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Global Risks Index
The Global Risks Index · GRX-IDX-CRS · LCC Lack of coping and adaptive capacity

缺乏应对能力指数

Index on a 0–10 scale of the absence of DRR governance, early warning, risk financing and response capacity (each inverted), together with transport and digital connectivity deficits; higher means less able to cope.

Page GRX-IDX-CRSEdition Baseline Edition 2026Evidence close 2026-09-30Indicator Standard IDX.CRS.response.lack_of_coping_capacityValues not yet publishedMethod v1.0.0-draft
FIG 1 · Method card
Aggregation

geometric

expert weights · floor 0.1 where geometric

不确定性

1,000 draws

normalisation, weights, aggregation, imputation

结构

6 components

26 leaf indicators

覆盖范围

67% minimum

modelled share ≤ 30%

From the Indicator Standard definition of this index.
26
leaf indicators
6
components
1,000
Monte Carlo draws
3
series read it
01Construction

From indicators to the composite

The NIS analogue of the INFORM Lack of Coping Capacity dimension, built on Sendai E-G and disaster risk finance; health-system access enters through HLT composites in profiles rather than being duplicated here.

computation
How Lack of coping capacity is computed
Graph35 nodes
流程图
01指标
02Sub-indices
03Domain index
04支柱
05综合
100%
索引
  1. 与《仙台框架》一致的国家减少灾害风险战略
    Indicator · IND · score
    Score (0–1) of how far the national disaster risk reduction strategy is adopted and implemented in line with the Sendai Framework, assessed against its ten key elements.
  2. 拥有与国家战略一致的减少灾害风险战略的地方政府
    Indicator · IND · %
    Share of local governments that have adopted and implement local disaster risk reduction strategies in line with the national strategy.
  3. 多危害监测和预报系统
    Indicator · IND · score
    Score (0–1) for the coverage and operational status of hazard monitoring and forecasting systems across the hazards relevant to the country.
  4. 早期预警信息覆盖的人口
    Indicator · IND · /10*5
    Number of people per 100 000 covered by early warning information through local governments or national dissemination mechanisms.
  5. 制定了根据早期预警采取行动计划的地方政府
    Indicator · IND · %
    Share of local governments with a plan that sets out actions to take when an early warning is received.
  6. 可获取的灾害风险信息和评估
    Indicator · IND · score
    Score (0–1) for whether usable, understandable and relevant disaster risk information and assessments are available to people at national and local level.
  7. 通过预先疏散得到保护的暴露人口
    Indicator · IND · %
    Share of the population exposed to or at risk from a hazardous event that was protected through pre-emptive evacuation following an early warning, per event and aggregated per year.
  8. 已通过灾害风险融资战略
    Indicator · IND · yes or no
    Whether the government has adopted a disaster risk financing strategy or policy that layers reserves, contingent credit and risk transfer against defined risk tiers (1 yes, 0 no).
  9. 参与主权区域风险池
    Indicator · IND · yes or no
    Whether the government holds an in-force parametric policy with a sovereign regional catastrophe risk pool (ARC (Africa), CCRIF SPC (Caribbean and Central America), PCRIC (Pacific), SEADRIF (South-East Asia)) in the policy year (1 yes, 0 no).
  10. 预先安排的灾害应急信贷,占 GDP 比重
    Indicator · IND · %
    Undrawn amount of pre-arranged contingent credit lines for disasters (World Bank Cat DDOs and equivalent instruments from regional development banks) available at year end, as a percentage of GDP.
  11. 主权巨灾风险转移限额,占 GDP 比重
    Indicator · IND · %
    Aggregate in-force limit of sovereign and sub-sovereign catastrophe risk transfer (catastrophe bonds, parametric insurance including regional pool policies, indemnity reinsurance of public assets) as a percentage of GDP.
  12. 非寿险保费,占 GDP 比重
    Indicator · IND · %
    Gross written non-life insurance premiums as a percentage of GDP.
  13. 自然巨灾保险保障缺口
    Indicator · IND · %
    Share of economic losses from natural hazards that is not insured, as a ten-year average of realised losses or, where available, of modelled average annual loss.
  14. 15 分钟内可获得应急服务的人口
    Indicator · IND · %
    Share of the population that an ambulance, fire or rescue unit from a staffed station can reach within 15 minutes by road, modelled from station locations, road networks and gridded population.
  15. 经 INSARAG 分级的城市搜救队
    Indicator · IND · yes or no
    Whether the country has at least one urban search and rescue team classified under the INSARAG External Classification (1 yes, 0 no).
  16. 获得的减少灾害风险国际官方支持,占 GDP 比重
    Indicator · IND · %
    Official international support (official development assistance plus other official flows) disbursed for national disaster risk reduction actions in the recipient country, as a percentage of GDP.
  17. 冲击响应型社会保护准备度
    Indicator · IND · score
    Score (0–1) for whether the main social-protection programmes have pre-agreed triggers, pre-positioned financing, an interoperable registry covering the hazard-exposed poor and a tested payment channel for rapid horizontal or vertical scale-up.
  18. 距全天候道路 2 km 以内的农村人口
    Indicator · IND · %
    Share of the rural population living within two kilometres (about a 20-minute walk) of a road passable in all seasons, estimated from gridded population and road-network condition data.
  19. 物流绩效
    Indicator · IND · score
    Overall score of trade logistics performance (customs, infrastructure, shipments, logistics competence, tracking, timeliness) on a 1–5 scale, as an external source series.
  20. 班轮运输连通性(相对前沿水平)
    Indicator · IND · %
    Liner shipping connectivity of the economy’s ports (ship deployment, container capacity, services, companies, direct connections) as a percentage of the highest-scoring economy in the same year.
  21. 人均航空客运量
    Indicator · IND · passengers/a/person
    Passengers carried on domestic and international flights by carriers registered in the economy, per resident per year.
  22. 可便捷使用公共交通的城市人口
    Indicator · IND · %
    Share of the urban population living within 500 m walking distance of a low-capacity public transport stop or 1 km of a high-capacity one.
  23. 互联网使用者
    Indicator · IND · %
    Share of individuals who used the Internet from any location and device in the last three months.
  24. 移动网络覆盖人口,按技术划分
    Indicator · IND · %
    Share of the population within range of a mobile-cellular signal, reported separately for 2G, 3G, 4G/LTE and 5G; the headline value is 4G or better.
  25. 每 100 名居民固定宽带订阅数
    Indicator · IND · /10*2
    Fixed subscriptions to the public Internet at advertised download speeds of at least 256 kbit/s, per 100 inhabitants, by speed tier.
  26. 国际连接路由冗余度
    Indicator · IND · 1
    Number of physically diverse international connectivity routes (distinct subsea-cable landing stations and cross-border terrestrial fibre routes) serving the economy, capped at ten.
  27. DRR governance sub-index
    Sub-index · SUB · w 1 · 20.0%
    Composite of national DRR strategy alignment and local strategy uptake.
  28. Early warning capacity sub-index
    Sub-index · SUB · w 1 · 20.0%
    Composite of monitoring and forecasting, warning coverage, local action plans, risk-information access and pre-emptive evacuation outcomes.
  29. Disaster risk financing capacity sub-index
    Sub-index · SUB · w 1 · 20.0%
    Composite of a financing strategy, regional pool participation, contingent credit, risk transfer cover, insurance penetration and, inverted, the protection gap.
  30. Response capacity sub-index
    Sub-index · SUB · w 1 · 20.0%
    Composite of emergency-service access, INSARAG-classified rescue capability, international DRR support and shock-responsive social protection.
  31. Transport connectivity deficit sub-index
    Sub-index · SUB · w 0.5 · 10.0%
    Composite of the lack of rural all-season road access, weak logistics performance, low liner shipping connectivity, low air connectivity and limited urban public transport, each inverted.
  32. Digital connectivity deficit sub-index
    Sub-index · SUB · w 0.5 · 10.0%
    Composite of the lack of internet use, mobile coverage, fixed broadband and international route redundancy, each inverted.
  33. 缺乏应对能力指数
    Domain index · IDX · geometric
    Index on a 0–10 scale of the absence of DRR governance, early warning, risk financing and response capacity (each inverted), together with transport and digital connectivity deficits; higher means less able to cope.
  34. 缺乏应对与适应能力
    Pillar · PILLAR · 2 indices
    Can institutions anticipate, absorb, respond, recover and adapt?
  35. NXS-GRX (canonical data, provenance and risk) Composite Risk
    Composite · COMPOSITE · four pillars
    Composite = (HTE × VUL × MSF × LCC)^(1/4), each pillar on 0–10 floored at 0.1; pillar = expert-weighted geometric mean of its domain indices
未运行进行中已完成
FIG 2. 26 indicators, 6 components, real Indicator Standard weights (the bar under each node is its share). Select a node to trace what it feeds and what feeds it; Simulate run plays the computation in order. Schematic of the construction; source: Indicator Standard composite definitions.
02Simulator

Run this index’s own aggregation

Set each component, change the aggregation or the weight uncertainty, and watch the interval, the class probability and each component’s contribution respond.

FIG 3 · Simulator: aggregate lack of coping capacity on your numbers
Components (0 to 10)
3.0
5.0
7.0
4.0
6.0
3.0
25
1
–
在您的浏览器中运行
Contribution of each component (leave one out)
Simulator: the index’s published aggregation run on numbers you set, with 1,000 draws over weights and aggregation. The slider positions are starting points for the explainer, not NXS-GRX values. Simulated on your own inputs; not a measured result.
03方法

Treatment, normalisation, weighting, aggregation, uncertainty

Treatment
WINSORISE
Outlier rule
|skew| > 2, kurtosis > 3.5
Normalisation
INFORM 0–10 rescaling
Imputation
NONE
Coverage minimum
67% of components
Modelled share cap
30% of weight
Weighting
专家
Aggregation
geometric
Scale
0 to 10
不确定性
1,000 Monte Carlo runs over normalisation, weights, aggregation, imputation
Framework basis
INFORM Lack of Coping Capacity (structure only); Sendai Framework targets E, F, G; World Bank DRFIP; OECD/JRC Handbook (2008); JRC COIN 10-step guide
很低0.0 至 < 2.0
低2.0 至 < 3.5
中3.5 至 < 5.0
高5.0 至 < 6.5
很高6.5 至 10.0
04Components

6 components, 26 indicators

DRR governance sub-index w 1

Composite of national DRR strategy alignment and local strategy uptake.

指标单位证据来源占比
与《仙台框架》一致的国家减少灾害风险战略IND.CRS.drr.national_drr_strategy{score}Class Eundrr-sendai-framework-monitor50.0%
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%Class Eundrr-sendai-framework-monitor, mcr2030-resilience-roadmap50.0%

Early warning capacity sub-index w 1

Composite of monitoring and forecasting, warning coverage, local action plans, risk-information access and pre-emptive evacuation outcomes.

指标单位证据来源占比
多危害监测和预报系统IND.CRS.warning.monitoring_forecasting{score}Class Eundrr-sendai-framework-monitor, wmo-observing-systems-capability-analysis22.2%
早期预警信息覆盖的人口IND.CRS.warning.early_warning_coverage/10*5Class Eundrr-sendai-framework-monitor, wmo-early-warnings-for-all-dashboard, itu-cell-broadcast-deployments22.2%
制定了根据早期预警采取行动计划的地方政府IND.CRS.warning.local_warning_action_plans%Class Eundrr-sendai-framework-monitor22.2%
可获取的灾害风险信息和评估IND.CRS.warning.risk_information_access{score}Class Eundrr-sendai-framework-monitor22.2%
通过预先疏散得到保护的暴露人口IND.CRS.warning.preemptive_evacuation%Class Eundrr-sendai-framework-monitor, national-civil-protection-reports11.1%

Disaster risk financing capacity sub-index w 1

Composite of a financing strategy, regional pool participation, contingent credit, risk transfer cover, insurance penetration and, inverted, the protection gap.

指标单位证据来源占比
已通过灾害风险融资战略IND.CRS.financing.drf_strategy{bool}Class Bwb-gfdrr-drfip-country-profiles, national-finance-ministry-publications9.1%
参与主权区域风险池IND.CRS.financing.regional_risk_pool_membership{bool}Class Aarc-annual-reports, ccrif-spc-annual-reports, pcric-annual-reports, seadrif-annual-reports9.1%
预先安排的灾害应急信贷,占 GDP 比重IND.CRS.financing.contingent_credit.gdp%Class Awb-projects-database, regional-development-bank-project-databases18.2%
主权巨灾风险转移限额,占 GDP 比重IND.CRS.financing.risk_transfer_cover.gdp%Class Bwb-treasury-cat-bond-issuances, arc-annual-reports, ccrif-spc-annual-reports, pcric-annual-reports, artemis-deal-directory-licensed18.2%
非寿险保费,占 GDP 比重IND.CRS.financing.non_life_insurance_penetration%Class Boecd-global-insurance-statistics, national-insurance-supervisors, swiss-re-sigma-licensed18.2%
自然巨灾保险保障缺口IND.CRS.financing.insurance_protection_gap%Class Ceiopa-nat-cat-protection-gap-dashboard, swiss-re-sigma-licensed, emdat27.3%

Response capacity sub-index w 1

Composite of emergency-service access, INSARAG-classified rescue capability, international DRR support and shock-responsive social protection.

指标单位证据来源占比
15 分钟内可获得应急服务的人口IND.CRS.response.emergency_service_access%Class Dopenstreetmap, worldpop, national-emergency-service-registers42.9%
经 INSARAG 分级的城市搜救队IND.CRS.response.usar_classification{bool}Class Ainsarag-classified-teams-list14.3%
获得的减少灾害风险国际官方支持,占 GDP 比重IND.CRS.response.international_drr_support.gdp%Class Boecd-crs-drr-marker, undrr-sendai-framework-monitor14.3%
冲击响应型社会保护准备度IND.CRS.response.shock_responsive_social_protection{score}Class Ewb-aspire, wfp-shock-responsive-social-protection-studies, national-social-protection-strategies28.6%

Transport connectivity deficit sub-index w 0.5

Composite of the lack of rural all-season road access, weak logistics performance, low liner shipping connectivity, low air connectivity and limited urban public transport, each inverted.

指标单位证据来源占比
距全天候道路 2 km 以内的农村人口IND.INF.transport.rural_road_access%Class Cwb-rural-access-index, openstreetmap, worldpop33.3%
物流绩效IND.INF.transport.logistics_performance{score}Class Ewb-lpi22.2%
班轮运输连通性(相对前沿水平)IND.INF.transport.liner_shipping_connectivity%Class Bunctad-lsci, wb-wdi22.2%
人均航空客运量IND.INF.transport.air_passengers.pc{passengers}/a/{person}Class Bicao-air-transport-reporting, wb-wdi11.1%
可便捷使用公共交通的城市人口IND.INF.transport.public_transport_access%Class Cun-habitat-urban-indicators-database, gtfs-feeds, openstreetmap11.1%

Digital connectivity deficit sub-index w 0.5

Composite of the lack of internet use, mobile coverage, fixed broadband and international route redundancy, each inverted.

指标单位证据来源占比
互联网使用者IND.INF.digital.internet_users%Class Bitu-datahub, wb-wdi, national-ict-household-surveys33.3%
移动网络覆盖人口,按技术划分IND.INF.digital.mobile_network_coverage%Class Bitu-datahub, gsma-mobile-coverage-maps33.3%
每 100 名居民固定宽带订阅数IND.INF.digital.fixed_broadband/10*2Class Bitu-datahub, wb-wdi, oecd-broadband-portal16.7%
国际连接路由冗余度IND.INF.digital.international_connectivity_redundancy1Class Dtelegeography-submarine-cable-map, itu-broadband-maps, peeringdb16.7%
05领域

Coping capacity and resilience

Disaster risk reduction, early warning, risk financing and protection gaps.

Sub-domain指标
DRR strategy2
预警6
Risk financing and protection gap6
Response capacity4

Anchor frameworks (pillar structure and definitions only): Sendai E-G; INFORM Lack of Coping Capacity; UNDRR GAR 2025.

06指标

All 18 coping capacity and resilience indicators

FIG 4 · Indicators in scope, by domain and sub-domain
CRS · 18
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
与《仙台框架》一致的国家减少灾害风险战略IND.CRS.drr.national_drr_strategyCRSDRR strategycoping capacity{score}COUNTRYSENDAI 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_strategiesCRSDRR strategycoping capacity%COUNTRY, ADM1SENDAI E-2 SDG 1.5.4 SDG 11.b.2 SDG 13.1.3
多危害早期预警系统得分IND.CRS.warning.mhews_scoreCRS预警coping capacity{score}COUNTRYSENDAI G-1
多危害监测和预报系统IND.CRS.warning.monitoring_forecastingCRS预警coping capacity{score}COUNTRYSENDAI G-2
早期预警信息覆盖的人口IND.CRS.warning.early_warning_coverageCRS预警coping capacity/10*5COUNTRY, ADM1SENDAI G-3
制定了根据早期预警采取行动计划的地方政府IND.CRS.warning.local_warning_action_plansCRS预警coping capacity%COUNTRY, ADM1SENDAI G-4
可获取的灾害风险信息和评估IND.CRS.warning.risk_information_accessCRS预警coping capacity{score}COUNTRYSENDAI G-5
通过预先疏散得到保护的暴露人口IND.CRS.warning.preemptive_evacuationCRS预警coping capacity%COUNTRY, ADM1SENDAI G-6
已通过灾害风险融资战略IND.CRS.financing.drf_strategyCRSRisk financing and protection gapcoping capacity{bool}COUNTRY
参与主权区域风险池IND.CRS.financing.regional_risk_pool_membershipCRSRisk financing and protection gapcoping capacity{bool}COUNTRY
预先安排的灾害应急信贷,占 GDP 比重IND.CRS.financing.contingent_credit.gdpCRSRisk financing and protection gapcoping capacity%COUNTRY
主权巨灾风险转移限额,占 GDP 比重IND.CRS.financing.risk_transfer_cover.gdpCRSRisk financing and protection gapcoping capacity%COUNTRY
自然巨灾保险保障缺口IND.CRS.financing.insurance_protection_gapCRSRisk financing and protection gapvulnerability%COUNTRY
非寿险保费,占 GDP 比重IND.CRS.financing.non_life_insurance_penetrationCRSRisk financing and protection gapcoping capacity%COUNTRY
15 分钟内可获得应急服务的人口IND.CRS.response.emergency_service_accessCRSResponse capacitycoping capacity%COUNTRY, ADM1, CITYISO_37120 ISO 37120:2018
经 INSARAG 分级的城市搜救队IND.CRS.response.usar_classificationCRSResponse capacitycoping capacity{bool}COUNTRY
获得的减少灾害风险国际官方支持,占 GDP 比重IND.CRS.response.international_drr_support.gdpCRSResponse capacitycoping capacity%COUNTRYSENDAI F-1
冲击响应型社会保护准备度IND.CRS.response.shock_responsive_social_protectionCRSResponse capacitycoping capacity{score}COUNTRY
07引用

Lack of coping capacity index, world

The world reading of this index, every country as a tile and the largest movements since the previous edition.

NXS-GRX · CRS · 195 profiles · 0–10 scale
Lack of coping capacity index, world
–
数值随版本发布;区间、类别和变化将显示在这里。
上一版
–
Range since 2016
–
耦合综合
–
耦合得分 S
–
脉搏,最近一周
–
Outlook, 12 months
–
方法
Indicator Standard 1.0 · NXS-GRX 2026
抽样次数
1,000
Lack of coping capacity index, world, by edition

尚无已发布的数值。第一版发布后将在这里绘制历史,并附区间带和类别边界。

The line is the point value by edition; the band is the 90% interval; dashed lines are the class bounds at 2, 3.5, 5 and 6.5.
暂无变动。 自第二版起,与上一版相比的变化将在此列出,并附上驱动这些变化的指标。
08数值

Country values

FIG 5 · Lack of coping capacity index: countries (values when released)
正在加载地图
安道尔安提瓜和巴布达巴林巴巴多斯科摩罗佛得角多米尼克密克罗尼西亚(联邦)格林纳达基里巴斯圣基茨和尼维斯圣卢西亚列支敦士登摩纳哥马尔代夫马绍尔群岛马耳他毛里求斯瑙鲁帕劳新加坡圣马力诺圣多美和普林西比塞舌尔汤加图瓦卢教廷圣文森特和格林纳丁斯萨摩亚
Equal Earth · Natural Earth 1:110mValues when released
Until the first edition is released the map shows UN M49 regions or the Nexus Reports edition; it then shows this index’s classes with each country’s interval on hover. Countries are listed by name, never ordered by value.
瓦片
/api/v1/public/grix/risk-products/tiles/crs/{z}/{x}/{y}.mvt
观测键
nis:IDX.CRS.response.lack_of_coping_capacity:{ISO3}:{YEAR}:A
10Validity

Crosswalks and validity checks

Crosswalks map leaf indicators to source code lists; established indices are used for validity checks, never re-weighted as inputs.

Code systemLeaf indicators mapped
SDG11
SENDAI8
WB_WDI5
ISO_371202
11贯穿 Nexus

Platforms, standards and ways to take part

Field and service platforms of GCRI, GRF and GRA, the Nexus Risk Standards for this domain, learning, working groups and open calls. Every link is a live page.

12引用

引用与再利用

GCRI Canada (2026). The Global Risks Index (NXS-GRX): Lack of coping capacity index (GRX-IDX-CRS), Baseline Edition 2026. Preparatory working draft. https://risksindex.com/indices/lack-of-coping-capacity/ UNI NXS-GRX-AR-000115.

See this index in every country profile

Each profile shows this index with its interval and class once released.