GCRI · Society and Human Development

Society and Human Development

Societal resilience, inequality, health, population change and the human consequences of risks and innovation. Society and Human Development is an established platform of The Global Centre for Risk and Innovation.

STEM methods
4
Canonical methods this field applies
Topics
10
Subject pages in the field
Counterparts
2
Platforms in shared fields across the network
Report series
2
Reports series it contributes to
02The problem

Why the human consequences of risk are unequal and cumulative.

Hazards become disasters through vulnerability. A flood, a price spike or an epidemic is filtered through who people are, where they live, what they own, what protections they can draw on and whether institutions reach them. Decades of research on disasters and poverty show the same pattern: households with few assets, insecure work, poor housing and weak access to services are more exposed, suffer larger losses relative to what they have and recover more slowly. Those who are excluded by gender, age, disability, ethnicity, migration status or informality often carry the heaviest burden.

Losses also compound over time. A household that sells livestock or takes children out of school to survive a drought loses future income and skills; a community that loses trust in institutions during a crisis is harder to reach in the next. Shocks that overlap, such as conflict, food insecurity and climate extremes, can turn temporary hardship into persistent poverty and displacement. Population change, ageing, urbanisation and migration shift who is exposed and who provides care and labour.

Innovation brings its own social consequences. Digital services can widen access, but they can also exclude people without connectivity or identity documents, and information systems can spread misinformation that undermines public health and social cohesion. Understanding these dynamics needs social science that is rigorous about measurement and causation and respectful of the people it studies.

These questions are not only about poorer countries. Ageing, loneliness, housing insecurity, regional decline and the erosion of local institutions shape resilience in high-income societies too, and comparative evidence across very different contexts is one of the field’s strengths.

03Monitor

Humanitarian needs overview.

The screen a team would use to follow this field: its measures, states and decisions. Names are examples and values are illustrative.

Humanitarian needs overview: the screen’s structure, terms and states for Province West.Example names and illustrative values; a design, not a record or a live system.
05Simulator

Stocks, flows, delays and a tipping threshold.

Two stocks, pressure and adaptive capacity, joined by a reinforcing growth loop, a delayed balancing response and damage when pressure outruns capacity; past the threshold the system can tip. Teaching model with stated illustrative values, not a prediction. The map on this page shows Latin America and the Caribbean; the model itself is not tied to a place.

Controls

Growth of pressure
6.0% a year
Efficacy of capacity in reducing pressure
4.0% a year
Investment response to perceived pressure
20%
Perception delay
4.0 years
Tipping threshold of pressure
60 index
Amplification past the threshold
2.0 times
Years simulated
50 years

Readouts

Peak pressure
113 index
Capacity at the end
186 index
Years over the threshold
15.8 years
Numbers, methods and sources
YearPressureCapacityPerceived
020.050.020.0
423.344.921.2
827.242.224.0
1231.742.327.7
1636.845.532.2
2042.351.537.2
2447.960.342.6
2853.271.348.0
3257.884.353.1
3666.498.458.4
4082.7115.969.7
4497.8139.783.8
48109.1169.497.3

Methods

  1. System dynamics Forrester (1961), Industrial Dynamics, MIT Press; Sterman (2000), Business Dynamics
  2. Critical transitions and tipping points Scheffer and others (2009), Early-warning signals for critical transitions, Nature 461
  3. Causal loop diagram Sterman (2000), Business Dynamics, McGraw-Hill
  4. Uncertainty fan (parameter Monte Carlo) Spiegelhalter, Pearson and Short (2011), Visualising uncertainty about the future, Science 333
  5. One-at-a-time sensitivity (tornado) Saltelli and others (2008), Global Sensitivity Analysis: The Primer, Wiley

Data

No observed data enters this model: it runs on the teaching values set by the controls, to be replaced with a programme’s own evidence.

Stocks, flows, delays and a tipping threshold. Illustrative teaching model: it runs on the values set by the controls, not on measured data. Methods: System dynamics (Forrester (1961), Industrial Dynamics, MIT Press; Sterman (2000), Business Dynamics); Critical transitions and tipping points (Scheffer and others (2009), Early-warning signals for critical transitions, Nature 461); Causal loop diagram (Sterman (2000), Business Dynamics, McGraw-Hill).
06Coverage

The areas of society and human development this platform takes on.

Society and Human Development studies how risks and innovation affect people’s lives: poverty and inequality, population change, human security and wellbeing, displacement and humanitarian need, education, social cohesion, urban vulnerability, information systems and the ethics of research with people. Its pages set out the data, methods and evidence behind each, with every value labelled by its evidence and every limit stated, and with people’s rights over data about them respected. Governments, humanitarian agencies and communities decide.

Area

Poverty and inequality

Who lacks income, assets and capabilities, and how gaps between groups grow or narrow.

Area

Demographic transitions

Changes in births, deaths, ageing and migration, and what they mean for economies and services.

Area

Human security and wellbeing

Freedom from fear and want, and how people themselves experience safety and quality of life.

Area

Humanitarian and displacement

People forced from their homes by conflict, disaster and other crises, and the response to their needs.

Area

Education and capabilities

Learning, skills and the freedoms that education makes possible, and how crises interrupt them.

Area

Technology and social cohesion

How technology changes trust, participation and the ties that hold societies together.

Area

Urban social vulnerability

Why some urban residents are more exposed and less able to cope with shocks than others.

Area

Media and information systems

News, platforms and information flows that shape what people know and believe in a crisis.

07Twin and cascade simulator

Model Society and Human Development as a system. Run the cascade.

Assembled from the Nexus Standards area profile Societal and information risk standards: the hazards it names, the systems and sectors that carry the loss, the controls that dampen it and the data that observe it. Choose the components, pick an initiating hazard and step through the cascade. The Map view places the run on an example geography with open data. Every coupling weight is a stated assumption you can change. A teaching model, not a forecast, an assessment or a certification. To model a place of your own choosing, open the full System Builder.

Hazards

Controls

  • NS-0 Constitution and principles
  • NS-9 Contextual UNIs (deployments, instances, programme instances)
  • NS-11 Verification and monitoring (evidence, attestations, zero-trust conformance observation)
  • NS-12 Software, model and AI/ML artefacts (supply chain, model cards, dataset sheets)
  • NRS-H117 Hazard family: Social cohesion and atrocity risk (NHS-1 soc.cohesion)
  • NRS-X7 Information integrity and public trust
  • NRS-D2 Society, inclusion and human development risk
  • NRS-H52 Hazard family: Information-integrity attacks (NHS-1 cyber.integrity)
  • NRS-H79 Hazard family: Mental health crises (NHS-1 health.mental)
  • NRS-H59 Hazard family: Economic shocks and governance failure (NHS-1 soc.economic)

Observation

  • WorldPop gridded population (listed for reference)
  • World Bank Open Data and World Development Indicators API (listed for reference)
  • Global SDG Indicators Database (listed for reference)
  • Number of deaths, missing persons and directly affected persons attributed to disasters per 100,000 population
  • Proportion of people living below 50 per cent of median income
  • Number of countries that adopt and implement guarantees for public access to information

Example geography

  • The Horn of Africa: 253 hexagonal cells
  • Night lights tonight, outages (VIIRS Day/Night Band), NASA GIBS
08Overview

What Society and Human Development does.

Human development is the expansion of people’s freedoms and capabilities to lead lives they value, including health, education and a decent standard of living. Society and Human Development covers poverty, population change, human security, displacement, education, social cohesion, urban vulnerability, information systems and research ethics. Governments, humanitarian agencies and communities decide.

Who it serves

Its community

Social scientists; humanitarian researchers; demographers; community advocates.

How it works

Its methods

Socioeconomic indicators; vulnerability methods; mixed methods.

What it produces

Its outputs

Human development profiles; social vulnerability briefs; community case studies.

09Methods and evidence

How Society and Human Development is modelled, measured and tested.

The model, its assumptions, its data and its uncertainty, in the form a scientist or engineer would check. Structures follow published methods. The values drawn are illustrative, not findings.

System model

The couplings between the systems in Society and Human Development: signs of influence, a reinforcing and a balancing loop, and cross-links where stress jumps.

++−+SocietyInformationCommunitiesEconomyR reinforcingB balancing
Causal loop diagram from the page’s systems; signs show the direction of influence. Illustrative structure for a system dynamics or network model, not estimated couplings.

Model, equations and assumptions

The model structure used for Society and Human Development, the assumptions it makes and how each is tested.

Risk of element iRi = f(Hi, Ei, Vi, Ci)hazard, exposure, vulnerability and coping capacity
Expected annual lossEAL = ∑k pk · Lkover events k with annual probability pk
Coupled systemsxt+1 = A xt + B ut + εtA carries the couplings, u the shock, ε the error
AssumptionWhy it is madeHow it is tested
Hazard and exposure are independent within an eventKeeps the loss integral tractableCompare with a copula fit on joint records
Couplings are linear near the operating pointLets shocks propagate through APerturb beyond the linear range and compare
Vulnerability curves transfer between placesLocal curves are rarely availableValidate against observed losses where they exist
Inputs
versioned datasets with provenance
Outputs
distributions, never single numbers
Code
released with the model card and tests
Reproduction
same data, code, environment and seed
Standard risk and state-space formulations; the assumptions listed are typical of the method, stated for review, not results.
FAIR guiding principles · GO FAIR and FORCE11W3C PROV · World Wide Web ConsortiumGuidance on consistent treatment of uncertainties · IPCCCEOS Analysis Ready Data · Committee on Earth Observation Satellites
10Mandate and boundaries

What Society and Human Development studies, and whose decisions it informs.

Society and Human Development, studies how risks and innovation affect people’s lives: poverty, population change, displacement, education, cohesion and wellbeing. Governments, humanitarian agencies and communities decide; the platform provides no humanitarian assistance and respects people’s rights over data about them.

Population and displacement figures appear only with their source and date; illustrations are marked as such.

11Geography

People and exposure in Latin America and the Caribbean.

Population density, night lights and daytime surface heat over Latin America and the Caribbean, from NASA GIBS. Each layer carries its own date.

The interactive map needs JavaScript; the layer list and sources are below.

Layers 3

People and exposure, for this page

About this layer
Evidence
Estimated
Source
Gridded Population of the World v4.11 (NASA SEDAC (CIESIN, Columbia University))
Provider
NASA SEDAC (CIESIN, Columbia University)
Licence
CC BY 4.0
Vintage
null; Census-based estimate, static (2020)
Resolution
about 1 km grid
Uncertainty
Census-based estimate of people per square kilometre in 2020, shown as exposure context; not a count of people affected by any hazard.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed
Source
VIIRS Black Marble (VNP46A2) (NASA LAADS DAAC)
Provider
NASA LAADS DAAC
Licence
NASA open data
Vintage
daily; Satellite radiance, corrected for moonlight and atmosphere
Newest at build
2026-10-12
Resolution
about 500 m grid
Uncertainty
Satellite night-time radiance for the date shown; lights are a proxy for electricity use and outages, not a measurement of supply or access.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed (persistent cloud still leaves gaps)
Source
VIIRS NOAA-20 Level 3, 8-day (NASA LANCE)
Provider
NASA LANCE
Licence
NASA open data
Vintage
8-day; Satellite 8-day composite; persistent cloud still leaves gaps
Newest at build
2026-09-14
Resolution
about 1 km grid
Uncertainty
Satellite skin temperature of the ground over the 8 days ending on the date shown, a heat exposure indicator; not air temperature, heat index or a heat warning.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed
Source
VIIRS NOAA-20 corrected reflectance (NASA LANCE)
Provider
NASA LANCE
Licence
NASA open data
Vintage
daily; Satellite image
Newest at build
2026-10-14
Resolution
about 250 m grid
Uncertainty
Satellite image. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Modelled (latest year GIBS publishes)
Source
MODIS Terra and Aqua land cover (MCD12Q1) (NASA LP DAAC)
Provider
NASA LP DAAC
Licence
NASA open data
Vintage
yearly; Satellite classification; latest year GIBS publishes
Newest at build
2024-01-01
Resolution
about 500 m grid
Uncertainty
Satellite land cover classes for the year shown, including croplands; a classification with known errors, not a farm register.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed (clouds leave gaps)
Source
OMI Aura (NASA GES DISC)
Provider
NASA GES DISC
Licence
NASA open data
Vintage
daily; Satellite retrieval; clouds leave gaps
Newest at build
2026-10-10
Resolution
about 2 km grid
Uncertainty
Satellite column of nitrogen dioxide in the lower atmosphere on the day shown, mostly from combustion; not a ground-level concentration or a health warning.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map

Latest available

NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © OpenStreetMap contributors (ODbL) · Natural Earth

Loading the latest NASA imagery.

Drag to move. Ctrl or ⌘ and scroll, pinch or the buttons to zoom; hover for the values under the pointer; reset returns to the region.

People and exposure, framed on Latin America and the Caribbean.Satellite and model products as NASA publishes them, each with its own date. They are indicators, not assessments of any place.

Data: NASA GIBS · ASTER GDEM · Blue Marble · © OpenStreetMap contributors · Natural Earth · NASA EONET · NASA JPL OPERA DIST-ALERTSources and licences

  • We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • Center for International Earth Science Information Network (CIESIN), Columbia University. 2018. Gridded Population of the World, Version 4 (GPWv4): Population Density, Revision 11. NASA Socioeconomic Data and Applications Center (SEDAC). Licensed under CC BY 4.0. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). doi:10.7927/H49C6VHW. CC BY 4.0
  • VIIRS Black Marble night-time lights, NASA Goddard Space Flight Center; distributed by the NASA Level-1 and Atmosphere Archive and Distribution System (LAADS DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • VIIRS near-real-time products (flood, land surface temperature, snow cover, corrected reflectance), NASA LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • MODIS land products (vegetation indices, gross primary production, land cover), NASA LP DAAC and LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • OMI nitrogen dioxide (Aura) and OMPS aerosol index (Suomi NPP), NASA; distributed by the NASA GES DISC; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • ASTER GDEM is a product of METI and NASA (ASTER Global Digital Elevation Model V003, NASA LP DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). Cite as: NASA/METI/AIST/Japan Spacesystems and U.S./Japan ASTER Science Team (2019). ASTER Global Digital Elevation Model V003. doi:10.5067/ASTER/ASTGTM.003. NASA open data
  • Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com. Public domain
  • © OpenStreetMap contributors (ODbL), via NASA GIBS (coastlines, boundaries, roads and place names). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). ODbL
  • Blue Marble, NASA Earth Observatory; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • Context on the globe and flat map: coastlines, boundaries, roads and place names from NASA GIBS reference layers (OpenStreetMap data, ODbL, © OpenStreetMap contributors); Blue Marble imagery as an optional base; 3D terrain and the elevation read-out from the ASTER GDEM elevation colour index (5 m to 200 m classes, exaggerated for legibility). Boundaries are drawn as published and imply no position on any territory.
  • Live events: NASA Earth Observatory Natural Event Tracker (EONET); events are indicative and keep their original source links.
  • Live: NASA EONET Events are indicative, not authority warnings.
  • Observed (EO): NASA JPL OPERA DIST-ALERT (contains modified Copernicus Sentinel data 2026). We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • NASA GIBS: We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • Air quality forecast, 5 days, PM2.5 (CAMS via Open-Meteo): Contains modified Copernicus Atmosphere Monitoring Service information 2026.
  • Weather data by Open-Meteo.com (https://open-meteo.com/), licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).
  • Optional layers (9 sources in the layer list: live, forecast, observed and context) print their provider credit on the map and here when switched on; forecasts are model output and derived indices are estimates.

Layers and dates

  • Population density, 2020: Population: CIESIN, Columbia University, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · static
  • Night-time lights, daily: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Oct 2026
  • Land surface temperature, day, 8-day composite: VIIRS NOAA-20 Level 3, 8-day, NASA LANCE · 14 Sep 2026
  • True colour: VIIRS NOAA-20 corrected reflectance, NASA LANCE · 13 Oct 2026
  • Land cover type (IGBP), yearly: MODIS Terra and Aqua land cover (MCD12Q1), NASA LP DAAC · 2024
  • Nitrogen dioxide, lower atmosphere column: OMI Aura, NASA GES DISC · 10 Oct 2026

13Reports, standards and contributions

Where social evidence goes.

Disaggregated analyses are designed for the Country Systems Risk and Resilience series and the Evidence Brief series. Survey-based series would keep consent and disclosure terms attached under the proposed Nexus Standards.

  • Communities can co-design studies.
  • Researchers can contribute evaluations with disaggregation.
  • Humanitarian organisations can share lessons on data responsibility.
14What the platform does

Societal evidence, measured carefully and used responsibly.

The platform develops socioeconomic indicators, vulnerability methods and mixed-methods research that show how risks reach people and how societies adapt, with uncertainty stated and with safeguards for the people whose lives are described.

Profiles

Human development profiles

Structured evidence on population, inequality, health, education and protection, with sources and limits.

Briefs

Social vulnerability briefs

Analysis of who is exposed to a risk, why, and what protections reach them.

Cases

Community case studies

Mixed-methods studies carried out with communities, under consent and ethical review.

GCRI is a research, development and policy institution. It does not regulate, certify, license or approve. Social protection, humanitarian and policy decisions remain with competent authorities and the communities concerned.

15Topics and chapters

Ten topics and three chapters.

  1. 01
  2. 02
  3. 03

    Human security and wellbeing

    Safety, rights, health and livelihoods.

  4. 04

    Humanitarian and displacement

    Crisis, displacement and safeguarding, with humanitarian risk analysis under safeguards.

  5. 05
  6. 06

    Technology and social cohesion

    Trust, misinformation and public outcomes, with media and information systems.

  7. 07
  8. 08
  9. 09
16Grounding

Built on named science, technology, engineering and mathematics.

Every claim on Society and Human Development rests on methods with a canonical page in the STEM Commons, so readers can see what a finding depends on and where its limits lie.

Social and behavioural scienceCausal inference and impact evaluationSpatial statistics and geostatisticsEconometrics

See the STEM foundation of Society and Human Development

17Cycle

How work moves in this field.

A question becomes evidence, a governed build, an organised community, a controlled test, a reviewed publication and, finally, a decision taken by the competent authority under its own rules.

  1. Question Universe National, regional or institutional priority. Question in Society and Human Development
  2. Evidence Foundry STEM foundation of the platform. Evidence in Society and Human Development
  3. Build Foundry Foundry. Build in Society and Human Development
  4. Organise Universe Nexus ecosystem. Organise in Society and Human Development
  5. Test Universe Universe (independent site). Test in Society and Human Development
  6. Publish Reports Reports. Publish in Society and Human Development
  7. Decide Competent authority Competent authorities and institutions, through NXS-RLS (participants, agreements and handoffs). Decide in Society and Human Development
  8. Renew Universe Corrections and the next annual agenda. Renew in Society and Human Development

Each step of the cycle in the pillar it runs in; the decision stays with the competent authority, outside the programme.

18Six pillars

How this works across the six pillars.

Society and Human Development works through six pillars of one annual programme, led by the Nexus Consortium, with GCRI, the Global Risks Forum (GRF) and the Global Risks Alliance (GRA) each contributing in its role: explore, experiment and prototype in Labs, build, simulate and prepare in Foundry, convene and test in Universe, codify, correct and apply in Nexus Standards, publish in every format in Reports, teach in the open in Risk Academy.

Select pillars · hover lines18 / 18 handoffs

Route

The whole programme

Every pillar hands its work to another; together they close the year’s feedback loops.

L · F · U · S · R · A

Pillars
6 of 6
Handoffs
18 of 18
Loops
17 closed

Handoffs in play

  • F01Universe → Foundry · Admitted mission becomes a cycle project with a decision caseReadiness preparation
  • F02Foundry → Universe · Core Build Report and go or no-go evidenceControlled build
  • F03Foundry → Reports · Sealed observations and indicator series behind a profileCloseout
  • F04Universe → Reports · After-action and scenario findings for chapters 10 and 13After-action review

and 14 more

F01 to F14 are the recorded handoffs of the programme year, each with the artefact that moves and its phase; R1, R2, R3 and R4 carry work around the ring. A loop counts when every pillar on it is selected. Every pillar is led by the Nexus Consortium.
  1. LabsWhere questions become experiments and prototypes: new methods, data and tools are tried in the open, with their limits on record, before the Foundry builds them, under the Nexus Consortium.Labs
  2. FoundryWhere methods, data and models become reproducible builds, each run with its inputs, version and limits on record.Society and Human Development in FoundryFoundry
  3. UniverseWhere a build is tested under controlled conditions with independent evaluators, so a method’s skill is measured, not assumed.Society and Human Development in Universeuniverse.nexus
  4. Nexus StandardsWhere methods, identifiers and data schemas are codified in the open and corrected when a test finds a fault.Governance, Security and Society in Standardsnexustandards.com
  5. ReportsWhere findings are published with their method, uncertainty and evidence class, and corrected as new versions.Society and Human Development in ReportsReports
  6. Risk AcademyWhere methods and systems are taught on real data and real places, by working the case, on Risk Academy.Faculty of Health and Society in Academyrisksacademy.com
19Frameworks

What the work is read against.

The platform does not set standards. It reads its evidence against the frameworks that competent bodies have adopted, so a finding can be placed where a decision-maker already works.

Framework or standardBodyWhat it sets
Human Development Report concepts and the capability approachUNDP Human Development Report OfficeDevelopment as the expansion of people’s freedoms and capabilities, with measures beyond income
Global Multidimensional Poverty Index methodologyUNDP and the Oxford Poverty and Human Development InitiativeMeasuring overlapping deprivations in health, education and living standards
Sustainable Development Goals 1, 4, 5 and 10United NationsTargets on poverty, education, gender equality and reduced inequality
Human security concept, General Assembly resolution 66/290United Nations General AssemblyA common understanding of human security as freedom from fear, want and indignity
Global Compact on Refugees and Global Compact for MigrationUnited Nations General AssemblyFrameworks for responsibility-sharing for refugees and for safe, orderly migration
Core Humanitarian Standard on Quality and AccountabilityCHS Alliance, Groupe URD and SphereCommitments to quality and accountability to affected people in humanitarian action
Fundamental principles for national statistical systems (resolution 68/261)United Nations General AssemblyPrinciples for independent, confidential and high-quality published statistics
Belmont Report and the Declaration of HelsinkiUS National Commission and World Medical AssociationEthical principles for research involving human participants
UNESCO Recommendation on Open ScienceUNESCOPrinciples for open, inclusive and equitable science, including participation of communities
20Consortium

The same field, seen three ways.

GCRI studies a field as science, GRF governs it and GRA builds shared financial understanding of it. Society and Human Development links to its counterparts so that work on one side is visible on the others.

24Questions

Questions and answers.

Who publishes Society and Human Development?
The Global Centre for Risk and Innovation (GCRI) publishes Society and Human Development and is responsible for what it publishes. GCRI is a research, development and policy institution. It is not a regulator, and it does not certify, license or approve; its findings carry their methods and uncertainty.
Is Society and Human Development active?
Society and Human Development is an established platform of The Global Centre for Risk and Innovation. Information and enquiries are open today. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.
How can I contribute?
Start with the participation paths or write to the contact form. An enquiry receives a reference; it does not create membership, a role or an assignment.
Where are findings published?
Reviewed outputs appear on the publications page, and contributions to the Reports series are listed on Publish in Reports.
Which values on this platform are real?
Indicator names, units, sources, methods and frameworks are real. Levels in figures and canvases are examples in a design. A programme replaces them with labelled evidence it owns.
How do I report an error?
Use corrections and concerns, or write to the integrity concern form. A correction is recorded as a new version, never a silent edit.
Is the platform operating?
It is an established platform. Information and enquiries are open today, and no profile, brief or case study is published until it has passed review.
Does the platform rank countries or communities?
No. It publishes evidence with methods and uncertainty. A profile describes conditions; it is not a judgement of a government or a community.
ReportsContribute

Contribute evidence from this page.

Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.

GCRISociety and Human DevelopmentCountry Systems Risk and ResilienceEvidence Brief
How it works

How Society and Human Development works.

Choose a view and press Play to follow the platform’s process, its programme year, the standards it applies and how its findings are published. The outline shows how the work is designed to run, not the status of any decision.

Society and Human Development

How Society and Human Development works

Platforms · Programme year · Standards · Reports

A platform joins a field to named methods, labelled evidence and the outputs it publishes, without becoming the authority it serves.

  1. 01 Scope

    1. 01Field and familiesStart · The platform leadThe home states the field, its families and who it serves.
    2. 02Topic dossiersRecord · Platform authorsTopics explain the subject with labelled evidence.
  2. 02 Evidence

    1. 03Evidence labelsRecord · GCRIEach value is labelled: observed, published statistics, estimated, modelled, scenario or unknown.
    2. 04MethodsStep · Method ownersMethods come from the STEM Commons, each with one canonical page.
  3. 03 Work

    1. 05Scenarios on the systemsModel · Foundry pillarScenarios run on the Nexus systems, labelled as scenario.
    2. 06Standards that applyRecord · Nexus StandardsThe platform names the standards that apply. A validator report is evidence for review.
  4. 04 Publish

    1. 07EditionsRecord · ReportsFindings are published through Reports with their limits.
    2. 08Authority decidesOutcome · The competent authorityDecisions and execution stay with the government, operator or licensed institution.

Society and Human Development home · Platforms · Shared methodsAn outline of how the work is designed to run; it does not report the status of any decision or record.

Take part

Take part in Society and Human Development.

Start from who you are. Answer an open call. Or form and lead a competence cell on the Society and Human Development platform.

Route

National institutions

Ministries, statistics offices and agencies: a national desk and chapter, and a seat in the working groups. National chapters

Route

Sectors and professions

Operators, regulators, banks, insurers and professional bodies whose work touches Society and Human Development. Participate

Route

Learning

Courses and practice, with a record of every course completed. Free to study. Open learning

Route

Standards

Draft, review and adopt the methods and data standards with the working groups. Working groups

Route

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The Global Risks Index

Every figure on this page is indexed: society, demography, health, Latin America and the Caribbean.

The Index is the Consortium’s indexing system for risk data. Every indicator, hazard, series and country profile carries its Nexus Standards identifier, its source and its licence, so what this page shows can be traced, corrected and reused.

  1. 01 · Sources205 registered sourcesEvery value keeps its source and licence; withheld values are counted.Data and licences
  2. 02 · Nexus StandardsNIS-1 and NHS-1451 indicators, 905 hazards; every record carries a UNI.Nexus Standards
  3. 03 · The Index54 series, 195 country profilesComputed on the standards; no value is published until an edition is released.The Global Risks Index
  4. 04 · This pageSociety and Human DevelopmentMaps, figures and feeds read the Index in the context of society, demography, health and Latin America and the Caribbean.Public API
Sources205registered, each with its licence
Indicators451NIS-1, 106 composites, 20 domain indices
Hazards905NHS-1, crosswalked to UNDRR-ISC HIPs
Series54global, sector, strategic, technology, thematic
Country profiles195one site per country

Series in this context society, demography, health

  1. GSGlobal DevelopmentPoverty, inequality, human development, demographic pressure and displacement as the ground on which shocks become losses.NXS-GRX-AR-000064Society · Demography · Health
  2. GLBGlobal SystemsThe state of interdependent global risk: the twenty domain indices aggregated to the world, the five core systems (water, energy, food, health, biodiversity) and their couplings, the global tail register and the gap…NXS-GRX-AR-000002Society · Health · Demography
  3. GSGlobal HealthHealth security capacity, epidemic emergence and spread, heat and air-quality burden, health system stress and access.NXS-GRX-AR-000062Health · Society · Demography
  4. SRConflict, fragility and human securityConflict risk and escalation, fragility, organised violence, civilian harm and the conflict–climate–food–displacement nexus.NXS-GRX-AR-000075Governance · Demography · Society

All 54 series · The 20 domain indices

Hazard domains NHS-1

Geodata and API open

Open layers on an equal-area hexagon grid, shown as densities per km² or as symbols: People · GHSL 2025People · WorldPop 2025Built-up areaPortsAirportsRoadsRailwaysRivers and lake centrelines

/api/v1/public/grix · https://nexustandards.com/uni/{uni}
Developers · Data · Made with Natural Earth, Public domain; GHSL and WorldPop, CC BY 4.0

Snapshot of the Index registries pinned 2026-10-23 · 22c6eed. Research and risk-analytics information: not a rating, an official classification, a warning, a benchmark or advice.

Society and Human Development

Bring a method, a dataset or a question.

Information and enquiries are open today. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.

The Global Centre for Risk and Innovation

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Articles: CC BY 4.0. Figures, maps, twins and data: CC BY 4.0. Other uses: ask through the permissions form.