Methodology/Indicator Catalog

78 Indicators Catalog

CivStat tracks 78 individual indicators across 6 dimensions. Each indicator is normalized to a 0–100 scale and aggregated through the 3-layer framework (Raw β†’ Composite β†’ Dimension). Below is the complete catalog with definitions, data sources, historical context, and comparative examples.

Country Comparison Legend

Each indicator includes example values for three representative countries to illustrate the range of outcomes:

πŸ‡°πŸ‡· South Korea β€” Rapid development modelπŸ‡³πŸ‡΄ Norway β€” Top-performing developed nationπŸ‡ΈπŸ‡± Sierra Leone β€” Developing nation baseline

Conflict

13 indicators

War Deaths per 100k

Battle-related deaths from interstate and civil wars, normalized per 100,000 population.

β–Έ

Definition

Battle-related deaths from interstate and civil wars, normalized per 100,000 population.

Data Source

UCDP/PRIO, Pinker (2011)

Historical Range

Prehistoric ~15,000/100k lifetime β†’ Modern <1/100k/year

Country Examples

πŸ‡°πŸ‡· Korea: 0.0 (no active conflict)

πŸ‡³πŸ‡΄ Norway: 0.0

πŸ‡ΈπŸ‡± Sierra Leone: ~2.5 (post-civil war)

Refugee Index

Forcibly displaced persons as percentage of world population.

β–Έ

Definition

Forcibly displaced persons as percentage of world population.

Data Source

UNHCR, IDMC

Historical Range

WWII peak ~60M displaced β†’ 2024 ~120M (but larger world population)

Country Examples

πŸ‡°πŸ‡· Korea: Low

πŸ‡³πŸ‡΄ Norway: Low

πŸ‡ΈπŸ‡± Sierra Leone: Medium (post-war displacement)

Political Violence

State-sponsored violence against civilians including extrajudicial killings and political imprisonment.

β–Έ

Definition

State-sponsored violence against civilians including extrajudicial killings and political imprisonment.

Data Source

Political Terror Scale, V-Dem

Historical Range

Ancient empires: routine β†’ Modern democracies: rare

Country Examples

πŸ‡°πŸ‡· Korea: Low

πŸ‡³πŸ‡΄ Norway: Very Low

πŸ‡ΈπŸ‡± Sierra Leone: Low-Medium

Terrorism Index

Frequency, casualties, and societal impact of terrorist attacks.

β–Έ

Definition

Frequency, casualties, and societal impact of terrorist attacks.

Data Source

Global Terrorism Database

Historical Range

Modern phenomenon primarily tracked from 1970 onward

Country Examples

πŸ‡°πŸ‡· Korea: Very Low

πŸ‡³πŸ‡΄ Norway: Very Low

πŸ‡ΈπŸ‡± Sierra Leone: Very Low

Homicide Rate

Intentional homicides per 100,000 population.

β–Έ

Definition

Intentional homicides per 100,000 population.

Data Source

UNODC, WHO

Historical Range

Medieval Europe ~30-40/100k β†’ Modern Europe <1/100k

Country Examples

πŸ‡°πŸ‡· Korea: 0.6

πŸ‡³πŸ‡΄ Norway: 0.5

πŸ‡ΈπŸ‡± Sierra Leone: ~2.0

Military Expenditure

Military spending as percentage of GDP (inverted: lower is better for peace).

β–Έ

Definition

Military spending as percentage of GDP (inverted: lower is better for peace).

Data Source

SIPRI

Historical Range

Cold War peak ~6% global β†’ Current ~2.3% global

Country Examples

πŸ‡°πŸ‡· Korea: 2.8%

πŸ‡³πŸ‡΄ Norway: 1.7%

πŸ‡ΈπŸ‡± Sierra Leone: 0.7%

Arms Trade Index

Volume of conventional arms imports/exports relative to GDP.

β–Έ

Definition

Volume of conventional arms imports/exports relative to GDP.

Data Source

SIPRI Arms Transfers Database

Historical Range

Tracks global arms flows; peaked during Cold War

Country Examples

πŸ‡°πŸ‡· Korea: Major importer

πŸ‡³πŸ‡΄ Norway: Minor

πŸ‡ΈπŸ‡± Sierra Leone: Minor

Internal Conflict Intensity

Severity and duration of intrastate armed conflicts.

β–Έ

Definition

Severity and duration of intrastate armed conflicts.

Data Source

UCDP, ACLED

Historical Range

Post-Cold War shift from interstate to intrastate conflict

Country Examples

πŸ‡°πŸ‡· Korea: None active

πŸ‡³πŸ‡΄ Norway: None

πŸ‡ΈπŸ‡± Sierra Leone: Post-conflict

Nuclear Risk Index

Composite measure of nuclear weapons proliferation and tension levels.

β–Έ

Definition

Composite measure of nuclear weapons proliferation and tension levels.

Data Source

Bulletin of Atomic Scientists, SIPRI

Historical Range

1962 Cuban Missile Crisis peak β†’ Post-Cold War reduction β†’ Recent re-escalation

Country Examples

πŸ‡°πŸ‡· Korea: Medium (proximity to DPRK)

πŸ‡³πŸ‡΄ Norway: Low

πŸ‡ΈπŸ‡± Sierra Leone: N/A

Peacebuilding Capacity

Investment in post-conflict reconstruction, mediation, and peacekeeping.

β–Έ

Definition

Investment in post-conflict reconstruction, mediation, and peacekeeping.

Data Source

UN Peacekeeping, World Bank FCV

Historical Range

Modern concept; UN peacekeeping since 1948

Country Examples

πŸ‡°πŸ‡· Korea: Contributor

πŸ‡³πŸ‡΄ Norway: Major contributor

πŸ‡ΈπŸ‡± Sierra Leone: Recipient

Social Cohesion Index

Measure of social trust, inequality perception, and intergroup tensions.

β–Έ

Definition

Measure of social trust, inequality perception, and intergroup tensions.

Data Source

World Values Survey, Edelman Trust

Historical Range

Varies cyclically; correlates with inequality (Turchin cycles)

Country Examples

πŸ‡°πŸ‡· Korea: Medium

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low-Medium

Gender-Based Violence

Prevalence of physical and sexual violence against women.

β–Έ

Definition

Prevalence of physical and sexual violence against women.

Data Source

WHO, UN Women

Historical Range

Historically normalized β†’ Increasingly measured and addressed since 1990s

Country Examples

πŸ‡°πŸ‡· Korea: Medium

πŸ‡³πŸ‡΄ Norway: Low

πŸ‡ΈπŸ‡± Sierra Leone: High

Institutional Stability

Durability and resilience of governance institutions; coup risk assessment.

β–Έ

Definition

Durability and resilience of governance institutions; coup risk assessment.

Data Source

Polity5, V-Dem, WGI

Historical Range

Ancient empires: cyclical collapse β†’ Modern states: generally stable

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Medium

Welfare

13 indicators

Life Expectancy

Average life expectancy at birth β€” the most comprehensive measure of population health.

β–Έ

Definition

Average life expectancy at birth β€” the most comprehensive measure of population health.

Data Source

WHO, UN Population Division, OWID

Historical Range

~25 years (ancient) β†’ ~73 years (2024 global average)

Country Examples

πŸ‡°πŸ‡· Korea: 84 years

πŸ‡³πŸ‡΄ Norway: 84 years

πŸ‡ΈπŸ‡± Sierra Leone: 55 years

Child Mortality (U5)

Under-5 deaths per 1,000 live births (inverted).

β–Έ

Definition

Under-5 deaths per 1,000 live births (inverted).

Data Source

UNICEF, UN IGME

Historical Range

~500/1,000 (pre-modern) β†’ 37/1,000 (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 3/1,000

πŸ‡³πŸ‡΄ Norway: 2.3/1,000

πŸ‡ΈπŸ‡± Sierra Leone: 105/1,000

Maternal Mortality

Maternal deaths per 100,000 live births (inverted).

β–Έ

Definition

Maternal deaths per 100,000 live births (inverted).

Data Source

WHO, UNICEF, UNFPA

Historical Range

~1,000/100k (pre-modern) β†’ 211/100k (global 2024)

Country Examples

πŸ‡°πŸ‡· Korea: 8

πŸ‡³πŸ‡΄ Norway: 2

πŸ‡ΈπŸ‡± Sierra Leone: 717

Nutrition Security

Prevalence of undernourishment (inverted) + caloric availability.

β–Έ

Definition

Prevalence of undernourishment (inverted) + caloric availability.

Data Source

FAO, World Bank

Historical Range

Chronic food insecurity for millennia β†’ Modern food surplus in developed nations

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Clean Water Access

Population with safely managed drinking water services.

β–Έ

Definition

Population with safely managed drinking water services.

Data Source

WHO/UNICEF JMP

Historical Range

Roman aqueducts β†’ Modern water treatment β†’ 74% global access (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 99%

πŸ‡³πŸ‡΄ Norway: 100%

πŸ‡ΈπŸ‡± Sierra Leone: 61%

Sanitation Access

Population with safely managed sanitation services.

β–Έ

Definition

Population with safely managed sanitation services.

Data Source

WHO/UNICEF JMP

Historical Range

Roman sewers β†’ Victorian public health revolution β†’ 54% global (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 99%

πŸ‡³πŸ‡΄ Norway: 100%

πŸ‡ΈπŸ‡± Sierra Leone: 16%

GDP per Capita (PPP)

Gross domestic product per person in purchasing power parity (log-normalized).

β–Έ

Definition

Gross domestic product per person in purchasing power parity (log-normalized).

Data Source

World Bank, Maddison Project

Historical Range

$450 (1 CE) β†’ $1,100 (1820) β†’ $18,000+ (2024 global average)

Country Examples

πŸ‡°πŸ‡· Korea: $53,000

πŸ‡³πŸ‡΄ Norway: $82,000

πŸ‡ΈπŸ‡± Sierra Leone: $1,900

Income Inequality (Gini)

Gini coefficient inverted β€” lower inequality scores higher.

β–Έ

Definition

Gini coefficient inverted β€” lower inequality scores higher.

Data Source

World Bank, WID.world

Historical Range

Ancient high inequality β†’ Modern ranges from 0.24 (Nordic) to 0.63 (South Africa)

Country Examples

πŸ‡°πŸ‡· Korea: 0.31

πŸ‡³πŸ‡΄ Norway: 0.27

πŸ‡ΈπŸ‡± Sierra Leone: 0.35

Extreme Poverty Rate

Population below $2.15/day (2017 PPP), inverted.

β–Έ

Definition

Population below $2.15/day (2017 PPP), inverted.

Data Source

World Bank PovcalNet, OWID

Historical Range

~90% (1820) β†’ ~9% (2024)

Country Examples

πŸ‡°πŸ‡· Korea: <1%

πŸ‡³πŸ‡΄ Norway: <1%

πŸ‡ΈπŸ‡± Sierra Leone: 43%

Housing Quality Index

Composite of overcrowding, structural quality, and access to electricity.

β–Έ

Definition

Composite of overcrowding, structural quality, and access to electricity.

Data Source

UN-Habitat, DHS Surveys

Historical Range

Pre-modern: rudimentary shelter β†’ Modern: varies widely by nation

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Healthcare Access

Universal Health Coverage Service Coverage Index (0–100).

β–Έ

Definition

Universal Health Coverage Service Coverage Index (0–100).

Data Source

WHO UHC Index

Historical Range

Traditional medicine β†’ Modern healthcare systems from 19th century

Country Examples

πŸ‡°πŸ‡· Korea: 86

πŸ‡³πŸ‡΄ Norway: 85

πŸ‡ΈπŸ‡± Sierra Leone: 40

Mental Health Index

Composite of depression prevalence (inverted), suicide rate (inverted), and mental health service availability.

β–Έ

Definition

Composite of depression prevalence (inverted), suicide rate (inverted), and mental health service availability.

Data Source

WHO, IHME GBD

Historical Range

Modern measurement; growing recognition of mental health as welfare component

Country Examples

πŸ‡°πŸ‡· Korea: Medium

πŸ‡³πŸ‡΄ Norway: High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Social Safety Net Coverage

Percentage of population covered by at least one social protection program.

β–Έ

Definition

Percentage of population covered by at least one social protection program.

Data Source

World Bank ASPIRE, ILO

Historical Range

Bismarck social insurance (1883) β†’ Modern welfare states β†’ 47% global (2024)

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Knowledge

13 indicators

Scientific Publications

Annual peer-reviewed papers worldwide (log-normalized).

β–Έ

Definition

Annual peer-reviewed papers worldwide (log-normalized).

Data Source

Scopus, Web of Science, UNESCO

Historical Range

~0 (pre-printing press) β†’ 3M+ papers/year (2024)

Country Examples

πŸ‡°πŸ‡· Korea: Top 12 globally

πŸ‡³πŸ‡΄ Norway: Top 30

πŸ‡ΈπŸ‡± Sierra Leone: Minimal

Literacy Rate

Percentage of adults (15+) who can read and write.

β–Έ

Definition

Percentage of adults (15+) who can read and write.

Data Source

UNESCO, OWID

Historical Range

~1% (ancient) β†’ ~12% (1800) β†’ ~87% (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 99.2%

πŸ‡³πŸ‡΄ Norway: 99%+

πŸ‡ΈπŸ‡± Sierra Leone: 43%

School Enrollment

Gross enrollment ratio (primary + secondary + tertiary weighted composite).

β–Έ

Definition

Gross enrollment ratio (primary + secondary + tertiary weighted composite).

Data Source

UNESCO, World Bank EdStats

Historical Range

Elite-only education β†’ Mass schooling from 19th century

Country Examples

πŸ‡°πŸ‡· Korea: 98%+

πŸ‡³πŸ‡΄ Norway: 99%+

πŸ‡ΈπŸ‡± Sierra Leone: ~65%

Tertiary Education

Gross tertiary enrollment ratio.

β–Έ

Definition

Gross tertiary enrollment ratio.

Data Source

UNESCO

Historical Range

Medieval universities (<1%) β†’ Mass higher education from 1960s β†’ ~40% global

Country Examples

πŸ‡°πŸ‡· Korea: 70%+

πŸ‡³πŸ‡΄ Norway: 80%+

πŸ‡ΈπŸ‡± Sierra Leone: ~3%

R&D Expenditure

Research and development spending as percentage of GDP.

β–Έ

Definition

Research and development spending as percentage of GDP.

Data Source

UNESCO, OECD, World Bank

Historical Range

Concept formalized post-WWII β†’ Global average ~1.7% (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 4.8% (highest)

πŸ‡³πŸ‡΄ Norway: 2.3%

πŸ‡ΈπŸ‡± Sierra Leone: ~0.1%

Patent Filings

Annual patent applications (log-normalized).

β–Έ

Definition

Annual patent applications (log-normalized).

Data Source

WIPO, USPTO, EPO

Historical Range

First patent law 1474 Venice β†’ 3.5M+ applications/year (2024)

Country Examples

πŸ‡°πŸ‡· Korea: Top 4 globally

πŸ‡³πŸ‡΄ Norway: Moderate

πŸ‡ΈπŸ‡± Sierra Leone: Minimal

Internet Penetration

Percentage of population using the internet.

β–Έ

Definition

Percentage of population using the internet.

Data Source

ITU, World Bank

Historical Range

1991: <1% β†’ 2024: ~67% global

Country Examples

πŸ‡°πŸ‡· Korea: 98%

πŸ‡³πŸ‡΄ Norway: 99%

πŸ‡ΈπŸ‡± Sierra Leone: ~12%

AI Adoption Index

AI readiness, investment, and deployment (applicable from ~2010).

β–Έ

Definition

AI readiness, investment, and deployment (applicable from ~2010).

Data Source

Stanford AI Index, OECD

Historical Range

Emerging indicator; rapid growth since 2020

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: High

πŸ‡ΈπŸ‡± Sierra Leone: Very Low

Books Published per Capita

New book titles published per million population.

β–Έ

Definition

New book titles published per million population.

Data Source

UNESCO, national libraries

Historical Range

Gutenberg (1440) β†’ 2.2M+ titles/year globally

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Very Low

University Density

Universities per million population, quality-weighted.

β–Έ

Definition

Universities per million population, quality-weighted.

Data Source

QS, THE, CWUR Rankings

Historical Range

Bologna (1088) β†’ 30,000+ universities worldwide

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: High

πŸ‡ΈπŸ‡± Sierra Leone: Low

STEM Graduates

STEM graduates as percentage of all tertiary graduates.

β–Έ

Definition

STEM graduates as percentage of all tertiary graduates.

Data Source

UNESCO, OECD

Historical Range

Modern measurement; reflects innovation capacity

Country Examples

πŸ‡°πŸ‡· Korea: 32%

πŸ‡³πŸ‡΄ Norway: 28%

πŸ‡ΈπŸ‡± Sierra Leone: ~5%

Knowledge Diffusion Speed

Average time for new technology adoption across 50% of population.

β–Έ

Definition

Average time for new technology adoption across 50% of population.

Data Source

Cross-country adoption curves, OWID

Historical Range

Telephone: 75 years β†’ Smartphone: 10 years β†’ ChatGPT: 2 months

Country Examples

πŸ‡°πŸ‡· Korea: Very Fast

πŸ‡³πŸ‡΄ Norway: Fast

πŸ‡ΈπŸ‡± Sierra Leone: Slow

Cultural Heritage Preservation

UNESCO World Heritage Sites + investment in cultural preservation as % of GDP.

β–Έ

Definition

UNESCO World Heritage Sites + investment in cultural preservation as % of GDP.

Data Source

UNESCO, national culture budgets

Historical Range

UNESCO Convention 1972 β†’ 1,199 sites (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 16 sites

πŸ‡³πŸ‡΄ Norway: 8 sites

πŸ‡ΈπŸ‡± Sierra Leone: 0 sites

Freedom

13 indicators

Democracy Index

Comprehensive democracy quality combining electoral process, civil liberties, political participation.

β–Έ

Definition

Comprehensive democracy quality combining electoral process, civil liberties, political participation.

Data Source

V-Dem, Polity5, EIU

Historical Range

0 democracies (pre-1800) β†’ ~55% of countries (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 8.0 (Full democracy)

πŸ‡³πŸ‡΄ Norway: 9.8

πŸ‡ΈπŸ‡± Sierra Leone: 4.3

Press Freedom

Media independence, pluralism, transparency, and journalist safety.

β–Έ

Definition

Media independence, pluralism, transparency, and journalist safety.

Data Source

RSF, Freedom House

Historical Range

Censorship as default β†’ Press freedom from 18th century Enlightenment

Country Examples

πŸ‡°πŸ‡· Korea: 42nd globally

πŸ‡³πŸ‡΄ Norway: 1st globally

πŸ‡ΈπŸ‡± Sierra Leone: 75th

Civil Liberties

Individual rights: expression, assembly, religion, association.

β–Έ

Definition

Individual rights: expression, assembly, religion, association.

Data Source

Freedom House, V-Dem

Historical Range

Magna Carta (1215) β†’ Universal Declaration (1948) β†’ Ongoing expansion

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Medium

Voting Rights

Breadth and quality of suffrage; electoral integrity.

β–Έ

Definition

Breadth and quality of suffrage; electoral integrity.

Data Source

V-Dem, IDEA

Historical Range

Athens (~10% could vote) β†’ Universal suffrage (20th century)

Country Examples

πŸ‡°πŸ‡· Korea: Universal since 1948

πŸ‡³πŸ‡΄ Norway: Universal since 1913

πŸ‡ΈπŸ‡± Sierra Leone: Universal since 1961

Rule of Law

Quality of contract enforcement, property rights, police, courts, and likelihood of crime/violence.

β–Έ

Definition

Quality of contract enforcement, property rights, police, courts, and likelihood of crime/violence.

Data Source

World Justice Project, WGI

Historical Range

Code of Hammurabi (1754 BCE) β†’ Modern legal systems

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Gender Equality

Gender parity in political, economic, and social outcomes.

β–Έ

Definition

Gender parity in political, economic, and social outcomes.

Data Source

WEF Gender Gap Report, UNDP GII

Historical Range

Patriarchal default β†’ Suffragettes β†’ Legal equality (ongoing)

Country Examples

πŸ‡°πŸ‡· Korea: 0.73 (108th)

πŸ‡³πŸ‡΄ Norway: 0.88 (3rd)

πŸ‡ΈπŸ‡± Sierra Leone: 0.66 (121st)

Judicial Independence

De facto independence of the judiciary from political interference.

β–Έ

Definition

De facto independence of the judiciary from political interference.

Data Source

V-Dem, WJP

Historical Range

Royal courts β†’ Independent judiciary concept from 18th century

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low-Medium

Religious Freedom

Government restrictions on religion and social hostilities involving religion (inverted).

β–Έ

Definition

Government restrictions on religion and social hostilities involving religion (inverted).

Data Source

Pew Research Center, V-Dem

Historical Range

State religion as default β†’ Religious pluralism as modern norm

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: High

Digital Rights

Internet freedom, data privacy protections, and freedom from digital surveillance.

β–Έ

Definition

Internet freedom, data privacy protections, and freedom from digital surveillance.

Data Source

Freedom House Freedom on the Net

Historical Range

New category; internet freedom tracked since 2011

Country Examples

πŸ‡°πŸ‡· Korea: Partly Free

πŸ‡³πŸ‡΄ Norway: Free

πŸ‡ΈπŸ‡± Sierra Leone: Not Assessed

LGBTQ+ Rights

Legal protections for sexual orientation and gender identity.

β–Έ

Definition

Legal protections for sexual orientation and gender identity.

Data Source

ILGA World, Equaldex

Historical Range

Criminalization as default β†’ Decriminalization wave from 1960s β†’ Marriage equality wave from 2001

Country Examples

πŸ‡°πŸ‡· Korea: Limited

πŸ‡³πŸ‡΄ Norway: Full rights

πŸ‡ΈπŸ‡± Sierra Leone: Criminalized

Anti-Corruption Score

Perceived levels of public sector corruption (inverted: higher = less corrupt).

β–Έ

Definition

Perceived levels of public sector corruption (inverted: higher = less corrupt).

Data Source

Transparency International CPI

Historical Range

Corruption as norm β†’ Anti-corruption movements from 20th century

Country Examples

πŸ‡°πŸ‡· Korea: 63/100

πŸ‡³πŸ‡΄ Norway: 84/100

πŸ‡ΈπŸ‡± Sierra Leone: 34/100

Academic Freedom

Freedom to research, teach, and publish without political interference.

β–Έ

Definition

Freedom to research, teach, and publish without political interference.

Data Source

V-Dem Academic Freedom Index

Historical Range

Medieval universities had limited autonomy β†’ Modern academic freedom norms

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Medium

Labor Rights

Freedom of association, collective bargaining, and protection from forced/child labor.

β–Έ

Definition

Freedom of association, collective bargaining, and protection from forced/child labor.

Data Source

ILO, ITUC Global Rights Index

Historical Range

Slavery/serfdom β†’ Labor movements β†’ ILO conventions from 1919

Country Examples

πŸ‡°πŸ‡· Korea: Medium-High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Sustainability

13 indicators

COβ‚‚ Concentration

Atmospheric COβ‚‚ in ppm (inverted: lower = better).

β–Έ

Definition

Atmospheric COβ‚‚ in ppm (inverted: lower = better).

Data Source

NOAA Mauna Loa, ice cores

Historical Range

280 ppm (10,000 years stable) β†’ 425 ppm (2024)

Country Examples

πŸ‡°πŸ‡· Korea: Same (global)

πŸ‡³πŸ‡΄ Norway: Same

πŸ‡ΈπŸ‡± Sierra Leone: Same

Temperature Anomaly

Global mean surface temperature deviation from pre-industrial baseline (inverted).

β–Έ

Definition

Global mean surface temperature deviation from pre-industrial baseline (inverted).

Data Source

NASA GISS, HadCRUT

Historical Range

0Β°C (pre-industrial) β†’ +1.5Β°C (2024)

Country Examples

πŸ‡°πŸ‡· Korea: Same (global)

πŸ‡³πŸ‡΄ Norway: Same

πŸ‡ΈπŸ‡± Sierra Leone: Same

Forest Coverage

Forest area as percentage of total land area.

β–Έ

Definition

Forest area as percentage of total land area.

Data Source

FAO, Hansen/UMD GFC

Historical Range

~6B hectares (pre-agricultural) β†’ ~4B hectares (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 64%

πŸ‡³πŸ‡΄ Norway: 33%

πŸ‡ΈπŸ‡± Sierra Leone: 38%

Renewable Energy Share

Renewables as percentage of primary energy consumption.

β–Έ

Definition

Renewables as percentage of primary energy consumption.

Data Source

IEA, IRENA, BP

Historical Range

Pre-industrial: 100% (biomass) β†’ Fossil dominance β†’ 15% modern renewables (2024)

Country Examples

πŸ‡°πŸ‡· Korea: ~8%

πŸ‡³πŸ‡΄ Norway: ~72%

πŸ‡ΈπŸ‡± Sierra Leone: ~75% (biomass)

COβ‚‚ Emissions per Capita

Annual COβ‚‚ emissions per person in tonnes (inverted).

β–Έ

Definition

Annual COβ‚‚ emissions per person in tonnes (inverted).

Data Source

GCP, OWID

Historical Range

~0 (pre-industrial) β†’ 4.7 tonnes global average (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 11.6t

πŸ‡³πŸ‡΄ Norway: 7.5t

πŸ‡ΈπŸ‡± Sierra Leone: 0.1t

Biodiversity Index

Living Planet Index tracking vertebrate population trends (inverted decline = lower score).

β–Έ

Definition

Living Planet Index tracking vertebrate population trends (inverted decline = lower score).

Data Source

WWF/ZSL Living Planet Index, IUCN

Historical Range

69% decline in monitored vertebrate populations since 1970

Country Examples

πŸ‡°πŸ‡· Korea: Medium

πŸ‡³πŸ‡΄ Norway: Medium-High

πŸ‡ΈπŸ‡± Sierra Leone: Medium

Ocean Acidification

Sea surface pH change from pre-industrial baseline (inverted).

β–Έ

Definition

Sea surface pH change from pre-industrial baseline (inverted).

Data Source

NOAA, IPCC

Historical Range

pH 8.2 (pre-industrial) β†’ 8.1 (2024; 30% more acidic)

Country Examples

πŸ‡°πŸ‡· Korea: Same (global)

πŸ‡³πŸ‡΄ Norway: Same

πŸ‡ΈπŸ‡± Sierra Leone: Same

Water Stress Index

Freshwater withdrawals as proportion of available supply (inverted).

β–Έ

Definition

Freshwater withdrawals as proportion of available supply (inverted).

Data Source

WRI Aqueduct, FAO AQUASTAT

Historical Range

Low stress (pre-modern) β†’ 17 countries face extreme water stress (2024)

Country Examples

πŸ‡°πŸ‡· Korea: Medium-High

πŸ‡³πŸ‡΄ Norway: Low

πŸ‡ΈπŸ‡± Sierra Leone: Low

Waste & Recycling

Municipal solid waste recycling rate + proper waste management coverage.

β–Έ

Definition

Municipal solid waste recycling rate + proper waste management coverage.

Data Source

World Bank What A Waste, UNEP

Historical Range

Modern concern; recycling rates vary from <5% to >60% by country

Country Examples

πŸ‡°πŸ‡· Korea: 59%

πŸ‡³πŸ‡΄ Norway: 42%

πŸ‡ΈπŸ‡± Sierra Leone: ~0%

Air Quality (PM2.5)

Population-weighted mean PM2.5 exposure (inverted: cleaner = higher score).

β–Έ

Definition

Population-weighted mean PM2.5 exposure (inverted: cleaner = higher score).

Data Source

WHO, IHME GBD, IQAir

Historical Range

Pre-industrial: clean β†’ Industrial Revolution: severe pollution β†’ Improving in developed nations

Country Examples

πŸ‡°πŸ‡· Korea: 24 Β΅g/mΒ³

πŸ‡³πŸ‡΄ Norway: 7 Β΅g/mΒ³

πŸ‡ΈπŸ‡± Sierra Leone: 22 Β΅g/mΒ³

Land Use Change

Rate of natural habitat conversion to human use (inverted: slower = better).

β–Έ

Definition

Rate of natural habitat conversion to human use (inverted: slower = better).

Data Source

FAO, OWID, Copernicus

Historical Range

Agriculture invented ~10,000 BCE β†’ Accelerating conversion β†’ Some reversal in developed nations

Country Examples

πŸ‡°πŸ‡· Korea: Stable

πŸ‡³πŸ‡΄ Norway: Slight recovery

πŸ‡ΈπŸ‡± Sierra Leone: Ongoing loss

Nitrogen Cycle Disruption

Reactive nitrogen entering environment relative to safe planetary boundary (inverted).

β–Έ

Definition

Reactive nitrogen entering environment relative to safe planetary boundary (inverted).

Data Source

Steffen et al. (2015), UNEP

Historical Range

Haber-Bosch process (1913) transformed nitrogen cycle; boundary exceeded by ~3.5x

Country Examples

πŸ‡°πŸ‡· Korea: High disruption

πŸ‡³πŸ‡΄ Norway: Moderate

πŸ‡ΈπŸ‡± Sierra Leone: Low

Ecological Footprint Ratio

Ecological footprint relative to biocapacity. Score of 100 = living within biocapacity.

β–Έ

Definition

Ecological footprint relative to biocapacity. Score of 100 = living within biocapacity.

Data Source

Global Footprint Network

Historical Range

Humanity exceeded Earth's biocapacity in ~1970; now uses ~1.7 Earths

Country Examples

πŸ‡°πŸ‡· Korea: 8.6 gha/person

πŸ‡³πŸ‡΄ Norway: 5.7 gha

πŸ‡ΈπŸ‡± Sierra Leone: 0.8 gha

Cooperation

13 indicators

Trade Openness

Total trade (exports + imports) as percentage of global GDP.

β–Έ

Definition

Total trade (exports + imports) as percentage of global GDP.

Data Source

World Bank, WTO, Maddison

Historical Range

~2% (1800) β†’ ~60% (peak 2008) β†’ ~55% (2024)

Country Examples

πŸ‡°πŸ‡· Korea: 70%

πŸ‡³πŸ‡΄ Norway: 65%

πŸ‡ΈπŸ‡± Sierra Leone: 45%

ODA Percentage

Official Development Assistance as percentage of donor GNI.

β–Έ

Definition

Official Development Assistance as percentage of donor GNI.

Data Source

OECD DAC

Historical Range

Modern concept; UN target 0.7% established 1970

Country Examples

πŸ‡°πŸ‡· Korea: 0.17%

πŸ‡³πŸ‡΄ Norway: 0.93%

πŸ‡ΈπŸ‡± Sierra Leone: N/A (recipient)

Treaty Participation

Weighted count of international treaties and conventions in force.

β–Έ

Definition

Weighted count of international treaties and conventions in force.

Data Source

UN Treaty Collection, COW

Historical Range

Westphalia (1648) β†’ 560+ multilateral treaties (2024)

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Medium

Diplomatic Relations

Bilateral diplomatic relationships as proportion of possible pairs.

β–Έ

Definition

Bilateral diplomatic relationships as proportion of possible pairs.

Data Source

COW, Lowy Institute

Historical Range

Modern diplomatic system from Congress of Vienna (1815)

Country Examples

πŸ‡°πŸ‡· Korea: 190+ relations

πŸ‡³πŸ‡΄ Norway: 170+

πŸ‡ΈπŸ‡± Sierra Leone: 130+

IGO Membership

Number of intergovernmental organization memberships.

β–Έ

Definition

Number of intergovernmental organization memberships.

Data Source

COW IGO Dataset, UIA

Historical Range

First IGOs in 19th century β†’ 7,500+ IGOs today

Country Examples

πŸ‡°πŸ‡· Korea: 80+

πŸ‡³πŸ‡΄ Norway: 90+

πŸ‡ΈπŸ‡± Sierra Leone: 50+

Peacekeeping Contribution

Personnel and financial contributions to UN peacekeeping operations.

β–Έ

Definition

Personnel and financial contributions to UN peacekeeping operations.

Data Source

UN DPKO

Historical Range

First UN peacekeeping 1948 β†’ 87,000+ personnel (2024)

Country Examples

πŸ‡°πŸ‡· Korea: Medium contributor

πŸ‡³πŸ‡΄ Norway: High contributor

πŸ‡ΈπŸ‡± Sierra Leone: Contributor

Internet Connectivity (Cross-border)

International internet bandwidth and cross-border data flows per capita.

β–Έ

Definition

International internet bandwidth and cross-border data flows per capita.

Data Source

ITU, TeleGeography

Historical Range

First transatlantic cable 1866 β†’ Modern fiber optic networks

Country Examples

πŸ‡°πŸ‡· Korea: Very High

πŸ‡³πŸ‡΄ Norway: Very High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Refugee Acceptance Rate

Refugees hosted per capita and asylum acceptance rate.

β–Έ

Definition

Refugees hosted per capita and asylum acceptance rate.

Data Source

UNHCR

Historical Range

Modern refugee regime from 1951 Convention

Country Examples

πŸ‡°πŸ‡· Korea: Low

πŸ‡³πŸ‡΄ Norway: Medium-High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Climate Agreement Compliance

Adherence to Paris Agreement NDC targets and climate finance contributions.

β–Έ

Definition

Adherence to Paris Agreement NDC targets and climate finance contributions.

Data Source

UNFCCC, Climate Action Tracker

Historical Range

Kyoto Protocol (1997) β†’ Paris Agreement (2015)

Country Examples

πŸ‡°πŸ‡· Korea: Insufficient

πŸ‡³πŸ‡΄ Norway: Sufficient

πŸ‡ΈπŸ‡± Sierra Leone: N/A

Trade Diversity (HHI)

Herfindahl-Hirschman Index (inverted) measuring diversity of trade partners.

β–Έ

Definition

Herfindahl-Hirschman Index (inverted) measuring diversity of trade partners.

Data Source

UN Comtrade, WTO

Historical Range

Colonial trade concentration β†’ Diversification post-1945

Country Examples

πŸ‡°πŸ‡· Korea: Diverse

πŸ‡³πŸ‡΄ Norway: Diverse

πŸ‡ΈπŸ‡± Sierra Leone: Concentrated

Cultural Exchange Index

International student mobility, cultural events, and people-to-people exchanges.

β–Έ

Definition

International student mobility, cultural events, and people-to-people exchanges.

Data Source

UNESCO, UNWTO

Historical Range

Grand Tour (18th century) β†’ Mass tourism β†’ 1.5B international arrivals (2024)

Country Examples

πŸ‡°πŸ‡· Korea: High

πŸ‡³πŸ‡΄ Norway: High

πŸ‡ΈπŸ‡± Sierra Leone: Low

Multilateral Voting Alignment

Frequency of alignment with multilateral consensus in UN General Assembly votes.

β–Έ

Definition

Frequency of alignment with multilateral consensus in UN General Assembly votes.

Data Source

UN General Assembly voting records

Historical Range

UNGA voting records from 1946

Country Examples

πŸ‡°πŸ‡· Korea: Medium-High

πŸ‡³πŸ‡΄ Norway: High

πŸ‡ΈπŸ‡± Sierra Leone: Medium

Scientific Collaboration

Percentage of scientific papers with international co-authors.

β–Έ

Definition

Percentage of scientific papers with international co-authors.

Data Source

Scopus, NSF

Historical Range

~5% (1980) β†’ ~25% (2024); reflects globalization of research

Country Examples

πŸ‡°πŸ‡· Korea: 30%+

πŸ‡³πŸ‡΄ Norway: 60%+

πŸ‡ΈπŸ‡± Sierra Leone: ~20%