Aterio Datasets
US Housing Forecast & Economic Indicators
Explore housing characteristics and forecast housing inventory and demand through 2030 at the ZIP code level.
About
Aterio’s US Housing Forecast & Economic Indicators Dataset provides a comprehensive view of current housing conditions and forward-looking housing demand projections across the United States. Designed at a granular ZIP code level, the dataset integrates historical housing inventory, ownership and rental dynamics, affordability, income distribution, labor market indicators, and economic activity to support long-term housing and market analysis through 2030.
The dataset emphasizes distinctions between owner-occupied and renter-occupied housing, vacancy dynamics, income stratification, and housing affordability, while incorporating forward-looking estimated housing demand from 2024 to 2030. These projections are informed by population trends, economic signals, and proprietary machine learning models.
Curated from authoritative public sources—including U.S. Census Bureau data, Department of Housing and Urban Development (HUD) records, academic research, and economic indicators—this dataset is enhanced with proprietary modeling and monthly updates to ensure accuracy and relevance.
Primary Fields Included:
- Zip Codes
- Aterio Unique ID
- County
- City
- CBSAs
- State
- Latitude/Longitude
Business Needs:
- Market Analysis: Identify ZIP codes with projected housing shortfalls or excess supply by 2030, supporting capital allocation, market entry strategies, and long-term investment planning.
- Real Estate: Assess housing availability, affordability, and demand dynamics to guide residential development, acquisition strategies, and rental market positioning.
- Housing and Urban Planning: Enable policymakers and planners to forecast housing needs, identify underserved areas, and design targeted housing and infrastructure initiatives.
- Location Intelligence & Data Enrichment: Provide accurate, localized housing and economic context for downstream analytics, modeling, and decision-making workflows.
- Rental Property Management: Rental property owners and managers can leverage housing demand insights to better understand population trends and housing needs. By analyzing data on projected household units, geographical mobility, and income status at the zip code level, they can optimize rental pricing, identify high-demand areas, and improve occupancy rates.
- Demographic and Housing Research: Support demographic, housing, and economic research through consistent historical data and forward-looking projections at a granular geographic level.
Why Choose Aterio ?
- Precise Projections: Dive into the future with confidence, as our dataset provides granular insights into anticipated housing demand, ensuring you make informed investment decisions.
- Monthly Updates: Stay ahead of the curve with regular dataset updates, keeping your strategies aligned with the latest data.
- Estimation: Plan strategically by estimating housing needs focused on the year 2030, enabling long-term investment planning.
- Comprehensive Coverage: Covering 41,000 US zip codes, our dataset offers nationwide coverage, supporting your investment decisions across diverse markets.
Fields
| Column Name | Description |
|---|---|
| ZIP_CODE | US Zip Code |
| ATERIO_UNIQUE_ID | Aterio Unique ID for the record |
| LOCATION_LATITUDE | Latitude coordinate location |
| LOCATION_LONGITUDE | Longitude coordinate location |
| AREA_LAND_SQ_MI | Land area in square miles |
| AREA_WATER_SQ_MI | Water area in square miles |
| PLACE_FIPS_CODE | City FIPS Code |
| CITY_NAME | City name |
| CBSA_CODE | Core-based Statistical Area Code |
| CBSA_TITLE | Core-based Statistical Area Title |
| STATISTICAL_AREA_TYPE_NAME | Type of CBSA (Metropolitan Statistical Area or Micropolitan Statistical Area) |
| COUNTY_NAME | County name |
| COUNTY_FIPS_CODE | Federal Information Processing Standards (FIPS) code for counties |
| STATE_CODE | State code |
| COUNTRY_NAME | Country Name |
| TOT_HOME_AVAILABLE_2020 | Total available homes in 2020 |
| TOT_HOME_AVAILABLE_2021 | Total available homes in 2021 |
| TOT_HOME_AVAILABLE_2022 | Total available homes in 2022 |
| TOT_HOME_AVAILABLE_2023 | Total available homes in 2023 |
| EST_TOTAL_HOME_DEMAND_2024 | Estimated demand for homes in 2024 |
| EST_TOTAL_HOME_DEMAND_2025 | Estimated demand for homes in 2025 |
| EST_TOTAL_HOME_DEMAND_2026 | Estimated demand for homes in 2026 |
| EST_TOTAL_HOME_DEMAND_2027 | Estimated demand for homes in 2027 |
| EST_TOTAL_HOME_DEMAND_2028 | Estimated demand for homes in 2028 |
| EST_TOTAL_HOME_DEMAND_2029 | Estimated demand for homes in 2029 |
| EST_TOTAL_HOME_DEMAND_2030 | Estimated demand for homes in 2030 |
| TOT_OWNER_OCCUPIED_HOUSING_UNIT | Total owner-occupied housing units |
| TOT_RENTER_OCCUPIED_HOUSING_UNIT | Total renter-occupied housing units |
| RT_VACANCY | Rate of vacant housing units |
| RT_VACANCY_RENTAL | Rate of vacant rental housing units |
| RT_HOMEOWNERSHIP | Rate of homeownership |
| AVG_HOUSEHOLD_INCOME_2021 | US Annual average household income reported in 2021 |
| AVG_HOUSEHOLD_INCOME_2022 | US Annual average household income reported in 2022 |
| AVG_HOUSEHOLD_INCOME_2023 | US Annual average household income reported in 2023 |
| IDX_AFFORDABILITY | Index indicating housing affordability |
| RT_DEBT_INCOME_2020 | Debt-to-income rate in 2020 |
| RT_DEBT_INCOME_2021 | Debt-to-Income Ratio 2021 |
| RT_DEBT_INCOME_2022 | Debt-to-income rate in 2022 |
| RT_DEBT_INCOME_2023 | Debt-to-income rate in 2023 |
| RT_DEBT_INCOME_2020_2021 | Debt-to-income rate variation 2020-2021 |
| RT_DEBT_INCOME_2021_2022 | Debt-to-income rate variation 2021-2022 |
| RT_DEBT_INCOME_2022_2023 | Debt-to-income rate variation 2022-2023 |
| PCT_HOUSEHOLD_INCOME_BELOW_50K_2020 | Percentage household debt-to-income below $50K in 2020 |
| PCT_HOUSEHOLD_INCOME_50K_75K_2020 | Percentage household debt-to-income $50K-$75K in 2020 |
| PCT_HOUSEHOLD_INCOME_75K_100K_2020 | Percentage household debt-to-income $75K-$100K in 2020 |
| PCT_HOUSEHOLD_INCOME_100K_200K_2020 | Percentage household debt-to-income $100K-$200K in 2020 |
| PCT_HOUSEHOLD_INCOME_ABOVE_200K_2020 | Percentage household debt-to-income above $200K in 2020 |
| PCT_HOUSEHOLD_INCOME_BELOW_50K_2021 | Percentage household debt-to-income below $50K in 2021 |
| PCT_HOUSEHOLD_INCOME_50K_75K_2021 | Percentage household debt-to-income $50K-$75K in 2021 |
| PCT_HOUSEHOLD_INCOME_75K_100K_2021 | Percentage household debt-to-income $75K-$100K in 2021 |
| PCT_HOUSEHOLD_INCOME_100K_200K_2021 | Percentage household debt-to-income $100K-$200K in 2021 |
| PCT_HOUSEHOLD_INCOME_ABOVE_200K_2021 | Percentage household debt-to-income above $200K in 2021 |
| PCT_HOUSEHOLD_INCOME_BELOW_50K_2022 | Percentage household debt-to-income below $50K in 2022 |
| PCT_HOUSEHOLD_INCOME_50K_75K_2022 | Percentage household debt-to-income $50K-$75K in 2022 |
| PCT_HOUSEHOLD_INCOME_75K_100K_2022 | Percentage household debt-to-income $75K-$100K in 2022 |
| PCT_HOUSEHOLD_INCOME_100K_200K_2022 | Percentage household debt-to-income $100K-$200K in 2022 |
| PCT_HOUSEHOLD_INCOME_ABOVE_200K_2022 | Percentage household debt-to-income above $200K in 2022 |
| PCT_HOUSEHOLD_INCOME_BELOW_50K_2023 | Percentage household debt-to-income below $50K in 2023 |
| PCT_HOUSEHOLD_INCOME_50K_75K_2023 | Percentage household debt-to-income $50K-$75K in 2023 |
| PCT_HOUSEHOLD_INCOME_75K_100K_2023 | Percentage household debt-to-income $75K-$100K in 2023 |
| PCT_HOUSEHOLD_INCOME_100K_200K_2023 | Percentage household debt-to-income $100K-$200K in 2023 |
| PCT_HOUSEHOLD_INCOME_ABOVE_200K_2023 | Percentage household debt-to-income above $200K in 2023 |
| NUM_BUSN_ESTABLISHMENT_2020 | Total business establishments in 2020 |
| NUM_BUSN_ESTABLISHMENT_2022 | Number of business establishments in 2022 |
| RT_GROWTH_BUSN_ESTABLISHMENT_2021_2022 | Growth rate of business establishments 2021-2022 |
| TOT_POP_OVER_16_LY | Total population over 16 years |
| TOT_POP_LABOR_FORCE_LY | Total population in the labor force |
| TOT_POP_CIVILIAN_EMPLOYED_LY | Total civilian population employed |
| TOT_POP_CIVILIAN_UNEMPLOYED_LY | Total civilian population unemployed |
| TOT_POP_ARMED_EMPLOYED_LY | Total armed population employed |
| RT_ARMED_EMPLOYED_LY | Rate of armed population employed |
| RT_UNEMPLOYMENT | Rate of unemployment |
| AVG_RT_UNEMPLOYMENT_COUNTY_6M | Average county unemployment rate over the last 6 months |
| RT_UNEMPLOYMENT_COUNTY_LM | County unemployment rate |
| HOME_VALUE_INDEX_ZILLOW_LM | Home value index on Zillow last month. |
| HOME_VALUE_INDEX_ZILLOW_6M | Home value index on Zillow 6 months ago |
| HOME_VALUE_INDEX_ZILLOW_12M | Home value index on Zillow 12 months ago |
| OBSERVED_RENT_VALUE_ZILLOW_LM | Observed rent value 6 months ago |
| OBSERVED_RENT_VALUE_ZILLOW_6M | Observed rent value 12 months ago |
| OBSERVED_RENT_VALUE_ZILLOW_12M | Observed rent value 12 months ago |
| ATERIO_SCORE | Aterio scoring metric |