責任、汚職IND.GOV.policy.cpia_transparency GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.TRAN.XQ
歳入動員の効率性(CPIA)IND.GOV.policy.tax_administration GOV Policy and institutional quality coping capacity {score} COUNTRY WB_WDI IQ.CPA.REVN.XQ
承認予算からの予算執行の乖離IND.GOV.policy.budget_execution_deviation GOV Policy and institutional quality vulnerability % COUNTRY SDG 16.6.1
統計パフォーマンス指標の総合スコアIND.GOV.statistics.spi_overall GOV Statistical capacity coping capacity {score} COUNTRY WB_WDI IQ.SPI.OVRL WB_WDI IQ.SCI.OVRL
出生登録の完全性IND.GOV.statistics.birth_registration GOV Statistical capacity coping capacity % COUNTRY WB_WDI SP.REG.BRTH.ZS SDG 16.9.1
前回の国勢調査からの年数IND.GOV.statistics.years_since_census GOV Statistical capacity vulnerability a COUNTRY SDG 17.19.2
ビジネス環境スコア(B-READY)IND.GOV.business.bready_overall GOV Business environment coping capacity {score} COUNTRY
重要鉱物の輸入供給元集中度IND.ENE.minerals.critical_mineral_import_concentration ENE Critical minerals vulnerability 1 COUNTRY
ITU GCI 法的措置の柱IND.CYB.capability.gci_legal CYB Cyber capability coping capacity {score} COUNTRY ITU_GCI Legal Measures
ITU GCI 組織的措置の柱IND.CYB.capability.gci_organizational CYB Cyber capability coping capacity {score} COUNTRY ITU_GCI Organizational Measures
データ保護・プライバシー法の施行IND.CYB.capability.data_protection_law CYB Cyber capability coping capacity {bool} COUNTRY ITU_GCI Legal Measures
電子政府の発展度IND.CYB.dependence.egovernment_development CYB Digital dependence exposure {score} COUNTRY
研究開発費総額(GDP 比)IND.TEC.capability.rd_expenditure.gdp TEC Technology capability adaptive capacity % COUNTRY SDG 9.5.1 WB_WDI GB.XPD.RSDV.GD.ZS
人口 100 万人あたり研究者数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
ハイテク輸出(工業製品輸出に占める割合)IND.TEC.capability.high_tech_exports TEC Technology capability adaptive capacity % COUNTRY WB_WDI TX.VAL.TECH.MF.ZS SDG 9.b.1
半導体の輸入供給元集中度IND.TEC.concentration.semiconductor_import_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
クラウド・インフラ提供者の集中度IND.TEC.concentration.cloud_provider_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
外国または単一提供者の管理下にある AI 計算能力IND.TEC.ai.ai_compute_foreign_control TEC 人工知能 vulnerability % COUNTRY
基盤モデル提供者の集中度IND.TEC.ai.foundation_model_concentration TEC 人工知能 vulnerability % COUNTRY
高度封じ込め実験施設のバイオセーフティとバイオセキュリティの監督IND.TEC.bio.biosecurity_lab_oversight TEC バイオテクノロジー coping capacity {score} COUNTRY
仙台防災枠組に沿った国の DRR 戦略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
国の戦略に沿った DRR 戦略を持つ地方自治体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
05ハザード

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
フロンティア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.
ファミリー 分野 ハザード Count
AI system failure and misalignment フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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
バイオテクノロジーと合成生物学 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 Cryptographically relevant quantum computer, Harvest-now, decrypt-later collection, Post-quantum migration failure, Quantum sensing erosion of strategic concealment 4
気候介入技術 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 Critical open-source dependency failure, Advanced semiconductor fabrication concentration, Digital identity and trust service failure 3
Advanced and distributed manufacturing フロンティア技術と指数関数的技術 3D-printed and untraceable firearms, Distributed production of weapon components, Additively manufactured critical part failure 3
Energy-transition technology failures フロンティア技術と指数関数的技術 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 フロンティア技術と指数関数的技術 Smart-contract and oracle exploit 1
06手法

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

科学的保証

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

38 methods

普遍的な数学と統計

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

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.

Companies and supply chains

Screen sites and suppliers. Watch chokepoints and pulse. Read country context.

Universities and research

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

08レポート

Nexus Reports

Edition code
XT-10
Edition status
予定
対象
Set by Nexus Reports at commissioning

Nexus Reports

09引用

引用と再利用

GCRI Canada (2026). The Global Risks Index (NXS-GRX): Digital twins and simulation series (GRX-SER-XT-10), Baseline Edition 2026. Preparatory working draft. https://risksindex.com/series/xt-10/ UNI NXS-GRX-AR-000097.
Series key
grix:SER.XT-10:{ISO3}:{YEAR}:A
Domain keys
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.