pax/market

Construct Browser

172 constructs across all PAX — find PAX by what they measure

agricultural_yield Agricultural Yield
1 pack

Crop output per unit of harvested area (tonnes per hectare).

crop yieldcrop productivity
Economic impacts of climate change
analytic_thinking Analytic Thinking
1 pack

Disposition toward deliberative, reflective cognitive processing (System 2) versus intuitive processing (System 1). Measured via Cognitive Reflection Test (CRT). Consistently predicts better discernment between true and false news headlines, independent of political ideology.

cognitive reflectionCRT scorereflective thinking
Why false beliefs persist even after correction +
anocracy Anocracy (Mixed Regime)
1 pack

Binary indicator: 1 if Polity IV score is between -5 and +5, indicating a mixed or incoherent regime type. Anocracies are predicted to have higher conflict risk than either full democracies or full autocracies (inverted-U).

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
anocracy_coup Anocracy (Coup Risk)
1 pack

Mixed regime type (Polity score approximately -5 to +5) that combines elements of democracy and autocracy. Anocracies face elevated coup risk compared to both full democracies and consolidated autocracies — the 'inverted U' hypothesis. Partial liberalization creates political competition without establishing strong civilian control institutions.

Military Coup Prediction +
applicant_age Applicant Age
1 pack

Age of the loan applicant in years

Credit Risk ML
backfire_effect Backfire Effect
1 pack

The hypothesized phenomenon where corrections strengthen rather than weaken false beliefs. Originally reported by Nyhan & Reifler (2010) but largely failed to replicate in subsequent studies. Now considered rare or nonexistent under standard conditions — corrections generally work, they just do not work completely.

worldview backfireboomerang effect
Why false beliefs persist even after correction
calibration Calibration
1 pack

Property that predicted probabilities match observed frequencies of the outcome, meaning that among all individuals assigned a predicted risk of X%, approximately X% actually experience the outcome.

Algorithmic Fairness
capability-ratio Capability Ratio (Supporter/Target)
1 pack

Ratio of the potential supporter's military capabilities to the NAG's target's capabilities. Computed as average of shares of military expenditures and military personnel (CAPRAT). Values < 1 indicate weaker supporter; > 1 indicate stronger. Weak dissatisfied states ('frustration games') and capable constrained states ('opportunity games') both increase NAG support probability.

Rivalry Nag Cooperation
capability_ratio Dyadic Capability Ratio
1 pack

Ratio of the stronger state's CINC score to the sum of both states' CINC scores, capturing power asymmetry.

power asymmetryCINC ratio
Democratic peace theory
civil_war_onset Civil War Onset
1 pack

Binary indicator: 1 if a civil war began in this country-year, 0 otherwise. Fearon & Laitin define civil wars as internal conflicts with organized violence, at least 1,000 battle deaths, and effective resistance by both sides.

conflict onsetwar initiationarmed conflict startintrastate war onsetonsetPRIO onsetUCDP onset
Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
civilian-abuse Civilian Abuse by Rebel Groups
1 pack

Count of civilian fatalities from one-sided violence perpetrated by rebel organizations (UCDP One-Sided Violence dataset). Operationalized as 'best estimate' of annual civilian deaths (rebbest). Overdispersed count variable modeled with negative binomial regression. Key dependent variable for testing how external sponsorship affects rebel restraint of violence against noncombatants.

Rebel Sponsorship Civilian Abuse +
climate_damage_fraction Climate Damage Fraction
1 pack

Share of GDP lost due to climate change impacts, from integrated assessment damage functions.

climate damagesGDP loss fraction
Economic impacts of climate change
climate_shock_food Climate Shock
1 pack

Extreme weather events (drought, flood, cyclone, heat wave) and climate variability affecting food production and access. Operationalized via NDVI anomalies, rainfall deficits (CHIRPS data), temperature extremes, or crop damage assessments. Primary driver of food crises in pastoral and rain-fed agricultural regions. Climate shocks interact with conflict and poverty to compound food insecurity.

Global Food Insecurity +
cognitive_diversity Cognitive Diversity
1 pack

Variance in problem-solving approaches, mental models, and heuristics within a group. Operationalized via diverse cognitive toolkit measures or functional background diversity. Distinct from demographic diversity — cognitive diversity predicts group performance; demographic diversity does not after controlling for cognitive diversity.

viewpoint diversityheuristic diversity
When and why groups outthink individuals +
cognitive_performance Cognitive Performance Under Sleep Restriction
1 pack

Composite of reaction time (PVT), working memory (n-back), executive function (Stroop), and decision quality measured after controlled sleep restriction. Performance declines are cumulative: 6h/night for 14 days produces impairment equivalent to 48 hours total sleep deprivation. Crucially, subjective sleepiness plateaus after ~3 days while objective impairment continues to worsen.

sleep-deprived performancevigilance decrementPVT lapses
Sleep Cognition Productivity
cognitive_skills Cognitive Skills
1 pack

National average score on internationally comparable standardized tests (PISA, TIMSS). Captures educational quality.

test scoreshuman capital quality
Returns to education and human capital economics
cold_war_era_coup Cold War Era
1 pack

Binary indicator for the Cold War period (pre-1991). Coup rates were substantially higher during the Cold War when superpower competition created permissive environments for military intervention. Post-Cold War democratic norms, international organizations, and conditional aid reduced the international tolerance for coups. Structural break in coup patterns around 1991.

Military Coup Prediction
collective_intelligence_factor Collective Intelligence Factor (c)
1 pack

A single statistical factor explaining 30-50% of variance in group performance across diverse tasks — analogous to 'g' for individuals. Measured via group performance battery (Brainstorming, Typing, Matrix Reasoning, Moral Judgments). NOT correlated with average or maximum member IQ.

c-factorgroup IQgroup cognitive ability
When and why groups outthink individuals +
combat-support Combat Support for Rebels
1 pack

Direct military intervention by a sponsor state in a civil conflict, involving deployment of troops to fight alongside rebel forces against the target government. Represents the highest level of sponsor involvement and provides direct control over the conflict process. Coded 2 in the NAGs support typology (vs. 1 for material/logistical support, 0 for no support). Predicted probability: ~2% for non-personalist targets, ~6.6% for personalist targets (230% increase).

troop supportdirect military interventioncombat interventionS_Troop
Cao 2025 Personalist Rebel Sponsorship
commute_time Average Commute Time
1 pack

Mean one-way commute duration in minutes for metro area workers. The primary time-cost of agglomeration. US average ~27 minutes; NYC ~40 minutes. Increases approximately 8 minutes per doubling of metro population. ACS and OECD provide annual estimates.

travel time to workcommuting cost
Why cities make people more productive and what the limits are
conflict_food_insecurity Conflict (Food Insecurity Driver)
1 pack

Armed conflict as a primary driver of acute food insecurity. Conflict disrupts food production, destroys agricultural assets, displaces populations, blocks humanitarian access, and collapses markets. Conflict-affected countries account for the majority of people in IPC Phase 3+ (Crisis or worse). The conflict-hunger nexus is bidirectional: food insecurity can also fuel conflict.

Global Food Insecurity +
continued_influence_effect Continued Influence Effect
1 pack

The tendency for previously encoded misinformation to continue shaping reasoning and inference even after an effective correction has been encoded and accepted. Measured via inference questions about a scenario where causal misinformation was retracted.

CIEpersistence of misinformationbelief perseverance
Why false beliefs persist even after correction +
control_of_corruption Control of Corruption
1 pack

The extent to which public power is NOT exercised for private gain, including petty and grand corruption.

WGI Control of CorruptionCPI score
Institutional quality and economic development +
convergence_rate Convergence Rate
1 pack

The speed at which poorer economies catch up to richer ones in terms of per-capita income, conditional on structural characteristics.

Economic Growth Panel +
conversational_turn_taking Conversational Turn-Taking Equality
1 pack

Evenness of speaking time distribution within a group. Measured as 1 - Gini coefficient of turn counts. Groups where one member dominates discussion show lower collective intelligence, even if that member is the smartest.

turn-taking equalityparticipation equality
When and why groups outthink individuals +
coping_strategy_index Coping Strategy Index (rCSI)
1 pack

Reduced Coping Strategy Index: a rapid household-level measure of food insecurity severity based on frequency of five universal coping behaviors (eating less preferred foods, borrowing food, reducing portion sizes, restricting adult consumption, reducing number of meals). Higher scores indicate worse food insecurity. Used by WFP alongside FCS for real-time monitoring.

rCSIcoping strategies
Global Food Insecurity
correction_effectiveness Correction Effectiveness
1 pack

Degree to which a correction reduces reliance on misinformation in subsequent reasoning. Measured as proportion of misinformation-consistent inferences eliminated. Corrections typically reduce but do not eliminate CIE — residual influence remains even after strong corrections.

debunking effectivenessretraction effectiveness
Why false beliefs persist even after correction +
coup-proofing Coup-Proofing
1 pack

Strategies adopted by authoritarian leaders to neutralize military threats to their rule: creating parallel security forces with conflicting jurisdictions, frequent purges of senior officers, loyalty-based promotions over competence, restricting inter-unit coordination, and appointing ethnic/family loyalists to command positions. Effective at reducing coup risk but systematically degrades military cohesion and battlefield effectiveness.

coup preventionmilitary fragmentationsecurity force manipulation
Cao 2025 Personalist Rebel Sponsorship
coup_attempt Coup Attempt
1 pack

Binary indicator: an illegal and overt attempt by the military or other elites within the state apparatus to unseat the sitting executive. Following Powell & Thyne (2011), includes both successful and failed attempts. Excludes popular revolutions, civil wars, and foreign invasions unless led by domestic military/elite actors.

coup d'etatputschmilitary takeover
Military Coup Prediction +
coup_contagion Coup Contagion
1 pack

Regional diffusion or demonstration effects whereby coups in neighboring or culturally similar states increase coup risk domestically. Mechanisms include: (1) demonstration that coups are feasible, (2) diffusion of coup-facilitating networks among military officers trained together, (3) regional instability creating permissive international environments. Operationalized as count of coups in neighboring states or regional coup rate.

Military Coup Prediction
coup_forecast_score Coup Forecast Score
1 pack

Model-generated probability of a coup attempt occurring in a given country-year. Produced by statistical or machine learning models using structural, institutional, and contextual predictors. Examples include PITF models, ViEWS system (Hegre et al. 2019), and various logistic regression/random forest approaches in the literature.

Military Coup Prediction
coup_history Coup History
1 pack

Count or recency of prior coup attempts in a country. The single strongest predictor of future coups — the 'coup trap' dynamic where initial coups lower the normative and practical barriers to subsequent attempts. Countries with recent coup histories face 3-5x higher coup risk than countries without. Operationalized as binary (any prior coup), count, or years since last coup.

Military Coup Prediction +
coup_success Coup Success
1 pack

Binary indicator: a coup attempt that successfully results in the displacement of the incumbent chief executive and seizure of executive power for at least 7 days. Subset of coup_attempt. Success rate globally ~50% across 1950-2010 period.

successful coupregime seizure
Military Coup Prediction
credit_amount Credit Amount
1 pack

Total loan amount in Deutsche Marks or equivalent

Credit Risk ML
credit_default_binary Credit Default
1 pack

Binary indicator of whether a loan applicant defaulted on their credit obligation

Credit Risk ML
crop_yield_variability Crop Yield Variability
1 pack

Inter-annual variation in crop yields driven by climate variability, extreme weather, pest/disease pressure, and input availability. Climate variation explains roughly one-third of global crop yield variability (Ray et al. 2015). Key transmission mechanism from climate shocks to food insecurity, especially in rain-fed agriculture systems.

Global Food Insecurity +
defensive_efficiency Defensive Efficiency
1 pack

Points or runs allowed per possession or opportunity, measuring a team's ability to prevent opponent scoring

Sports Performance
delegation-mode Delegation (Hands-On Support Mode)
1 pack

A mode of rebel sponsorship where the sponsor provides troops, training, sanctuaries, or access to military infrastructure, enabling hierarchical monitoring and sanctioning of rebel compliance. Sufficient support types: troops (secondary warring party), training/expertise, access to territory, access to military infrastructure. Higher visibility increases domestic and international accountability costs.

Indirect Governance Rebel Support
democratic_governance Democratic Governance
1 pack

Degree to which political leaders are chosen through free elections with civil liberties protection. Polity2, V-Dem, Freedom House.

democracyPolity2 score
Institutional quality and economic development
demographic_parity Demographic Parity
1 pack

Fairness criterion requiring equal positive prediction rates across demographic groups, ensuring that the proportion of individuals receiving a positive classification is independent of group membership.

Algorithmic Fairness
dietary_energy_supply Dietary Energy Supply (DES)
1 pack

Per capita daily caloric availability (kcal/capita/day) derived from FAO food balance sheets. Measures national food supply adequacy — the total food available for consumption after accounting for production, imports, exports, stock changes, and non-food uses. Does not capture distribution within country or household-level access.

Global Food Insecurity
diplomatic_capacity_abroad Diplomatic Representation Abroad
1 pack

Number of diplomatic representations (embassies, consulates, and other missions) a state maintains abroad in a given year. Captures the logistical infrastructure enabling a state to project repression transnationally. Source: Diplometrics Diplomatic Representation dataset (Moyer et al. 2021), 1960-2020. Mean in sample: 50.8, range: 1-170.

diplomatic representationdiplomatic capacityembassies abroad
Dukalskis Et Al 2024 Transnational Repression +
direct-military-intervention Direct Military Intervention (Troop Deployment)
1 pack

External support involving deployment of foreign troops for combat operations on behalf of a recipient party. Coded separately from indirect support (weapons, training, funding, intelligence, logistics). Direct intervention first exceeded indirect support in 2015 and continues to grow. Conceptually distinct from delegation/orchestration framing by requiring actual combat role.

UCDP External Support Dataset +
domestic_repression_cli Domestic Repression (V-Dem CLI)
1 pack

Inverted V-Dem Civil Liberties Index (CLI), measuring the intensity of domestic state repression. The CLI aggregates three component indices: physical violence index (torture, killings), political civil liberties index (censorship, parties, civil society), and private civil liberties index (forced labor, property rights, religion). Higher values indicate more repression. Lagged one year in analysis. Source: V-Dem v12, Coppedge et al. 2022.

domestic repressioninverted CLIV-Dem civil liberties index (inverted)state repression intensity
Dukalskis Et Al 2024 Transnational Repression +
dyadic_democracy Dyadic Democracy Score
1 pack

The Polity IV score of the less democratic state in a dyad. Captures the binding constraint: a dyad is only jointly democratic if both members clear the threshold.

joint democracyDEML
Democratic peace theory
economic_growth_shock Economic Growth Shock
1 pack

Short-term negative deviation in GDP growth rate, typically measured as annual real GDP growth or growth relative to trend. Sudden economic downturns increase coup risk by creating popular discontent, weakening regime legitimacy, and reducing the regime's ability to buy military loyalty through patronage.

Military Coup Prediction +
educational_attainment Educational Attainment
1 pack

Highest level of formal schooling completed, operationalized as years of schooling or credential level.

years of schoolingeducation level
Social determinants of health +
elo_rating Elo Rating
1 pack

Skill rating of a team based on results against rated opponents, updated after each game using a transfer function

Sports Performance +
ethnic-ties-sponsor-rebel Ethnic Ties (Sponsor-Rebel)
1 pack

Binary dummy indicating whether the ethnic group a rebel group claims to fight for is also politically relevant in the sponsor state. Matched using Ethnic Power Relations (EPR) data, ACD2EPR, and TEK data. Coded 1 when co-ethnicity exists. Strongly increases probability of orchestration by substituting goal alignment for hierarchical control instruments.

Indirect Governance Rebel Support +
ethnic_fractionalization_military Military Ethnic Composition
1 pack

The degree to which the ethnic composition of the military (especially officer corps) diverges from the general population. Ethnic homogeneity in the military (via ethnic stacking) may increase loyalty to the regime but creates grievances among excluded groups that can fuel civil war (Roessler 2011, Harkness 2014).

Military Coup Prediction +
ethnic_stacking Ethnic Stacking
1 pack

The deliberate appointment of co-ethnics or loyalists to key command positions in the military and security forces. A form of coup-proofing that increases short-term regime security by ensuring military leaders share identity-based loyalty with the ruler, but creates long-term instability by generating grievances among excluded ethnic groups and degrading meritocratic military performance (Harkness 2014, Roessler 2011).

Military Coup Prediction
event_indicator_generic Event Indicator
1 pack

Binary indicator: 1 if event occurred, 0 if censored

Survival Analysis Clinical
external-funding-moral-hazard External Funding Moral Hazard
1 pack

The mechanism by which external state funding reduces rebel incentives to maintain civilian cooperation. Rebels relying on external resources no longer need to extract resources from the population through taxation or civilian support networks, reducing the cost-benefit calculus that otherwise deters mass atrocities. Creates agency slack in the principal-agent relationship between sponsor and rebel.

Rebel Sponsorship Civilian Abuse +
external-support-prevalence External Support Prevalence
1 pack

The share of armed conflict-dyads or intrastate conflicts that receive at least one form of external support from state or non-state actors in a given time period. ESD documents: 80% of all intrastate conflicts (1975-2017) received external support; 72% of interstate conflicts. External support is the rule, not the exception, in modern armed conflict.

UCDP External Support Dataset +
false_positive_rate False Positive Rate
1 pack

Rate of incorrect positive predictions, measuring how often a classifier incorrectly labels negative instances as positive, potentially causing harm through false accusations or unnecessary interventions.

Algorithmic Fairness
female_labor_force_participation Female Labor Force Participation Rate
1 pack

Percentage of working-age women (15-64) who are employed or actively seeking employment. ILO modeled estimates. Global average ~47% vs male ~72%. Shows strong non-linear relationship with GDP — U-shaped curve (high in low-income agriculture, dips in middle-income industrialization, rises again in high-income service economies).

FLFPwomen's economic participation
Global Gender Gap +
food_consumption_score Food Consumption Score (FCS)
1 pack

WFP's standard proxy indicator for household food access and dietary quality. Composite score based on dietary diversity, food frequency, and relative nutritional importance of food groups consumed over the past 7 days. Thresholds: poor (<21), borderline (21.5-35), acceptable (>35). Collected in WFP vulnerability assessments and used in HungerMap LIVE nowcasting.

FCS
Global Food Insecurity
food_import_dependency Food Import Dependency
1 pack

Share of domestic food supply derived from imports, typically measured as cereal import dependency ratio. Countries highly dependent on food imports are vulnerable to global price shocks, supply chain disruptions, and currency depreciation. Small island developing states and conflict-affected countries often have extreme import dependency.

Global Food Insecurity
food_insecurity_experience_scale Food Insecurity Experience Scale (FIES)
1 pack

Experience-based metric (SDG 2.1.2) measuring severity of food insecurity through 8 yes/no questions about behaviors and experiences (worry about food, skipping meals, going hungry, going a whole day without eating). Collected via Gallup World Poll in 140+ countries since 2014. Yields prevalence of moderate and severe food insecurity. Advantage over PoU: captures lived experience, not just caloric supply.

FIESfood insecurity scale
Global Food Insecurity +
food_price_inflation Food Price Inflation
1 pack

Rate of increase in food prices at market or national level. Rapid food price spikes erode purchasing power of poor households, directly increasing food insecurity. Monitored by WFP (ALPS indicator), FAO Food Price Index, and FEWS NET market data. Particularly impactful in countries with high food import dependency and low social protection coverage.

Global Food Insecurity +
foreign_military_aid_coup Foreign Military Aid
1 pack

External military assistance (arms transfers, training, financial support) provided to a state's armed forces. Theoretically ambiguous effect on coup risk: may professionalize the military and increase civilian control, but may also empower the military and create dependencies that make aid withdrawal destabilizing. Cold War-era aid was often coup-permissive.

Military Coup Prediction
freedom_of_choice Freedom of Choice
1 pack

Share of respondents answering 'yes' to 'Are you satisfied or dissatisfied with your freedom to choose what you do with your life?' Ranges 0-1.

autonomylife freedom
Happiness Economics +
frustration-game Frustration Game
1 pack

A rivalry game type in which the focal state is dissatisfied with the status quo (SATISFLEV = -1) but lacks the capabilities to challenge it directly (CAPRAT < 1). Supporting NAGs targeting the rival serves as a low-cost substitution strategy to harass the rival and potentially weaken its capabilities without risking direct retaliation.

Rivalry Nag Cooperation +
gdp_cost_of_sleep_loss GDP Cost of Insufficient Sleep
1 pack

Estimated annual GDP loss from workforce sleep deprivation through three channels: mortality (shorter lifespan), absenteeism (more sick days), and presenteeism (reduced on-the-job productivity). Hafner et al. (2017) estimate: US loses $411B/year (2.28% GDP), Japan $138B (2.92% GDP), UK $50B (1.86% GDP). Calculated via human capital approach.

economic burden of sleep deprivationproductivity cost of poor sleep
Sleep Cognition Productivity
gdp_per_capita GDP Per Capita
1 pack

Total economic output divided by population, measured in constant purchasing power parity dollars. The standard measure of average material living standards across countries.

Economic Growth Panel +
gdp_per_capita_coup GDP per Capita (Coup Risk)
1 pack

Logged real GDP per capita as a structural predictor of coup risk. Lower income levels are robustly associated with higher coup probability — the 'coup trap' mechanism where poverty creates grievances and lowers opportunity costs of plotting. One of the most robust predictors across studies (Londregan & Poole 1990, Gassebner et al. 2016).

Military Coup Prediction +
gdp_per_capita_growth GDP Per Capita Growth Rate
1 pack

Annual percentage change in real GDP per capita. Growth-rate effects compound; level effects do not.

economic growthincome growth
Economic impacts of climate change
gender_equality_paradox Gender-Equality Paradox
1 pack

The counterintuitive finding that countries with higher gender equality show LARGER gender differences in STEM field choice and personality traits. Proposed mechanism: economic security in egalitarian countries allows intrinsic preferences to drive career choice, while economic pressure in unequal countries drives women toward high-paying STEM regardless of preference. Contested — may partly reflect measurement artifacts.

Stoet-Geary paradoxfreedom-to-choose hypothesis
Global Gender Gap
gender_gap_index Global Gender Gap Index
1 pack

WEF composite index (0-1) averaging four sub-indices: Economic Participation & Opportunity, Educational Attainment, Health & Survival, Political Empowerment. Each sub-index normalizes to the female-to-male ratio. 1.0 = full parity. Published annually since 2006 for 146 countries.

GGIWEF gender gapgender parity index
Global Gender Gap +
gender_wage_gap Gender Wage Gap
1 pack

Male-female wage differential, measured as raw gap or residual gap after controlling for observable characteristics.

pay gapearnings gapgender pay disparity
Global Gender Gap
generosity Generosity
1 pack

Residual of regressing national average response to 'Have you donated money to a charity in the past month?' on log GDP per capita. Captures pro-social behavior beyond what income explains.

Happiness Economics +
global_hunger_index Global Hunger Index (GHI)
1 pack

Composite index (0-100 scale) combining four indicators: prevalence of undernourishment (FAO), child wasting (WHO), child stunting (WHO), and child mortality (UN IGME). Published annually by Welthungerhilfe and Concern Worldwide for ~130 countries. Provides a single summary metric of hunger severity at country level.

GHI
Global Food Insecurity
government_effectiveness Government Effectiveness
1 pack

Quality of public services, civil service, and credibility of government commitment to policies. WGI Government Effectiveness.

bureaucratic qualitystate capacity
Institutional quality and economic development
governors-dilemma Governor's Dilemma
1 pack

The trade-off faced by indirect governance principals choosing between hierarchical control and agent independence benefits. Delegation ensures compliance but forfeits rebels' local legitimacy and plausible deniability; orchestration captures independence benefits but sacrifices compliance guarantees. Borrowed from indirect governance theory (Abbott et al. 2016, 2020a, 2020b) and applied to state-rebel sponsor relationships.

Indirect Governance Rebel Support
health_expenditure_per_capita Health Expenditure Per Capita
1 pack

Total health spending per person in purchasing power parity dollars, capturing aggregate resource allocation to health systems.

Health Outcomes Global
healthy_life_expectancy Healthy Life Expectancy
1 pack

Healthy life expectancy at birth (years), from WHO/GHO data. Captures both longevity and health-adjusted quality of life.

HLEHALEhealth-adjusted life expectancy
Happiness Economics +
household_income Household Income
1 pack

Annual pre-tax income received by all members of a household, inflation-adjusted. Primary measure of material resources for health-relevant consumption.

family incomeincome level
Social determinants of health +
housing_cost_burden Housing Cost Burden
1 pack

Ratio of median housing costs (rent or mortgage) to median household income in a metro area. The primary congestion cost of agglomeration. US metros range from 20% (Sun Belt) to 50%+ (San Francisco, New York). When housing costs are subtracted, the real urban wage premium shrinks or vanishes for many workers.

housing affordability ratiorent burden
Why cities make people more productive and what the limits are
human-rights-lobby Human Rights Lobby Strength
1 pack

Count of human rights organization secretariats in the sponsor state (hrosecretariat_sum). States with stronger human rights advocacy sectors face greater domestic pressure to condition foreign support on rebels' conduct toward civilians. Operationalizes the 'principled' dimension of sponsor oversight beyond formal democratic institutions.

Rebel Sponsorship Civilian Abuse
human_capital Human Capital
1 pack

The stock of knowledge, skills, and health embodied in the labor force. Accumulated through education, training, and health investment.

Economic Growth Panel +
illusory_truth_effect Illusory Truth Effect
1 pack

Repeated exposure to a statement increases its perceived truth, independent of actual veracity. Processing fluency from repetition is misattributed to truth. Effect size typically d=0.3-0.5 per additional exposure.

repetition-truth effectfluency-truth linkreiteration effect
Why false beliefs persist even after correction +
income_inequality Income Inequality
1 pack

Degree of dispersion in income distribution, most commonly measured by the Gini coefficient (0-1 scale).

Gini coefficienteconomic inequality
Social determinants of health
infant_mortality Infant Mortality
1 pack

Deaths per 1000 live births in the first year of life, a key indicator of child health and healthcare system performance.

Health Outcomes Global
inoculation_effectiveness Inoculation Effectiveness
1 pack

Reduction in susceptibility to misinformation after exposure to weakened doses of manipulative arguments plus refutational preemption. Measured as the difference in belief change between inoculated and control groups when subsequently exposed to misinformation. Meta-analytic effect: d=0.29 (Banas & Rains, 2010).

prebunking effectivenessattitudinal resistancepsychological inoculation
Why false beliefs persist even after correction +
internal-constraints Internal Constraints on Leader
1 pack

The degree to which a leader faces meaningful checks from domestic political elites, military officers, or party structures that limit unilateral foreign policy decisions. High under institutionalized regimes (party-based, military junta, monarchy); minimal under personalist rule where other elites lack independent power bases to challenge the leader.

elite constraintsdomestic veto playersinstitutional checks
Cao 2025 Personalist Rebel Sponsorship
international-isolation International Isolation of Target
1 pack

The degree to which the target state is excluded from international economic, diplomatic, and military networks. Personalist regimes tend toward greater isolation due to limited trade openness, fewer stable alliances, and repressive practices that draw international condemnation. Reduces the reputational cost for sponsors of directly intervening in the target's civil conflict.

diplomatic isolationinternational standingregime isolation
Cao 2025 Personalist Rebel Sponsorship
interstate-rivalry Interstate Rivalry
1 pack

A persistent, militarized dispute relationship between two states characterized by repeated conflicts, mutual threat perception, and ongoing competition. Operationalized as binary indicator from Goertz, Diehl & Balas (2016) peace and rivalry dataset. Strong positive predictor of both general rebel sponsorship emergence and combat support provision. Sponsoring rebels is an indirect, lower-cost strategy for rivals to weaken each other.

rivalrystrategic rivalryrival_0dyadic rivalry
Cao 2025 Personalist Rebel Sponsorship +
ipc_phase_classification IPC Phase Classification
1 pack

Integrated Food Security Phase Classification: a 5-phase scale (Minimal, Stressed, Crisis, Emergency, Famine) classifying the severity of acute food insecurity at subnational level. Used by IPC Global Partnership across 30+ countries. Based on convergence of evidence from food consumption, livelihood change, nutritional status, and mortality. The standard framework for humanitarian food crisis assessment and response planning.

IPCCadre Harmoniséfood crisis phase
Global Food Insecurity +
knowledge_spillovers Knowledge Spillovers
1 pack

The informal transfer of knowledge between co-located workers and firms through face-to-face interaction, labor mobility, and observation. Measured via patent citation localization, co-invention networks, or productivity growth after arrival of star scientists. Jaffe (1993): patent citations are 5-10x more likely to cite geographically proximate patents, controlling for technology class.

learning externalitiesMarshallian externalitieslocalized knowledge flows
Why cities make people more productive and what the limits are +
leader_tenure Leader Tenure (Log)
1 pack

Log of the incumbent ruler's cumulative time in office (years). Controls for the possibility that crackdowns occur around regime consolidation periods and that repression spikes during transitions. Source: Bell, Besaw, and Frank (2021). Mean: 4.60 log-years.

leader time in officeincumbent tenure
Dukalskis Et Al 2024 Transnational Repression
leader_tenure_coup Leader Tenure
1 pack

Number of years the current chief executive has been in power. Non-linear relationship with coup risk: new leaders face high risk during consolidation period, risk declines as they establish control and patronage networks, but may rise again in very long tenures as succession anxieties emerge and loyalty networks calcify.

Military Coup Prediction
life_expectancy Life Expectancy at Birth
2 packs

Average number of years a newborn is expected to live given current age-specific mortality rates.

longevityall-cause mortality
Health Outcomes Global + Social determinants of health +
life_satisfaction Life Satisfaction
1 pack

Cantril Self-Anchoring Striving Scale: respondents rate their life on a ladder from 0 (worst possible life) to 10 (best possible life). National average. Primary outcome in WHR analyses.

subjective wellbeingSWBhappiness scoreCantril ladderlife evaluationwellbeing index
Happiness Economics +
living_area_sqft_housing Living Area (sqft)
1 pack

Above grade living area in square feet

Housing Price Regularization
maternal_mortality_ratio Maternal Mortality Ratio
1 pack

Deaths per 100,000 live births from pregnancy-related causes. WHO/UNICEF/UNFPA estimates. Ranges from <5 (Nordic, Japan) to >800 (Sub-Saharan Africa). The single largest gender-specific health inequality. Strongly correlated with skilled birth attendance and health expenditure.

MMRpregnancy-related mortality
Global Gender Gap
mean_surface_temperature Mean Surface Temperature
1 pack

Annual average surface temperature (degrees Celsius) for a country, from gridded meteorological datasets.

average temperaturetemperature anomaly
Economic impacts of climate change
mean_years_schooling Mean Years of Schooling
1 pack

Average years of formal education completed by adults aged 25+. Primary macro proxy for human capital stock.

educational attainmentyears of schooling
Returns to education and human capital economics
militarized_interstate_dispute Militarized Interstate Dispute Onset
1 pack

Binary indicator: 1 if a dyad experienced MID onset in a given year, per the COW MID dataset.

MID onsetdyadic conflict onset
Democratic peace theory
military-effectiveness Military Effectiveness
1 pack

The battlefield capacity of state armed forces, including command coordination, tactical competence, and ability to generate intelligence and civilian cooperation. Systematically reduced under personalist regimes due to coup-proofing strategies. Acts as partial mediator between personalism and combat support: weaker target militaries lower the cost and risk of sponsor troop intervention.

military capacitycombat effectivenessbattlefield performancetar_milex
Cao 2025 Personalist Rebel Sponsorship
military_autonomy Military Autonomy
1 pack

The degree to which the armed forces operate independently from civilian political control. High military autonomy — separate intelligence apparatus, independent budget authority, professional promotion criteria, corporate identity — increases both the capability and motivation for military intervention in politics. Reduced by coup-proofing but at the cost of military effectiveness.

Military Coup Prediction +
military_spending_share Military Spending Share
1 pack

Military expenditure as a percentage of GDP or total government expenditure. Has theoretically ambiguous effects on coup risk: higher spending may buy military loyalty and reduce grievances, but also empowers the military as an institution and increases its capacity to act. Empirical evidence is mixed (Gassebner et al. 2016).

Military Coup Prediction
monetary_value_rfm Monetary Value (RFM)
1 pack

Total spending in observation period

Customer Segmentation RFM
mountainous_terrain Mountainous Terrain
1 pack

Percentage of a country's territory that is mountainous, per the Geomorphic Units of the World dataset. Logged in regression models. Higher values increase insurgency viability by providing rebel sanctuary.

rough terrainpercent mountainouslmtnest
Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
multilateral-support-coalition Multilateral Support Coalition
1 pack

Three or more states coordinating their provision of external support to achieve a common goal. Coalition-based support was rare before 2001 (Gulf War Coalition 1990-91 is the first recorded instance) but grew dramatically after 9/11, reaching nearly one-third of all support instances by 2017. Implications for effective principal discipline over rebel recipients.

UCDP External Support Dataset +
multiple-principals Number of External Sponsors
1 pack

Count of distinct state actors providing external support to a rebel group (num_supp). Multiple principals create a collective action problem: no single sponsor can effectively monitor and discipline the rebel agent, each free-riding on others' oversight efforts. Higher values associated with more civilian abuse due to reduced effective monitoring.

Rebel Sponsorship Civilian Abuse +
nag-escalation-effect NAG Support Escalation Effect
1 pack

The effect of state-NAG cooperation on the probability of direct conflict escalation between the supporter and the target. State-NAG support significantly increases target's MID initiation (coeff 1.441**, Table 4) and level of hostility against the supporter, making NAG sponsorship a strategy that ultimately intensifies rather than substitutes for direct confrontation.

Rivalry Nag Cooperation +
nap_restoration_effect Nap Restoration Effect
1 pack

Degree to which a daytime nap (10-30 minutes) restores cognitive performance after sleep restriction. A 26-minute nap improves pilot performance by 34% and alertness by 54% (NASA nap study). However, naps do not fully compensate for chronic sleep debt — they provide temporary relief, not recovery. Longer naps (>30 min) risk sleep inertia.

power nap effectnap-mediated recovery
Sleep Cognition Productivity +
new_state New State
1 pack

Binary indicator: 1 if the state became independent within the prior two years. New states face elevated conflict risk due to weak institutions, contested borders, and unresolved ethnic or regional claims.

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
non-state-supporter Non-State External Supporter
1 pack

An armed opposition organization or rebel group that provides external support to another warring party in a different conflict. ESD is the first global dataset to systematically track non-state actors as supporters (not just recipients). Non-state supporters peaked at 38 active groups in 2012 (including al-Shabaab training Boko Haram). More than a quarter of all support to rebel groups comes from non-state actors.

UCDP External Support Dataset
noncontiguous_territory Noncontiguous Territory
1 pack

Binary indicator: 1 if the state has territory that is physically separated from the main territory (e.g., islands, exclaves). Noncontiguity creates zones where state capacity is lower and rebel control is easier to establish.

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
offensive_efficiency Offensive Efficiency
1 pack

Points or runs scored per possession or opportunity, measuring a team's ability to convert opportunities into scoring

Sports Performance
oil_exporter Oil Exporter
1 pack

Binary indicator: 1 if fuel exports exceeded one-third of export revenues. Oil states may face conflict due to prize capture incentives, weaker tax-based state institutions, or Dutch disease effects on state capacity.

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
opportunity-game Opportunity Game
1 pack

A rivalry game type in which the focal state is dissatisfied with the status quo (SATISFLEV = -1) and has the capability to change it (CAPRAT > 1) but is deterred from direct confrontation by political constraints. Supporting NAGs allows the capable state to pursue strategic goals while managing domestic or international accountability costs.

Rivalry Nag Cooperation +
orchestration-mode Orchestration (Hands-Off Support Mode)
1 pack

A mode of rebel sponsorship where the sponsor provides purely material, financial, intelligence, or logistical support without hierarchical control instruments. The sponsor cannot directly monitor or sanction rebel compliance but benefits from plausible deniability and rebels' local legitimacy. Coded 1 in the binary DV; contrasted with delegation (0). Necessary support types: weapons, materiel/logistics, funding, intelligence.

Indirect Governance Rebel Support +
overall_quality_housing Overall Quality (Housing)
1 pack

Overall material and finish quality of house on 1-10 scale

Housing Price Regularization
parallel_security_forces Parallel Security Forces
1 pack

The creation of multiple, competing armed bodies (presidential guards, paramilitaries, intelligence agencies with arrest powers) with overlapping jurisdictions. A key coup-proofing mechanism that prevents any single military unit from accumulating enough power to execute a coup. Reduces coup risk but fragments the security apparatus and degrades conventional military effectiveness.

Military Coup Prediction
patent_density Patent Density
1 pack

Patents per capita or per worker in a metro area. Proxy for localized innovation output. Correlation with population density: r~0.35. Highly concentrated: top 20 MSAs produce ~60% of US patents. OECD REGPAT database provides geocoded patent data back to 1977.

innovation intensitypatents per capita
Why cities make people more productive and what the limits are +
per_capita_income Per Capita Income
1 pack

GDP per capita, typically logged and lagged one year. One of the strongest predictors of civil war onset: wealthier countries have lower risk, reflecting higher opportunity costs of rebellion and greater state capacity to deter it.

income per capitaGDP per capitalog GDP per capitaeconomic developmentnational wealthlgdp_pclgdp_pc_l1
Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
perceptions_of_corruption Perceptions of Corruption
1 pack

Average of two Gallup binary questions: is corruption widespread throughout government/business in this country? Ranges 0-1 (higher = more corruption perceived).

corruption indexinstitutional trust (inverse)
Happiness Economics
personalist-regime Personalist Regime
1 pack

A regime type in which power is concentrated in a single leader who dominates both the military and party (if any), with weak formal institutions and no independent elite power bases. Operationalized as: (1) binary indicator from GWF typology (Geddes, Wright & Frantz 2014) distinguishing personalist from all other regime types including democracies; (2) continuous latent personalism index 0-1 (Geddes, Wright & Frantz 2018) covering 118 authoritarian regimes 1946-2010.

personalismpersonal rulegwf_personallatent_personalism
Cao 2025 Personalist Rebel Sponsorship
physical_capital Physical Capital Accumulation
1 pack

The stock of produced means of production including machinery, equipment, structures, and infrastructure. Accumulated through investment (savings) and depreciated over time.

Economic Growth Panel +
physical_capital_investment Physical Capital Investment
1 pack

Gross fixed capital formation as share of GDP. Key control in augmented Solow growth regressions.

investment sharecapital accumulation
Returns to education and human capital economics +
plausible-deniability Plausible Deniability
1 pack

The ability of a state sponsor to credibly deny involvement in supporting a rebel group. A key benefit of orchestration over delegation: lower visibility of material and financial support reduces responsibility attribution for rebel atrocities, international sanctions, and direct military retaliation by the target state. Eroded by visible troop deployments or training missions (delegation).

Indirect Governance Rebel Support
political_instability Political Instability
1 pack

Binary indicator: 1 if there was a three-or-more-point change in Polity score in the previous three years. Captures regime transitions and political turbulence that may lower the cost of civil war initiation.

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
polity_score Polity Score
1 pack

Revised combined Polity score measuring level of authoritarianism/democracy on a scale from -10 (full autocracy) to +10 (full democracy). Used as control for regime type. Source: Marshall and Gurr (2020). Mean in sample: -4.46.

PolityPolity IVregime type score
Dukalskis Et Al 2024 Transnational Repression
population_density Population Density
1 pack

The number of people per unit area (typically per km²), which affects disease transmission dynamics and outbreak potential.

urban densityemployment density
Why cities make people more productive and what the limits are +
population_growth_rate Population Growth Rate
1 pack

Annual rate of change in total population, including natural increase and net migration. In growth models, higher population growth dilutes per-capita capital.

Economic Growth Panel +
population_size Population Size
1 pack

Total population, logged and lagged one year. Larger populations increase civil war risk — more people means more potential recruits and more heterogeneous grievances, though the mechanism is contested.

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War" +
precipitation Annual Precipitation
1 pack

Total annual precipitation (mm) from gridded meteorological data.

rainfallannual rainfall
Economic impacts of climate change
prediction_accuracy Prediction Accuracy
1 pack

Correctness of model predictions, measuring how well a classifier or regression model maps inputs to true outcomes across the full population or subgroups.

Algorithmic Fairness
prediction_market_accuracy Prediction Market Accuracy
1 pack

Calibration and discrimination of market-aggregated probability estimates compared to polls, models, and expert panels. Prediction markets consistently outperform polls for election forecasting and match or beat expert panels for geopolitical questions. Brier scores typically 0.15-0.25 for well-functioning markets.

market forecast accuracycrowd forecast calibration
When and why groups outthink individuals +
prevalence_undernourishment Prevalence of Undernourishment (PoU)
1 pack

FAO's flagship indicator (SDG 2.1.1): the estimated share of a population whose habitual food consumption is insufficient to meet dietary energy requirements. Derived from food balance sheets, food consumption surveys, and population distribution parameters. Country-level, annual. Widely used but criticized for masking within-country variation and relying on caloric adequacy alone.

PoUundernourishment ratehunger rate
Global Food Insecurity +
pro-government-intervention Pro-Government Intervention
1 pack

External support provided to government forces (rather than rebel groups) in intrastate conflicts. After 9/11, the share of conflict-dyads with exclusively rebel-sided support fell to near zero by 2016, while government-sided support reached 77% of all active conflict-dyads by 2017. Reflects the international anti-terrorism norm shift that reframed rebel groups as terrorist organizations.

UCDP External Support Dataset
property_rights_security Property Rights Security
1 pack

Degree to which private property rights are legally protected against state expropriation and private predation.

expropriation riskICRG property rights
Institutional quality and economic development +
purchase_frequency_rfm Purchase Frequency (RFM)
1 pack

Number of purchases in observation period

Customer Segmentation RFM
rebel-group-competition Number of Competing Rebel Groups
1 pack

Count of rebel groups (other than the supported group) fighting the target government in the previous year (lagged). Source: UCDP Dyadic Conflict Data. Creates a market mechanism: competition between groups disciplines rebel behavior, making orchestration viable without direct sponsor monitoring or sanctioning.

Indirect Governance Rebel Support +
rebel-sponsorship Rebel Sponsorship (General)
1 pack

Any form of external state support provided to rebel groups in civil conflicts, including material resources (weapons, financing), logistical support (safe haven, training camps, transport), and direct combat support. Emergence of sponsorship is not predicted by personalism (H2); only the type of sponsorship varies.

external supportstate sponsorshipthird-party supportproxy support
Cao 2025 Personalist Rebel Sponsorship +
recency_days_rfm Recency (RFM)
1 pack

Days since last purchase

Customer Segmentation RFM
regime_durability_coup Regime Durability
1 pack

Number of years since the last regime transition (3+ point Polity score change). Longer-lived regimes face lower coup risk due to institutional consolidation, established patronage networks, and routinized civil-military relations. New regimes are vulnerable during transition periods.

Military Coup Prediction
religious_fractionalization Religious Fractionalization
1 pack

Probability that two randomly selected individuals belong to different religious groups (Herfindahl index). Ranges 0-1. Included as a control alongside ethnic fractionalization; not found to be a robust predictor of civil war onset.

Fearon & Laitin (2003) "Ethnicity, Insurgency, and Civil War"
rivalry-duration Rivalry Duration
1 pack

Number of years the rivalry has been in existence up to time t. Longer rivalries are associated with higher probability of NAG support (+204% over full range in strategic rivalries, Table 3). Entrenched rivalries feature more polarized preferences and greater frustration with the status quo.

Rivalry Nag Cooperation +
rivalry-intensity Rivalry Intensity
1 pack

Aggregate maximum hostility level of MIDs in the rivalry divided by rivalry duration. Captures the relative severity of the rivalry over time. Higher intensity rivalries are associated with more NAG support (+22% in strategic rivalry sample, Table 3).

Rivalry Nag Cooperation
rule_of_law Rule of Law
1 pack

Confidence in and abidance by the rules of society, including contract enforcement, property rights, and the courts. WGI Rule of Law indicator.

WGI Rule of Lawlegal institutions quality
Institutional quality and economic development +
sale_price_housing Sale Price (Housing)
1 pack

Sale price of residential property in dollars

Housing Price Regularization
school_enrollment_rate School Enrollment Rate
1 pack

Gross or net enrollment ratio at primary, secondary, or tertiary level. Flow proxy for human capital investment.

enrollment ratiosecondary enrollment
Returns to education and human capital economics +
shared_igo_membership Shared IGO Memberships
1 pack

Count of intergovernmental organizations to which both states belong simultaneously.

joint IGO membershipinstitutional embeddedness
Democratic peace theory
sleep_duration Sleep Duration
1 pack

Total hours of sleep per 24-hour period, measured via polysomnography (gold standard), actigraphy (wearables), or self-report (ATUS, NHANES). Recommended 7-9 hours for adults (AASM). US average: 6.8 hours on workdays. Population-level data available from ATUS (N>200K), NHANES sleep module, and Fitbit aggregate studies (N>6M nights).

total sleep timeTSThours of sleep
Sleep Cognition Productivity
sleep_quality Sleep Quality
1 pack

Composite measure of sleep efficiency (% time in bed asleep), number of awakenings, time in deep/REM sleep, and sleep onset latency. Pittsburgh Sleep Quality Index (PSQI) is the standard self-report instrument (0-21 scale, >5 = poor quality). Wearable devices now provide objective proxies at population scale.

PSQI scoresleep efficiencyrestorative sleep
Sleep Cognition Productivity
social_cost_of_carbon Social Cost of Carbon
1 pack

Marginal economic damage of one additional tonne of CO2, in USD. Ranges from ~$50 to ~$185/tonne.

SCCcarbon price
Economic impacts of climate change
social_influence_bias Social Influence Bias
1 pack

The distortion of independent judgments when group members observe each others' estimates before finalizing their own. Reduces effective sample size of the crowd, destroying the error-cancellation mechanism that produces wisdom. Even small amounts of social information can cut crowd accuracy by 25-50%.

herdinganchoring cascadeinformational cascade
When and why groups outthink individuals +
social_isolation Social Isolation
1 pack

Objective lack of social contacts or relationships, measured by network size or frequency of social interaction.

lonelinesssocial disconnection
Social determinants of health
social_protection_coverage Social Protection Coverage
1 pack

Share of population covered by social safety net programs (cash transfers, food assistance, school feeding, public works). Effective social protection buffers households against food insecurity during shocks. Measured by World Bank ASPIRE database. Coverage ranges from <10% in fragile states to >80% in OECD countries.

Global Food Insecurity
social_sensitivity Social Sensitivity
1 pack

Average group member score on the Reading the Mind in the Eyes Test (RME). The strongest individual-level predictor of collective intelligence — groups with higher average social perceptiveness coordinate and integrate information more effectively.

theory of mindempathic accuracyRME score
When and why groups outthink individuals +
social_support Social Support
2 packs

Share of respondents answering 'yes' to 'If you were in trouble, do you have relatives or friends you can count on?' Gallup World Poll. Ranges 0-1.

social connectionssocial capital (informal)having someone to count onsocial tiessocial connectedness
Happiness Economics + Social determinants of health +
source_credibility Source Credibility
1 pack

Perceived expertise and trustworthiness of the information source. Moderates correction effectiveness — corrections from high-credibility sources are more effective, but the advantage decays over time (sleeper effect). Typically measured via expertise + trustworthiness scales.

source trustworthinessepistemic authority
Why false beliefs persist even after correction +
sponsor-democracy Sponsor Democracy
1 pack

Binary indicator for whether a rebel group's external sponsor is a democracy (democ_supdum), or continuous proportion of democratic sponsors (perc_dem). Democratic sponsors are more sensitive to human rights concerns and face stronger domestic accountability pressures, making them more likely to condition support on rebel restraint of civilian targeting. Moderates the negative effect of external funding on civilian safety.

Rebel Sponsorship Civilian Abuse
sponsor-military-capabilities Sponsor Military Capabilities
1 pack

Sponsor's military expenditures (logged), from Correlates of War National Material Capabilities Dataset v5.0. Counterintuitively associated with MORE orchestration: powerful states can sustain credible shadow-of-hierarchy threats, can absorb efficiency losses from rebel non-compliance, and can exploit rebels' local legitimacy while still deterring defection.

Indirect Governance Rebel Support
state_capacity_latent State Capacity Index
1 pack

Latent measure of state capacity aggregating 21 variables across three conceptual pillars: extractive capacity, coercive capacity, and administrative capacity. Estimated via item response theory model. Source: Hanson and Sigman (2021), State Capacity Dataset v1. Mean in sample: -0.059, range: -1.541 to 1.28.

state capacitygovernment capacityHanson-Sigman capacity
Dukalskis Et Al 2024 Transnational Repression
status-quo-satisfaction Status Quo Satisfaction
1 pack

A state's level of satisfaction with the prevailing outcome in a rivalry, operationalized via prior MID outcomes: +1 (satisfied, won previous dispute), -1 (dissatisfied, lost), 0 (neutral/drawn). Derived from Maoz & Mor (2002) rivalry supergame framework. Dissatisfied states with low capabilities are the primary candidates for NAG support as a substitution strategy.

Rivalry Nag Cooperation
stunting_prevalence_fi Stunting Prevalence
1 pack

Percentage of children under 5 with height-for-age below -2 standard deviations of the WHO Child Growth Standards median. Primary indicator of chronic undernutrition and long-term food insecurity. Reflects cumulative effects of inadequate nutrition, repeated infections, and poor care practices. Links to existing Praxis construct stunting_prevalence in nutrition_stunting domain.

Global Food Insecurity
territorial_contiguity Territorial Contiguity
1 pack

Binary indicator of whether two states share a land border or narrow sea corridor. Standard opportunity control.

shared bordergeographic proximity
Democratic peace theory
time_to_event_generic Time to Event
1 pack

Duration from index event to outcome or censoring

Survival Analysis Clinical
total_factor_productivity Total Factor Productivity
1 pack

The portion of output not explained by the quantity of inputs used in production. Reflects technological progress, efficiency, and institutional quality.

Economic Growth Panel +
trade_interdependence Bilateral Trade Interdependence
1 pack

The lower of the two states' ratios of bilateral trade to GDP, capturing the dyadic member with least to gain from trade continuity.

economic interdependenceTRADEDEPL
Democratic peace theory
transnational_repression_binary Transnational Repression (Binary)
1 pack

Binary indicator equal to 1 if an authoritarian state carried out one or more transnational repression events (threats, arrests, extraditions, abductions, assassinations) against its own citizens abroad in a given country-year, 0 otherwise. Source: AAAD (Dukalskis 2021).

TR binarytransnational repression occurrenceextraterritorial repression
Dukalskis Et Al 2024 Transnational Repression +
transnational_repression_count Transnational Repression (Count)
1 pack

Count of transnational repression events carried out by an authoritarian state against its own citizens abroad in a given country-year. Ranges from 0 to 61 (Uzbekistan 2005). Source: AAAD (Dukalskis 2021).

TR countnumber of TR events
Dukalskis Et Al 2024 Transnational Repression
treatment_effect_ate Average Treatment Effect
1 pack

Average causal effect of treatment on outcome across all units

Causal Inference Toolkit
urban_wage_premium Urban Wage Premium
1 pack

The percentage by which wages in dense urban areas exceed wages in less dense areas, controlling for worker characteristics. Raw premium ~30% for doubling city size; after controlling for sorting (education, ability), residual agglomeration premium is ~4-8% per doubling of density. Measured via Mincerian wage equations with city-size or density controls.

agglomeration wage effectcity size wage elasticity
Why cities make people more productive and what the limits are +
wasting_prevalence_fi Wasting Prevalence (GAM)
1 pack

Global Acute Malnutrition: percentage of children under 5 with weight-for-height below -2 SD (moderate + severe wasting). Key indicator of acute food insecurity at population level, used in IPC nutrition analyses and SMART surveys. Threshold of 15% GAM triggers emergency classification. Links to existing Praxis construct wasting_prevalence.

GAMacute malnutrition
Global Food Insecurity
win_probability Win Probability
1 pack

Estimated probability of winning a game given current state, capturing pre-game expectations and in-game dynamics

Sports Performance +
women_in_parliament Women in Parliament
1 pack

Percentage of seats in national parliament (lower or single house) held by women. IPU data. Global average ~26.5% (2024). Strongest predictor: electoral gender quotas. Nordic countries lead (~45%) without quotas; Rwanda leads globally (61%) with constitutional mandate.

female political representationparliamentary gender parity
Global Gender Gap +
workplace_accident_risk Workplace Accident Risk
1 pack

Probability of occupational injury or error per shift as a function of prior sleep. Workers sleeping <6 hours have 1.7x the accident risk of those sleeping 7-8 hours. After DST spring-forward (population loses 1 hour), US workplace injuries increase 5.7% and severity increases 67.6% on the following Monday.

occupational injury risksafety incident rate
Sleep Cognition Productivity