Aterio Datasets

US Housing Forecast & Economic Indicators

Explore housing characteristics and forecast housing inventory and demand through 2030 at the ZIP code level.

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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 NameDescription
ZIP_CODEUS Zip Code
ATERIO_UNIQUE_IDAterio Unique ID for the record
LOCATION_LATITUDELatitude coordinate location
LOCATION_LONGITUDELongitude coordinate location
AREA_LAND_SQ_MILand area in square miles
AREA_WATER_SQ_MIWater area in square miles
PLACE_FIPS_CODECity FIPS Code
CITY_NAMECity name
CBSA_CODECore-based Statistical Area Code
CBSA_TITLECore-based Statistical Area Title
STATISTICAL_AREA_TYPE_NAMEType of CBSA (Metropolitan Statistical Area or Micropolitan Statistical Area)
COUNTY_NAMECounty name
COUNTY_FIPS_CODEFederal Information Processing Standards (FIPS) code for counties
STATE_CODEState code
COUNTRY_NAMECountry Name
TOT_HOME_AVAILABLE_2020Total available homes in 2020
TOT_HOME_AVAILABLE_2021Total available homes in 2021
TOT_HOME_AVAILABLE_2022Total available homes in 2022
TOT_HOME_AVAILABLE_2023Total available homes in 2023
EST_TOTAL_HOME_DEMAND_2024Estimated demand for homes in 2024
EST_TOTAL_HOME_DEMAND_2025Estimated demand for homes in 2025
EST_TOTAL_HOME_DEMAND_2026Estimated demand for homes in 2026
EST_TOTAL_HOME_DEMAND_2027Estimated demand for homes in 2027
EST_TOTAL_HOME_DEMAND_2028Estimated demand for homes in 2028
EST_TOTAL_HOME_DEMAND_2029Estimated demand for homes in 2029
EST_TOTAL_HOME_DEMAND_2030Estimated demand for homes in 2030
TOT_OWNER_OCCUPIED_HOUSING_UNITTotal owner-occupied housing units
TOT_RENTER_OCCUPIED_HOUSING_UNITTotal renter-occupied housing units
RT_VACANCYRate of vacant housing units
RT_VACANCY_RENTALRate of vacant rental housing units
RT_HOMEOWNERSHIPRate of homeownership
AVG_HOUSEHOLD_INCOME_2021US Annual average household income reported in 2021
AVG_HOUSEHOLD_INCOME_2022US Annual average household income reported in 2022
AVG_HOUSEHOLD_INCOME_2023US Annual average household income reported in 2023
IDX_AFFORDABILITYIndex indicating housing affordability
RT_DEBT_INCOME_2020Debt-to-income rate in 2020
RT_DEBT_INCOME_2021Debt-to-Income Ratio 2021
RT_DEBT_INCOME_2022Debt-to-income rate in 2022
RT_DEBT_INCOME_2023Debt-to-income rate in 2023
RT_DEBT_INCOME_2020_2021Debt-to-income rate variation 2020-2021
RT_DEBT_INCOME_2021_2022Debt-to-income rate variation 2021-2022
RT_DEBT_INCOME_2022_2023Debt-to-income rate variation 2022-2023
PCT_HOUSEHOLD_INCOME_BELOW_50K_2020Percentage household debt-to-income below $50K in 2020
PCT_HOUSEHOLD_INCOME_50K_75K_2020Percentage household debt-to-income $50K-$75K in 2020
PCT_HOUSEHOLD_INCOME_75K_100K_2020Percentage household debt-to-income $75K-$100K in 2020
PCT_HOUSEHOLD_INCOME_100K_200K_2020Percentage household debt-to-income $100K-$200K in 2020
PCT_HOUSEHOLD_INCOME_ABOVE_200K_2020Percentage household debt-to-income above $200K in 2020
PCT_HOUSEHOLD_INCOME_BELOW_50K_2021Percentage household debt-to-income below $50K in 2021
PCT_HOUSEHOLD_INCOME_50K_75K_2021Percentage household debt-to-income $50K-$75K in 2021
PCT_HOUSEHOLD_INCOME_75K_100K_2021Percentage household debt-to-income $75K-$100K in 2021
PCT_HOUSEHOLD_INCOME_100K_200K_2021Percentage household debt-to-income $100K-$200K in 2021
PCT_HOUSEHOLD_INCOME_ABOVE_200K_2021Percentage household debt-to-income above $200K in 2021
PCT_HOUSEHOLD_INCOME_BELOW_50K_2022Percentage household debt-to-income below $50K in 2022
PCT_HOUSEHOLD_INCOME_50K_75K_2022Percentage household debt-to-income $50K-$75K in 2022
PCT_HOUSEHOLD_INCOME_75K_100K_2022Percentage household debt-to-income $75K-$100K in 2022
PCT_HOUSEHOLD_INCOME_100K_200K_2022Percentage household debt-to-income $100K-$200K in 2022
PCT_HOUSEHOLD_INCOME_ABOVE_200K_2022Percentage household debt-to-income above $200K in 2022
PCT_HOUSEHOLD_INCOME_BELOW_50K_2023Percentage household debt-to-income below $50K in 2023
PCT_HOUSEHOLD_INCOME_50K_75K_2023Percentage household debt-to-income $50K-$75K in 2023
PCT_HOUSEHOLD_INCOME_75K_100K_2023Percentage household debt-to-income $75K-$100K in 2023
PCT_HOUSEHOLD_INCOME_100K_200K_2023Percentage household debt-to-income $100K-$200K in 2023
PCT_HOUSEHOLD_INCOME_ABOVE_200K_2023Percentage household debt-to-income above $200K in 2023
NUM_BUSN_ESTABLISHMENT_2020Total business establishments in 2020
NUM_BUSN_ESTABLISHMENT_2022Number of business establishments in 2022
RT_GROWTH_BUSN_ESTABLISHMENT_2021_2022Growth rate of business establishments 2021-2022
TOT_POP_OVER_16_LYTotal population over 16 years
TOT_POP_LABOR_FORCE_LYTotal population in the labor force
TOT_POP_CIVILIAN_EMPLOYED_LYTotal civilian population employed
TOT_POP_CIVILIAN_UNEMPLOYED_LYTotal civilian population unemployed
TOT_POP_ARMED_EMPLOYED_LYTotal armed population employed
RT_ARMED_EMPLOYED_LYRate of armed population employed
RT_UNEMPLOYMENTRate of unemployment
AVG_RT_UNEMPLOYMENT_COUNTY_6MAverage county unemployment rate over the last 6 months
RT_UNEMPLOYMENT_COUNTY_LMCounty unemployment rate
HOME_VALUE_INDEX_ZILLOW_LMHome value index on Zillow last month.
HOME_VALUE_INDEX_ZILLOW_6MHome value index on Zillow 6 months ago
HOME_VALUE_INDEX_ZILLOW_12MHome value index on Zillow 12 months ago
OBSERVED_RENT_VALUE_ZILLOW_LMObserved rent value 6 months ago
OBSERVED_RENT_VALUE_ZILLOW_6MObserved rent value 12 months ago
OBSERVED_RENT_VALUE_ZILLOW_12MObserved rent value 12 months ago
ATERIO_SCOREAterio scoring metric