Global Data Marketplace

Overview

AlphaGeo’s Global Data Marketplace is a comprehensive, curated catalog of proprietary geospatial datasets designed to answer critical questions around location dynamism and resilience. From climate risk and adaptation to macroeconomic, demographic, real estate, and socioeconomic indicators, our data enables a wide range of analytical use cases.

The Marketplace also provides direct, modular access to the full library of proprietary datasets that power our core analytics products — from the Climate Risk and Resilience Index to the Location Dynamism Signals. This gives users the flexibility to access specific datasets without needing to subscribe to the full analytics stack.

Data features

• Update Frequency: Depends on dataset (Quarterly to annually)

• Supported Data Formats: Parquet, GeoPackage

• Query Granularity: Can be downscaled to address-level

• Resolution: Various; refer to our Data Dictionary for more details

Data themes (Links to section)

1. Climate Risk

2. Climate Adaptation

3. Climate Financial Impact

4. Climate Real Estate Impact

5. Demographic Trends

6. Ecosystem Sustainability

7. Energy Reliability

8. Infrastructure Capacity

9. Institutional Quality

10. Operating Expenses

11. Macroeconomic

12. Real Estate Market Data

13. Socioeconomic

Pricing

Global Data Marketplace datasets are bespoke based on the following, with a discount for multiple datasets purchased:

• Dataset(s) selected

• Degree of proprietary engineering or analytical transformation.

• Granularity

• Geographic coverage

Interested customers should contact us at [email protected] for a quote.

Climate Risk

Theme	Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Climate Risk	Global Climate Risk And Resilience Index	Bundled	Full access to all Climate Risk and Resilience-adjusted Risk scores, as well as underlying Climate Risk and Climate Adaptation datasets used to drive these metrics.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Overall Climate Physical Risk Score	Individual	Global percentile rank of a location for climate physical risk on a scale of 0 - 100. A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Overall Climate Resilience-adjusted Risk Score	Individual	Global percentile rank of a location for resilience-adjusted climate risk on a scale of 0 - 100. A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Mean Climate Physical Risk Score	Individual	Mean physical climate risk score taking the average of all hazard-specific risk scores (heat stress, inland flooding, coastal flooding, drought, hurricane wind, and wildfire) for a location. A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Mean Climate Resilience-adjusted Risk Score	Individual	Mean resilience-adjusted risk score taking the average of all hazard-specific resilience-adjusted risk scores (heat stress, inland flooding, coastal flooding, drought, hurricane wind, and wildfire) for a location. A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Climate Physical Risk Score: Heat Stress	Individual	Heat risk score with a scale of 0 - 100. Calculated from Annual Cooling Degree Days (CDD). A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Climate Physical Risk Score: Inland Flooding	Individual	Inland flooding risk score, on a scale of 0 - 100. Calculated from annual days with heavy precipitation (PR_DAYS_10MM) and 1000-year riverine flood inundation depth (R_INUN_RP1000). A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Climate Physical Risk Score: Coastal Flooding	Individual	Coastal flooding risk score, on a scale of 0 - 100. Calculated from mean sea level rise (SLR_CHG) and coastal inundation levels (C_INUN_RP1000). A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Climate Physical Risk Score: Drought	Individual	Drought risk score, on a scale of 0 to 100. Calculated from the increase in the number of dry days (MAX_CONS_DRYDAYS), hot days (HOTDAYS105), and water demand (WS). A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Climate Physical Risk Score: Hurricane Wind	Individual	Hurricane wind risk score, on a scale of 0 - 100. Calculated from the annual frequency (HU_AF) of hurricanes. A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Climate Physical Risk Score: Wildfire	Individual	Wildfire risk score, on a scale of 0 - 100. Calculated from the increase in hot days (HOTDAYS105) and dry days (MAX_CONS_DRYDAYS) in vegetated areas (AVG_VC). A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Resilience-adjusted Risk Score: Heat Stress	Individual	Resilience-adjusted heat risk score, on a scale of 0 to 100. This score incorporates the Urban Heat Island effect, as measured by building density and green coverage in a location, into the HEAT_SCORE. A higher score indicates a greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Resilience-adjusted Risk Score: Inland Flooding	Individual	Resilience-adjusted inland flooding risk score, on a scale of 0 - 100. Calculated by factoring elements of surface porosity, flood control measures and defense infrastructures to the INLAND_SCORE. A higher score indicates greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Resilience-adjusted Risk Score: Coastal Flooding	Individual	Resilience-adjusted coastal flooding risk score, on a scale of 0 to 100. This score incorporates elements of coastal flood control measures and defense infrastructures into the COASTAL_SCORE. A higher score indicates a greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Resilience-adjusted Risk Score: Drought	Individual	Resilience-adjusted drought flooding risk score, on a scale of 0 to 100. This score incorporates the availability and capacity of water works and emergency water supplies into the DROUGHT_SCORE. A higher score signifies a greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Resilience-adjusted Risk Score: Hurricane Wind	Individual	Resilience-adjusted hurricane wind risk score, on a scale of 0 to 100. This score incorporates the strength of buildings and water control measures in a location into the WIND_SCORE. A higher score denotes a greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Resilience-adjusted Risk Score: Wildfire	Individual	Resilience-adjusted wildfire score, on a scale of 0 to 100. This score incorporates the effectiveness of fire monitoring and fire defense infrastructure into the FIRE_SCORE. A higher score signifies a greater risk.	Proprietary Analytics	Global	2005 - 2100
Climate Risk	Cooling Degree Days	Individual	Annual Cooling Degree Days (CDD), measuring cumulative heat exposure where daily averages exceed 22°C.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Number Of Days With Daily Maximum Temperature > 95 Degrees Fahrenheit	Individual	Number of days annually with maximum temperatures exceeding 95°F, indicating the frequency of extreme heat events.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Number Of Days With Daily Maximum Temperature > 105 Degrees Fahrenheit	Individual	Number of days annually with maximum temperatures exceeding 105°F, signaling high exposure to extreme heat.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Annual Maximum Temperature In Fahrenheit	Individual	Annual maximum temperature (°F), capturing peak recorded heat for the year.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Annual Maximum Temperature In Celsius	Individual	Annual maximum temperature (°C), providing a globally standardized heat extreme indicator.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Annual Days With Precipitation More Than 10Mm	Individual	Number of days per year with precipitation over 10mm, indicating the frequency of heavy rainfall events.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Average Daily Mean Precipitation In Inches	Individual	Average daily mean precipitation in inches, reflecting long-term rainfall patterns.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Average Daily Mean Precipitation In Millimeters	Individual	Average daily mean precipitation in millimeters, providing a metric for moisture accumulation.	Proprietary Derived Dataset	Global	N/A
Climate Risk	100-Year Riverine Flooding Inundation Depth	Individual	Modeled 100-year riverine flood depth (meters), indicating inundation risk for 1-in-100 year flood events.	Proprietary Derived Dataset	Global	N/A
Climate Risk	250-Year Riverine Flooding Inundation Depth	Individual	Modeled 250-year riverine flood depth (meters), reflecting more extreme, lower-probability inland flooding.	Proprietary Derived Dataset	Global	N/A
Climate Risk	1000-Year Riverine Flooding Inundation Depth	Individual	Modeled 1000-year riverine flood depth (meters), assessing catastrophic inland flood scenarios.	Proprietary Derived Dataset	Global	N/A
Climate Risk	100-Year Coastal Flooding Inundation Depth	Individual	Modeled 100-year coastal flood depth (meters), estimating flood levels during 1-in-100 year coastal events.	Proprietary Derived Dataset	Global	N/A
Climate Risk	250-Year Coastal Flooding Inundation Depth	Individual	Modeled 250-year coastal flood depth (meters), reflecting rare but impactful coastal flood scenarios.	Proprietary Derived Dataset	Global	N/A
Climate Risk	1000-Year Coastal Flooding Inundation Depth	Individual	Modeled 1000-year coastal flood depth (meters), indicating risk from the most extreme sea-level rise and surge events.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Mean Sea Level Change In The Coastal Area Compared To 2015 In Meters	Individual	Projected mean sea level rise since 2015 (meters), indicating long-term exposure for coastal areas.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Maximum Number Of Consecutive Dry Days	Individual	Maximum consecutive dry days annually, highlighting prolonged drought conditions.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Water Stres	Individual	Water Stress Index (WSI), calculated as total water demand relative to renewable supply. Values above 1 indicate scarcity.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Average Maximum Sustained Wind Speed	Individual	Historical average of maximum sustained wind speeds, reflecting a location’s storm intensity exposure.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Hurricane Category (Saffir-Simpson Hurricane Wind Scale)	Individual	Hurricane category based on the Saffir-Simpson scale, associated with local wind exposure profiles.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Hurricane 100-Year Return Period	Individual	100-year hurricane return period, indicating the likelihood of a major hurricane impacting the area.	Proprietary Derived Dataset	Global	N/A
Climate Risk	Average Percentage Burnable Fuel Across Different Vegetation Covers	Individual	Average percentage of burnable vegetation within a 2km radius, used to assess wildfire fuel load.	Proprietary Derived Dataset	Global	N/A

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Climate Adaptation

Theme	Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Climate Adaptation	Global Adaptation Layer	Bundled	Full access to hazard-specific adaptation scores and all underlying data inputs used to derive resilience metrics (see below).	Proprietary Analytics	Global	N/A
Climate Adaptation	Heat Stress Adaptation	Individual	Hazard-specific adaptation score derived from location-specific physical and infrastructural features, and underlying data features used to derive hazard-specific Adaptation Score.	Proprietary Analytics	Global	N/A
Climate Adaptation	Hurricane Adaptation	Individual	Hazard-specific adaptation score derived from location-specific physical and infrastructural features, and underlying data features used to derive hazard-specific Adaptation Score.	Proprietary Analytics	Global	N/A
Climate Adaptation	Inland Flooding Adaptation	Individual	Hazard-specific adaptation score derived from location-specific physical and infrastructural features, and underlying data features used to derive hazard-specific Adaptation Score.	Proprietary Analytics	Global	N/A
Climate Adaptation	Coastal Flooding Adaptation	Individual	Hazard-specific adaptation score derived from location-specific physical and infrastructural features, and underlying data features used to derive hazard-specific Adaptation Score.	Proprietary Analytics	Global	N/A
Climate Adaptation	Drought Adaptation	Individual	Hazard-specific adaptation score derived from location-specific physical and infrastructural features, and underlying data features used to derive hazard-specific Adaptation Score.	Proprietary Analytics	Global	N/A
Climate Adaptation	Wildfire Adaptation	Individual	Hazard-specific adaptation score derived from location-specific physical and infrastructural features, and underlying data features used to derive hazard-specific Adaptation Score.	Proprietary Analytics	Global	N/A
Climate Adaptation	Urban Building Density Index	Individual	Urban building density index reflecting the concentration of built structures. Higher values indicate increased vulnerability to Urban Heat Island (UHI) effects.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Urban Greenery Density Index	Individual	Urban greenery density measuring vegetation coverage in built environments. Higher values help mitigate UHI effects and support microclimate regulation.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Surface Porosity Index	Individual	Ratio of porous ground surfaces, such as permeable pavement and soil. Higher values reduce runoff and help manage flash flood risk.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Inland Flood Barrier Proximity Index	Individual	Proximity to manmade inland flood barriers, such as dykes and retaining walls. Higher scores indicate stronger local flood protection infrastructure.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Inland Flood Storage & Control Infrastructure Index	Individual	Proximity to dedicated flood storage and control systems, including reservoirs and retention basins.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Inland Drainage Capacity Index	Individual	Assessment of nearby drainage infrastructure, such as ditches and storm drains. Higher values indicate better drainage capacity and flood mitigation.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Nature-Based Inland Flood Protection Index	Individual	Proximity to nature-based flood defense systems, including wetlands and bioswales, which offer sustainable flood control.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Coastal Defense Infrastructure Proximity Index	Individual	Proximity to manmade coastal flood defense structures such as seawalls, breakwaters, and groynes. Higher values reflect stronger coastal protection.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Natural Coastal Buffer Proximity Index	Individual	Proximity to natural coastal buffers, such as beaches, dunes, reefs, and atolls. Higher values indicate increased resilience to coastal flooding.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Coastal Drainage Capacity Index	Individual	Proximity to stormwater drainage systems, including open channels and piped networks, aiding local water runoff management.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Coastal Flood Control Infrastructure Index	Individual	Proximity to stormwater and flood control infrastructure like basins, floodgates, and water level monitoring stations.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Building Strength Index	Individual	Building material strength index estimating structural resilience. Higher values reflect presence of wind-resistant buildings, such as high-rise concrete structures.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Water And Wastewater Facility Proximity Index	Individual	Proximity to water and wastewater treatment or monitoring facilities. Higher values indicate stronger water system infrastructure.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Water Storage Infrastructure Index	Individual	Proximity to water collection and storage infrastructure, including reservoirs and tanks, supporting local supply capacity.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Emergency Water Distribution Amenity Index	Individual	Proximity to emergency water distribution amenities such as public taps and drinking fountains. Higher values indicate local readiness.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Groundwater Well Access Index	Individual	Proximity to underground water wells, a critical freshwater source especially in under-resourced or drought-prone areas.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Fire Response Infrastructure Index	Individual	Proximity to firefighting infrastructure, including hydrants and emergency water tanks. Higher values reflect stronger fire response capacity.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Fire Prevention Measure Coverage Index	Individual	Presence of fire prevention infrastructure such as forest firebreaks and cutlines designed to halt fire spread.	Proprietary Derived Dataset	Global	N/A
Climate Adaptation	Fire Detection Infrastructure Index	Individual	Presence of fire detection infrastructure such as lookout towers. Higher values indicate improved early-warning capability.	Proprietary Derived Dataset	Global	N/A

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Climate Financial Impact

Theme	Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Climate Financial Impact	Financial Impact Analytics	Bundled	Full access to all Climate Financial Impact metrics and underlying data inputs used to derive these metrics (see below).	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Insurance Premium Impact - Fire	Individual	Projected annual insurance premium growth rate for fire insurance based on the change in estimated damage due to wildfire in the next 25 years.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Insurance Premium Impact - Flood	Individual	Projected annual insurance premium growth rate for flood insurance on the change in estimated damage due to coastal and/or inland flooding and/or hurricane in the next 25 years.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Insurance Premium Impact	Individual	Projected total annual insurance premium growth rate for all type of risks (fire, flood, hurricane).	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Cooling Demand Impact	Individual	Projected annual change in cooling needs based on estimated cooling degree day changes through the next 25 years.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Heating Demand Impact	Individual	Projected annual change in heating requirements based on estimated heating degree day changes through the next 25 years.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Utility Demand Impact	Individual	Projected annual net change in overall utility consumption, combining cooling and heating demand shifts through the next 25 years.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Fire Retrofit Expenditure Forecast	Individual	Recommended percentage of income to be set aside for retrofit expenditure based on the likelihood of future fire related hazards.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Flood Retrofit Expenditure Forecast	Individual	Recommended percentage of income to be set aside for retrofit expenditure based on the likelihood of future flood and hurricane related hazards.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Thermal Retrofit Expenditure Forecast	Individual	Recommended percentage of income to be set aside for retrofit expenditure based on the increase of cooling demand in the future.	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate-Related Retrofit Expenditure Forecast	Individual	Sum of all capex calculations (CAPEX_FIRE, CAPEX_FLOOD, CAPEX_CDD).	Proprietary Analytics	Global	N/A
Climate Financial Impact	Climate Discount Rate	Individual	Recommended climate discount rate to be added to the prevailing discount rate. Applicable to assets with a holding period up till 2035.	Proprietary Analytics	Global	N/A

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Climate Real Estate Impact

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
El Niño Southern Oscillation (ENSO) impact	Individual	ENSO-driven impact on HPI performance (2015-2023). Seven-tier categorical scoring with Low Minus indicating locations least sensitive to ENSO impact, and High Plus indicating locations with the highest sensitivity.	Proprietary Analytics	USA	2015-2023
P(CD): Probability of Climate Default	Individual	Likelihood of increase in mortgage delinquency due to physical climate risks compounding existing economic fragility between the present and 2050.	Proprietary Analytics	USA	2025-2050

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Demographic Trends

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Population Growth Rate	Individual	Annual rate of population growth in the local market, with higher rates indicating rising demand.	Proprietary Derived Dataset	USA	2023
U.S. Population Growth Forecast (2050)	Individual	Long term population change by 2050 factoring historic population trends including demographics, migration and climate risk variables.	Proprietary Analytics	USA	2050 Forecast
Total National Population	Individual	Estimate of total resident population, providing harmonized and current demographic figures suitable for international comparison.	Proprietary Derived Dataset	Global	N/A
Population Density	Individual	Population density calculated using official population and land area data to ensure comparability across countries.	Proprietary Derived Dataset	USA	2023
Population Growth	Individual	Annual percentage change in national population incorporating natural population gain/loss and net migration.	Proprietary Derived Dataset	USA	2023
Dependent Population	Individual	Proportion of each country’s population aged 65 and older, reflecting aging demographics and dependency ratio.	Proprietary Derived Dataset	USA	2023

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Ecosystem Sustainability

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Per Capita Emissions	Individual	CO₂ emissions per capita.	Proprietary Derived Dataset	USA	2023
Environmental Performance Index	Individual	Country-level performance on the Environmental Performance Index, based on 58 performance indicators on climate change performance, environmental healthy, and ecosystem vitality.	Proprietary Derived Dataset	USA	2023
Air Pollution	Individual	Annual average PM2.5 concentration.	Proprietary Derived Dataset	USA	2023-2025
Food Security Index	Individual	Country-level performance on the Food Security Index which measures food affordability, availability, quality, safety, sustainability and adaptation across 68 indicators.	Proprietary Derived Dataset	Global	N/A

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Energy Reliability

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Renewable Energy Generation	Individual	Total primary energy generated from renewable sources including solar, wind and hydropower.	Proprietary Derived Dataset	USA	2023
Renewables Share of Generation	Individual	Share of electricity generated by renewables including solar, wind, hydropower, bioenergy, geothermal, wave and tidal sources.	Proprietary Derived Dataset	USA	2023
Electricity Access (% of Population)	Individual	Share of population with access to electricity.	Proprietary Derived Dataset	USA	2023
Total Power Capacity	Individual	Total power plant capacity in city vicinity.	Proprietary Derived Dataset	USA	2023
Power Plants in Vicinity	Individual	Number of power plants in city vicinity.	Proprietary Derived Dataset	USA	2023
Energy Trilemma Index	Individual	Country-level performance on the Energy Trilema Index, which quantifies performance across three dimensions: energy security, energy equity and environmental sustainability.	Proprietary Derived Dataset	USA	2022 - 2025

Infrastructure Capacity

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Gross Fixed Capital Formation	Individual	Gross Fixed Capital Formation as a share of GDP, measuring investment in infrastructure, machinery, and assets.	Proprietary Derived Dataset	USA	2023
Highway Endpoint Density	Individual	Number of highway endpoints near a tract, indicating regional road network connectivity.	Proprietary Derived Dataset	USA	2023
Rail Nodes Density	Individual	Density of rail nodes near each tract, reflecting access to rail freight and passenger infrastructure.	Proprietary Derived Dataset	USA	2023
Airport Density	Individual	Number of seaports in proximity, enhancing logistics and trade access.	Proprietary Derived Dataset	USA	2023
Truck Stop Density	Individual	Count of nearby truck stops, indicating regional freight movement support.	Proprietary Derived Dataset	USA	2023
Micro-Grid Capacity	Individual	Total installed capacity of microgrids (kW), contributing to local energy resilience.	Proprietary Derived Dataset	USA	2023
EV Charging Stations	Individual	Number of EV charging stations in the ZIP code.	Proprietary Derived Dataset	USA	2023
Airport Passenger Volume	Individual	Number of air passengers carried by airlines registered in each country, including domestic and international travel.	Proprietary Derived Dataset	USA	2023
Infrastructure Quality	Individual	Country-level performance on the Logistics Performance Index, which scores six dimensions of trade including customs performance, infrastructure quality, and timeliness of shipments.	Proprietary Derived Dataset	USA	2023
Fixed Capital Formation Ratio (FCFR)	Individual	Gross fixed capital formation as a share of GDP, reflecting national investment in infrastructure and productive assets.	Proprietary Derived Dataset	USA	2023

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Innovation Capacity

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Economic Complexity Index (ECI)	Individual	Country-level performance on the Economic Complexity Index, which measures the relative knowledge intensity of an economy, based on trade data.	Proprietary Derived Dataset	Global	2023 - 2025
AI Preparedness Index	Individual	Country-level performance on the AI Preparedness Index (AIPI), which assesses a country’s digital infrastructure, human capital and labor market policies, innovation and economic integration, and regulation and ethics.	Proprietary Derived Dataset	USA	2025
Global Innovation Index	Individual	Country-level performance on the Global Innovation Index, which quantifies over 80 indicators including policy environment, education, infrastructure, and knowledge creation.	Proprietary Derived Dataset	Global	N/A
ICT Development Index	Individual	Country-level performance on the ICT Development Index, which assesses the level of information and communication technology (ICT) development across countries.	Proprietary Derived Dataset	Global	N/A
Number of Data Centers	Individual	Number of data centers present in the province categorized by operational status, including zoned, under construction and active facilities.	Proprietary Derived Dataset	USA	2023

Institutional Quality

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Government Effectiveness	Individual	Worldwide Governance Indicator for Governance Effectiveness, which captures perceptions on the quality of public and civil services.	Proprietary Derived Dataset	USA	2023
Global Soft Power Index	Individual	Country-level performance on Global Soft Power Index ranking countries by influence, familiarity and reputation without military or economic coercion.	Proprietary Derived Dataset	USA	2023
Legal and Regulatory Risk	Individual	Equally-weighted combination of World Bank Worldwide Governance Indicators for Rule of Law and Regulatory Quality.	Proprietary Derived Dataset	USA	2023
Political Stability and the Absence of Violence / Terrorism	Individual	Worldwide Governance Indicator for Political Stability and the Absence of Violence / Terrorism, which measures perceptions of the likelihood that the government will be destabilized or overthrown.	Proprietary Derived Dataset	USA	2023

Macroeconomic

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Gross National Income	Individual	Downscaled 2022 Gross National Income within a 500m radius using satellite nightlight imagery.	Proprietary Derived Dataset	USA	2023
Job Growth Rate	Individual	Annual job growth rate at the census tract level, used to gauge local economic momentum.	Proprietary Derived Dataset	USA	2022
Income Growth Rate	Individual	Annual income growth rate at the census tract level, reflecting improving living standards.	Proprietary Derived Dataset	Global	1960-2024
Rent As Percentage Of Income	Individual	Average rental cost as a percentage of per capita income, measuring housing affordability.	Proprietary Derived Dataset	Global	2020-2020
Housing To Income Ratio	Individual	Ratio of median house price to median income, used to assess housing market affordability and demand.	Proprietary Derived Dataset	Global	1960-2024
Unemployment Rate	Individual	Local unemployment rate, where lower rates often signal strong industrial or economic activity.	Proprietary Derived Dataset	Global	1960-2024
US Greenfield Investment Tracker (2022 To Present)	Individual	Cumulative value of new corporate investment by county since 2022, indicating recent economic growth and locational momentum.	Proprietary Dataset	Global	1750-2023
Current Account Balance (% of GDP)	Individual	Balance of current transactions (counting goods and services, earned income and transfer income) between residents and non-residents.	Proprietary Derived Dataset	Global	2024-2024
General Gross Government Debt (% of GDP)	Individual	Ratio of gross public debt to GDP.	Proprietary Derived Dataset	Global	2017-2024
Government Expenditure (% of GDP)	Individual	General government spending as a percentage of GDP.	Proprietary Derived Dataset	Global	2022-2022
PPP-Adjusted GDP	Individual	Gross domestic product (GDP) expressed in current international dollars, converted by purchasing power parities (PPPs).	Proprietary Derived Dataset	Global	1965-2024
Nominal GDP Growth Rate	Individual	Annual percentage change in nominal GDP.	Proprietary Derived Dataset	Global	1985-2023
GDP Per Capita Growth Rate	Individual	Annual percentage change in GDP per capita.	Proprietary Derived Dataset	Global	1960-2024
Sovereign Credit Rating	Individual	Aggregated sovereign credit rating calculated from key ratings agencies such as Moody’s, S&P and Fitch.	Proprietary Derived Dataset	Global	2013-2017
Foreign Direct Investment (FDI)	Individual	Net foreign direct investment (FDI) inflows in current terms.	Proprietary Derived Dataset	Global	2013-2017
Currency Volatility	Individual	5-year standard deviation of annual bilateral exchange rates relative to the USD (nominal).	Proprietary Derived Dataset	Global	2023-2023
Inflation Volatility	Individual	5-year standard deviation of the annual percentage change in inflation (consumer prices).	Proprietary Derived Dataset	Global	1960-2024
Inflation Rate Risk	Individual	Absolute deviation of the annual change in Consumer Price Index (%) from a 2% target rate.	Proprietary Derived Dataset	Global	1980-2025
Total Inflation Risk (Rate and Volatility)	Individual	Equally-weighted combination of inflation volatility (5-year standard deviation of annual percentage change in inflation) and inflation rate risk (absolute deviation of annual change in inflation from a 2% target rate).	Proprietary Derived Dataset	Global	1800-2023
Trade (% of GDP)	Individual	Total trade as a percentage of GDP, reflecting economic openness and trade dependency.	Proprietary Derived Dataset	Global	1948-2023
Corporate Tax Rate	Individual	National corporate tax rate.	Proprietary Derived Dataset	Global	1960-2024
Domestic Credit to Private Sector (% of GDP)	Individual	Loans to the private sector by domestic financial institutions.	Proprietary Derived Dataset	Global	1960-2024

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Migration Patterns

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Net Migration	Individual	Estimate of each country’s net total international migrants, calculated as the difference between immigrants and emigrants, including citizens and noncitizens.	Proprietary Derived Dataset	Global	1980-2025
Migration Openness Ranking	Individual	Ranking of all countries and territories by number of visa-free destinations for their nationals.	Proprietary Derived Dataset	Global	1970-2022
HNW Migration	Individual	Net millionaire migration into the country.	Proprietary Derived Dataset	Global	2000-2024
Digital Nomad Attractiveness	Individual	Top 500 cities for digital nomads based on attractiveness to remote workers according to cost, Wi-Fi speed, safety, weather, community and user reviews.	Proprietary Derived Dataset	Global	2018-2023

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Operating Expenses

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Electricity Rate	Individual	Average electricity price at the state level. Lower rates indicate lower operating costs.	Proprietary Derived Dataset	Global	1960-2024
Energy Generation	Individual	Total state-level energy generation capacity, associated with grid stability and affordability.	Proprietary Derived Dataset	Global	1998-2023
Energy Grid Interruptions	Individual	Average service outage duration based on CAIDI. Lower values indicate higher grid reliability.	Proprietary Derived Dataset	Global	2023-2023
Internet Speed	Individual	Average broadband internet speed, measuring digital infrastructure strength and connectivity.	Proprietary Derived Dataset	Global	2024-2024

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Real Estate Market Data

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Annual Change In Business Establishments	Individual	Net annual change in business establishments, indicating local economic dynamism.	Proprietary Derived Dataset	Global	2025-2025
Amenity And Walkability Index	Individual	Walkability index incorporating access to amenities and commute distance. Higher scores reflect livability.	Proprietary Derived Dataset	Global	2025-2025
Residential Building Permits	Individual	Annual count of residential building permits, signaling housing supply pipeline and development pace.	Proprietary Derived Dataset	Global	1996-2023
Pedestrian And Commuter Traffic	Individual	An indexed score from the EPA calculated from the frequency of transits on foot, vehicles, and public transport.	Proprietary Derived Dataset	Global	2022-2025
Units Planned And Under Construction	Individual	Residential permit issuance rate, correlated with demand for office and retail property.	Proprietary Derived Dataset	Global	1996-2023
Land Costs Per Acre	Individual	Average land cost per acre at the census tract level. Lower values reflect higher availability or lower demand.	Proprietary Derived Dataset	Global	1996-2023
Data Centers	Individual	Total number of data centers in a 50km radius; includes data center that are currently under construction.	Proprietary Derived Dataset	Global	1990-2024
Potential Federal Land Privatization	Individual	Percentage of federally owned land potentially slated for privatization and suitable for residential real estate development.	Proprietary Derived Dataset	Global	1961-2024
Residential Property Price Growth	Individual	Year-on-year change in real residential property prices.	Proprietary Derived Dataset	Global	1961-2024

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Socioeconomic

Dataset	Bundled or Individual?	Description	Type of Dataset	Geographic Coverage	Date Range
Global Share Of Vulnerable Population	Individual	Share of population under 15 or over 65, reflecting dependency ratio and service needs.	Proprietary Derived Dataset	Global	2025-2025
Human Development Index	Individual	Human Development Index (HDI) score, capturing education, health, and income performance.	Proprietary Derived Dataset	Global	1970-2024
Education Attainment	Individual	Share of the population with a bachelor’s degree or higher. Higher values correlate with livability and earnings.	Proprietary Derived Dataset	Global	2024
Health Index	Individual	Access to health infrastructure and healthiness of the local population, measured by aggregating disease prevalence, access to hospitals, and insurance peneration. A higher index score indicates better healthcare quality.	Proprietary Derived Dataset	Global	2023
Population Density	Individual	Number of people per acre, signaling demand for services and infrastructure.	Proprietary Derived Dataset	Global	2023
Manufacturing employment	Individual	Total number of current employees in the manufacturing and warehousing sector.	Proprietary Derived Dataset	Global	2023
Workforce Population	Individual	Total number of eligible workers across all sectors.	Proprietary Derived Dataset	Global	1960-2024
Unhealthy Air Quality	Individual	Days per year with Air Quality Index (AQI) above 100. Population groups with sensitivities such as heart or lung conditions may experience health effects and the general public should limit outdoor activity.	Proprietary Derived Dataset	Global	1980-2024
Patents Per Capita	Individual	Patents per capita (2020), used to measure innovation output and technological potential.	Proprietary Derived Dataset	Global	1960-2025
Employment-Population Ratio	Individual	Share of employed persons as a percent of the total of working-age population.	Proprietary Derived Dataset	Global	1960-2024
Age Dependency Ratio	Individual	Ratio of dependents (people younger than 15 or older than 64) to the working-age population (those aged 15-64). Data is shown as the proportion of dependents per 100 working-age residents.	Proprietary Derived Dataset	Global	1960-2024
Working Age Population	Individual	Share of population aged 15-64.	Proprietary Derived Dataset	Global	2023-2025
Unemployment Rate	Individual	The number of unemployed persons as a share of the total workforce.	Proprietary Derived Dataset	Global	2025-2025
Educational Attainment	Individual	Share of population (aged 25 and above) with at least a Bachelor's or equivalent.	Proprietary Derived Dataset	Global	2025-45870
Life Expectancy	Individual	Total life expectancy at birth.	Proprietary Derived Dataset	Global	1960-2023
Healthcare Spending (% of GDP)	Individual	Annual health expenditure as a percentage of GDP.	Proprietary Derived Dataset	Global	2000-2022
Life Satisfaction	Individual	Average national life satisfaction score (0–10) from the World Happiness Report.	Proprietary Derived Dataset	Global	2012-2025
Violent Crime	Individual	Nationally reported statistics on violent offences per 100,000 residents.	Proprietary Derived Dataset	Global	2015-2023
Inequality-adjusted Human Development Index (IHDI)	Individual	Measures a country's achievements in health, education and income, while accounting for inequalities in their distribution across the population.	Proprietary Derived Dataset	Global	1990-2023
High-Quality Affordable Retirement	Individual	Top 96 destinations across 24 countries for retirement attractiveness, based on costs, amenities, health care, language, crime and climate risk.	Proprietary Derived Dataset	Global	2025
Gross National Income (GNI) Per Capita	Individual	Gross national income per capita measured in current USD.	Proprietary Derived Dataset	Global	2024
Median Post-Tax Income	Individual	Estimated median household disposable income after taxes and transfers, adjusted for inflation and PPP.	Proprietary Derived Dataset	Global	2023
Poverty Rate (% of population)	Individual	Share of population living below poverty rates, as measured according to national poverty lines.	Proprietary Derived Dataset	Global	1985-2024
Income Inequality	Individual	Income inequality measured by the national Gini coefficient.	Proprietary Derived Dataset	Global	1963-2024
Household Debt (% of GDP)	Individual	Household debt (loans and securities) as a percentage of GDP.	Proprietary Derived Dataset	Global	2024

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