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The Global Risks Index

The Global Risks Index · XT-09 · Exponential technology series

Sensor, IoT, dan IoT industri

Penginderaan dan kendali terhubung di kota, utilitas, dan industri: permukaan serangan, integritas data, dan ketergantungan.

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

3

Infrastructure fragility · Cyber risk · Technology concentration risk.

Indikator

65

3 index domains

Hazard families

19

Information and cyber-physical systems · Built systems

Metode

83

Critical infrastructure and industrial systems · Cyber, AI and frontier technology.

Counts from the indicator, hazard and model registries.
3
indeks ranah
65
indicators in scope
2
ranah bahaya
3
client groups

01Lingkup

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. How large is the connected attack surface of essential services?
  2. Can sensor data be trusted in a crisis?
  3. Where is monitoring itself a single point of failure?
02Konstruksi

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 Sensors, IoT and industrial IoT index is built

Graph7 nodes
Grafik
01Indeks domain
02Series index
03Readings

100%
Indeks
  1. Kerapuhan infrastruktur

    Domain index · IDX · INF
    Index of transport and digital connectivity deficits, utility fragility, energy supply unreliability and realised disruption impact on a 0–10 scale, higher meaning more fragile.
  2. Risiko siber

    Domain index · IDX · CYB
    Index of cyber incident pressure, digital dependence and the lack of cyber capability on a 0–10 scale, higher meaning riskier.
  3. Risiko konsentrasi teknologi

    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. Sensors, IoT and industrial IoT index

    Series index · SERIES · XT-09
    Penginderaan dan kendali terhubung di kota, utilitas, dan industri: permukaan serangan, integritas data, dan ketergantungan.
  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.
Belum dijalankanSedang berjalanSelesai
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.
03Indeks

Domain indices in this series

The Global Risks Index · XT-09 · 195 profiles · 0–10 scale
Sensors, IoT and industrial IoT index, world
–
Nilai terbit bersama edisi; interval, kelas, dan perubahan muncul di sini.
Indeks Nilai Perubahan Perubahan % Interval 90% Kelas · probabilitas Tren Rentang
Kerapuhan infrastrukturNXS-GRX · INF – – – – –
Risiko siberNXS-GRX · CYB – – – – –
Risiko konsentrasi teknologiNXS-GRX · TEC – – – – –

Domains read: Cyber and digital, Infrastructure, Technology and frontier.

04Indikator

65 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
INF · 24CYB · 13TEC · 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.
Indikator Domain Sub-domain Komponen Unit Tingkat Crosswalks
Ketergantungan impor neto untuk mineral kritisIND.ECO.concentration.critical_minerals_import_reliance ECO Export and import concentration vulnerability % COUNTRY
Perdagangan laut yang terpapar titik sempit maritimIND.ECO.supply_chain.chokepoint_exposure ECO Supply-chain exposure keterpaparan % COUNTRY
Standar desain perlindungan banjirIND.HAZ.flood.flood_protection_standard HAZ Flood kapasitas penanggulangan a COUNTRY, ADM1, CITY, SITE
Luas permukaan terbangunIND.HAZ.exposure.built_up_area HAZ Keterpaparan context km2 COUNTRY, ADM1, ADM2, CITY, GRID
Area terbangun di zona bahaya tinggiIND.HAZ.exposure.built_up_exposed HAZ Keterpaparan keterpaparan km2 COUNTRY, ADM1, ADM2, CITY, GRID
Kepadatan jalanIND.ENV.land.road_density ENV Land and forests hazard km/km2 COUNTRY, ADM1, ADM2, CITY, GRID
Sampah padat perkotaan yang dikelola di fasilitas terkendaliIND.ENV.pollution.msw_controlled_management.share ENV Pollution and waste kapasitas penanggulangan % COUNTRY, CITY SDG 11.6.1 EPI MSW
Aliran air limbah yang diolah secara amanIND.WAT.quality.wastewater_safely_treated.share WAT Water quality kapasitas penanggulangan % COUNTRY, CITY SDG 6.3.1 EPI WWT
PDB dalam kegiatan yang bergantung pada GNSS, porsiIND.SPC.dependence.gnss_dependent_gdp.share SPC Space-service dependence keterpaparan % COUNTRY, PORTFOLIO UNDRR_HIPS_2025 ET0102
Layanan kritis yang bergantung pada satelit tanpa cadangan, porsiIND.SPC.dependence.satellite_service_exposure.share SPC Space-service dependence vulnerability % COUNTRY
Jaringan tegangan tinggi di zona bahaya geolistrik tinggi, porsiIND.SPC.dependence.grid_gic_exposure.share SPC Space-service dependence keterpaparan % COUNTRY, ADM1
Waktu tempuh ke fasilitas kesehatan terdekatIND.HLT.system.health_facility_travel_time HLT Health system capacity vulnerability min COUNTRY, ADM1, ADM2, CITY, GRID
Penduduk perkotaan, porsi terhadap totalIND.DEM.urbanisation.urban_share DEM Urbanisation context % COUNTRY WB_WDI SP.URB.TOTL.IN.ZS
Pertumbuhan penduduk perkotaanIND.DEM.urbanisation.urban_growth DEM Urbanisation vulnerability % COUNTRY WB_WDI SP.URB.GROW
Penduduk perkotaan yang tinggal di permukiman kumuhIND.DEM.urbanisation.slum_share DEM Urbanisation vulnerability % COUNTRY WB_WDI EN.POP.SLUM.UR.ZS SDG 11.1.1
Pemadaman listrik yang dialami perusahaan dalam sebulan biasaIND.ENE.reliability.firm_power_outages ENE Reliability vulnerability /mo COUNTRY WB_WDI IC.ELC.OUTG
Durasi rata-rata gangguan sistem (SAIDI)IND.ENE.reliability.saidi ENE Reliability vulnerability h/a COUNTRY, ADM1, CITY ISO_37120 ISO 37120:2018
Frekuensi rata-rata gangguan sistem (SAIFI)IND.ENE.reliability.saifi ENE Reliability vulnerability /a COUNTRY, ADM1, CITY ISO_37120 ISO 37120:2018
Konsentrasi pemasok impor mineral kritisIND.ENE.minerals.critical_mineral_import_concentration ENE Mineral kritis vulnerability 1 COUNTRY
Penduduk perdesaan dalam jarak 2 km dari jalan segala musimIND.INF.transport.rural_road_access INF Transportasi kapasitas penanggulangan % COUNTRY, ADM1 SDG 9.1.1
Kinerja logistikIND.INF.transport.logistics_performance INF Transportasi kapasitas penanggulangan {score} COUNTRY WB_WDI LP.LPI.OVRL.XQ
Konektivitas pelayaran reguler relatif terhadap batas terbaikIND.INF.transport.liner_shipping_connectivity INF Transportasi kapasitas penanggulangan % COUNTRY WB_WDI IS.SHP.GCNW.XQ
Penumpang udara yang diangkut per kapitaIND.INF.transport.air_passengers.pc INF Transportasi kapasitas penanggulangan {passengers}/a/{person} COUNTRY WB_WDI IS.AIR.PSGR
Penduduk perkotaan dengan akses mudah ke transportasi umumIND.INF.transport.public_transport_access INF Transportasi kapasitas penanggulangan % CITY, ADM1, COUNTRY SDG 11.2.1 ISO_37120 ISO 37120:2018
Jaringan jalan dan rel di zona bahaya tinggi, porsiIND.INF.transport.network_exposed.share INF Transportasi keterpaparan % COUNTRY, ADM1, ADM2, CITY, GRID
Individu yang menggunakan internetIND.INF.digital.internet_users INF Digital connectivity kapasitas penanggulangan % COUNTRY, ADM1, CITY SDG 17.8.1 WB_WDI IT.NET.USER.ZS
Penduduk yang tercakup jaringan seluler, menurut teknologiIND.INF.digital.mobile_network_coverage INF Digital connectivity kapasitas penanggulangan % COUNTRY, ADM1 SDG 9.c.1
Langganan pita lebar tetap per 100 pendudukIND.INF.digital.fixed_broadband INF Digital connectivity kapasitas penanggulangan /10*2 COUNTRY, ADM1 SDG 17.6.1 WB_WDI IT.NET.BBND.P2
Redundansi rute konektivitas internasionalIND.INF.digital.international_connectivity_redundancy INF Digital connectivity kapasitas penanggulangan 1 COUNTRY
Jam gangguan internet berskala nasionalIND.INF.digital.internet_disruption_hours INF Digital connectivity impact h/a COUNTRY
Ketahanan jaringan listrikIND.INF.utilities.power_grid_resilience INF Utilities kapasitas penanggulangan {score} COUNTRY, ADM1, CITY ISO_37123 ISO 37123:2019
Ketahanan jaringan pasokan airIND.INF.utilities.water_network_resilience INF Utilities kapasitas penanggulangan {score} COUNTRY, ADM1, CITY ISO_37123 ISO 37123:2019
Fasilitas kritis dengan daya cadangan 72 jamIND.INF.utilities.critical_facility_backup_power INF Utilities kapasitas penanggulangan % COUNTRY, ADM1, CITY ISO_37123 ISO 37123:2019
Aset pasokan air di zona bahaya tinggi, porsiIND.INF.utilities.water_assets_exposed.share INF Utilities keterpaparan % COUNTRY, ADM1, ADM2, CITY, GRID
Aset pembangkit dan jaringan listrik di zona bahaya tinggi, porsiIND.INF.utilities.power_assets_exposed.share INF Utilities keterpaparan % COUNTRY, ADM1, ADM2, CITY, GRID
Fasilitas vital di zona bahaya tinggi, porsiIND.INF.utilities.lifeline_facilities_exposed.share INF Utilities keterpaparan % COUNTRY, ADM1, ADM2, CITY, GRID
Kesenjangan investasi infrastruktur, porsi terhadap PDBIND.INF.utilities.infrastructure_investment_gap.gdp INF Utilities vulnerability % COUNTRY
City electricity interruption hours per customerIND.INF.urban.power_interruption_hours INF Urban systems vulnerability h/a CITY ISO_37120 ISO 37120:2018
Unit infrastruktur kritis yang rusak atau hancur akibat bencanaIND.INF.disruption.critical_infrastructure_damage INF Service disruption impact 1 COUNTRY, ADM1 SENDAI D-1 SDG 11.5.2
Fasilitas kesehatan yang rusak atau hancur akibat bencanaIND.INF.disruption.health_facilities_damaged INF Service disruption impact 1 COUNTRY, ADM1 SENDAI D-2
Fasilitas pendidikan yang rusak atau hancur akibat bencanaIND.INF.disruption.education_facilities_damaged INF Service disruption impact 1 COUNTRY, ADM1 SENDAI D-3
Gangguan layanan dasar yang disebabkan bencanaIND.INF.disruption.basic_service_disruptions INF Service disruption impact 1 COUNTRY, ADM1 SENDAI D-5
Kerugian ekonomi langsung pada infrastruktur kritis, porsi terhadap PDBIND.INF.disruption.critical_infrastructure_loss.gdp INF Service disruption impact % COUNTRY, ADM1 SENDAI C-5
Skor ITU Global Cybersecurity IndexIND.CYB.capability.gci_score CYB Cyber capability kapasitas penanggulangan {score} COUNTRY ITU_GCI Overall score
Tingkatan ITU Global Cybersecurity IndexIND.CYB.capability.gci_tier CYB Cyber capability vulnerability {class} COUNTRY ITU_GCI Tier
Pilar langkah hukum ITU GCIIND.CYB.capability.gci_legal CYB Cyber capability kapasitas penanggulangan {score} COUNTRY ITU_GCI Legal Measures
Pilar langkah teknis ITU GCIIND.CYB.capability.gci_technical CYB Cyber capability kapasitas penanggulangan {score} COUNTRY ITU_GCI Technical Measures
Pilar langkah organisasi ITU GCIIND.CYB.capability.gci_organizational CYB Cyber capability kapasitas penanggulangan {score} COUNTRY ITU_GCI Organizational Measures
Pilar langkah pengembangan kapasitas ITU GCIIND.CYB.capability.gci_capacity_development CYB Cyber capability kapasitas adaptif {score} COUNTRY ITU_GCI Capacity Development Measures
Pilar langkah kerja sama ITU GCIIND.CYB.capability.gci_cooperation CYB Cyber capability kapasitas penanggulangan {score} COUNTRY ITU_GCI Cooperation Measures
Tim tanggap insiden komputer nasional yang beroperasiIND.CYB.capability.national_cert CYB Cyber capability kapasitas penanggulangan {bool} COUNTRY ITU_GCI Technical Measures
Undang-undang pelindungan data dan privasi yang berlakuIND.CYB.capability.data_protection_law CYB Cyber capability kapasitas penanggulangan {bool} COUNTRY ITU_GCI Legal Measures
Insiden siber signifikan per juta pendudukIND.CYB.incidents.significant_incident_rate CYB Incidents hazard /10*6/a COUNTRY
Insiden siber yang mengganggu layanan kritisIND.CYB.incidents.critical_sector_incidents CYB Incidents impact 1 COUNTRY
Nilai tambah layanan TIK, porsi terhadap PDBIND.CYB.dependence.ict_services_share.gdp CYB Digital dependence keterpaparan % COUNTRY WB_WDI BX.GSR.CCIS.ZS
Perkembangan e-governmentIND.CYB.dependence.egovernment_development CYB Digital dependence keterpaparan {score} COUNTRY
Belanja domestik bruto untuk litbang, porsi terhadap PDBIND.TEC.capability.rd_expenditure.gdp TEC Technology capability kapasitas adaptif % COUNTRY SDG 9.5.1 WB_WDI GB.XPD.RSDV.GD.ZS
Peneliti per juta pendudukIND.TEC.capability.researchers_per_million TEC Technology capability kapasitas adaptif /10*6 COUNTRY SDG 9.5.2 WB_WDI SP.POP.SCIE.RD.P6
Ekspor teknologi tinggi, porsi terhadap ekspor manufakturIND.TEC.capability.high_tech_exports TEC Technology capability kapasitas adaptif % COUNTRY WB_WDI TX.VAL.TECH.MF.ZS SDG 9.b.1
Konsentrasi pemasok impor semikonduktorIND.TEC.concentration.semiconductor_import_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
Konsentrasi penyedia infrastruktur cloudIND.TEC.concentration.cloud_provider_concentration TEC Concentration and dependence vulnerability 1 COUNTRY
Kapasitas komputasi AI di bawah kendali asing atau penyedia tunggalIND.TEC.ai.ai_compute_foreign_control TEC Kecerdasan buatan vulnerability % COUNTRY
Konsentrasi penyedia model fondasiIND.TEC.ai.foundation_model_concentration TEC Kecerdasan buatan vulnerability % COUNTRY
Pengawasan biosafety dan biosekuriti laboratorium penahanan tinggiIND.TEC.bio.biosecurity_lab_oversight TEC Bioteknologi kapasitas penanggulangan {score} COUNTRY
Penduduk dalam jangkauan 15 menit dari layanan daruratIND.CRS.response.emergency_service_access CRS Response capacity kapasitas penanggulangan % COUNTRY, ADM1, CITY ISO_37120 ISO 37120:2018
05Bahaya

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
Standar bahayaInformasi158HAZARDS
2 hazard domains (inner ring) and 19 families (outer ring), sized by hazard count. Select a segment to filter the table below. Source: Hazard Standard Nexus Hazard Standard.
Keluarga Domain Bahaya Jumlah
Malicious compromise Sistem informasi dan siber-fisik Malware outbreak, Ransomware attack, Data breach, Persistent intrusion, Denial-of-service attack, Software or hardware supply-chain compromise, Social-engineering campaign, Online harassment campaign … 9
Information-integrity attacks Sistem informasi dan siber-fisik Disinformation campaign, Data and model integrity attack, Election infrastructure attack, Public record tampering, Misinformation surge and infodemic, Hazardous information disclosure 6
Cyber-physical disruption Sistem informasi dan siber-fisik Industrial control system compromise, Power-grid cyberattack, Transport control-system attack, Health-system cyberattack, Medical device compromise, Water utility cyberattack, Building systems compromise, Mass connected-device manipulation … 11
Signal and platform disruption Sistem informasi dan siber-fisik Satellite-navigation disruption, Major cloud or platform outage, Internet routing or naming failure, Subsea cable damage, Payment system outage, Radio-spectrum interference, Digital public infrastructure failure 7
Identity, trust and cryptographic failure Sistem informasi dan siber-fisik Identity provider compromise, Signing key or certificate compromise, Certificate or credential expiry outage, Cryptographic algorithm or implementation break, Mass account takeover, National digital identity system failure 6
Systemic cyber events Sistem informasi dan siber-fisik Defective update mass outage, Mass vulnerability exploitation, Connected-device botnet, Managed service provider compromise, Firmware or hardware backdoor, Insider threat, Cyber theft from financial infrastructure, Irrecoverable data loss … 9
Structural and civil failure Sistem terbangun Building collapse, Facade and cladding failure, Non-building structure failure, Bridge failure, Tunnel failure, Dam failure, Levee breach, Pipeline rupture 8
Utility and communication network outage Sistem terbangun Widespread power outage, Water supply failure, Sewer and drain failure, Gas supply network failure, Telecommunications outage, Emergency communications failure 6
Transport accidents Sistem terbangun Air transport accident, Maritime accident, Inland waterway accident, Rail accident, Road crash 5
Industrial and process accidents Sistem terbangun Industrial explosion, Reactive chemical store explosion, Industrial fire, Building and urban fire, Explosives accident, Mine accident, Oil and gas extraction accident, Battery thermal runaway fire … 15
Energy system instability and shortfall Sistem terbangun Low-inertia grid instability, System frequency collapse, Voltage collapse, Mass inverter disconnection, Grid power oscillation, Generation adequacy shortfall, Low wind and solar energy drought, Drought-driven hydropower shortfall … 22
Water and wastewater system failure Sistem terbangun Wastewater treatment plant failure, Distribution network contamination intrusion, Water treatment dosing error, Prolonged drinking-water advisory, Desalination plant outage, Raw-water intake loss, Chronic distribution leakage, Intermittent piped supply … 9
Telecom and data-centre failure Sistem terbangun Data-centre outage, Data-centre fire, Mobile or fixed core network failure, Terrestrial fibre backbone cut, Internet exchange or landing hub failure, Time and synchronisation failure, Telecom backup power exhaustion, Broadcast transmission loss 8
Space-based service loss Sistem terbangun Navigation satellite system fault, Satellite communications outage, Weather and Earth-observation satellite gap, Satellite ground segment failure 4
Seabed infrastructure damage Sistem terbangun Subsea pipeline damage, Subsea power cable damage, Covert seabed infrastructure sabotage 3
Transport network disruption Sistem terbangun Air traffic management failure, Large-scale airspace closure, Rail network outage, Heat-induced track buckling, Strategic road network closure, Low-water navigation restriction, Navigation lock or canal structure failure, Dangerous goods transport accident … 12
Food system infrastructure failure Sistem terbangun Food storage loss, Irrigation system failure, Food processing bottleneck, Strategic food reserve depletion, Loss of energy for food production 5
Urban and building-stock stress Sistem terbangun Building overheating, Seismically and structurally vulnerable stock, Defective building material in use, Construction and temporary works collapse, Tunnelling and excavation ground damage, High-rise evacuation failure 6
Ageing and degraded infrastructure Sistem terbangun Infrastructure deterioration, Deferred maintenance backlog, Reinforced concrete deterioration, Metal fatigue cracking, Ageing dam and reservoir stock, Legacy technology obsolescence, Infrastructure skills shortage 7
06Metode

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.

27 methods

Infrastruktur kritis dan sistem industri

Asset Reliability · Process Safety · HAZOP · FMEA FMECA · Industrial Fault Tree · Industrial Event Tree · LOPA …

56 methods

Siber, AI, dan teknologi mutakhir

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.

Companies and supply chains

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

Insurers, reinsurers and risk pools

Read hazard, exposure and protection-gap context. Run scenario and tail analytics. Study parametric index design questions.

08Laporan

Edisi Nexus Reports

Edition code
XT-09
Edition status
direncanakan
Subjek
Set by Nexus Reports at commissioning

Edisi Nexus Reports

09Kutip

Kutip dan gunakan kembali

GCRI Canada (2026). The Global Risks Index (NXS-GRX): Sensors, IoT and industrial IoT series (GRX-SER-XT-09), Baseline Edition 2026. Preparatory working draft. https://risksindex.com/series/xt-09/ UNI NXS-GRX-AR-000096.
Series key
grix:SER.XT-09:{ISO3}:{YEAR}:A
Domain keys
nis:IDX.INF.disruption.infrastructure_fragility:{ISO3}:{YEAR}:A nis:IDX.CYB.capability.cyber_risk:{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.