Niche Data Points

Geospatial feature layers for mapping and spatial analysis

Construction pipeline, costs, and development activity data

Energy efficiency, carbon footprint, and sustainability data

Population, income, age, and household data by geography

Active rental listing and availability data

Airbnb, Vrbo, and vacation rental performance data

Automated and model-based property valuation tools

Construction and renovation permit records

Building maintenance records, work orders, and capital expenditure tracking

Scheduled and historical property auction records

Traditional 12-month lease rental market data

Properties repossessed by lenders after failed auction

AI/ML models forecasting price, demand, or risk

Parcel boundaries, APNs, and assessor-sourced parcel attributes

FEMA flood zone and flood risk probability data

Land use classifications and permitted uses

Platforms using AI to generate real estate insights

Automated Valuation Model — algorithmic property value estimates

Full ownership history of a property

Recorded property transfer documents

Real Estate Investment Trust performance and portfolio data

Licensed contractor profiles and permit history

Products that use AI for property insights or enrichment

Building and renovation permit records

Multifamily data near college and university campuses

Contamination, hazmat, and environmental site records

Multiple Listing Service active and sold listing data

Historical and current rental market trend statistics

Tax-deferred real estate exchange offerings, marketplaces, and supporting investment data

Drone and aerial imagery for property and site analysis

HUD-subsidized and income-restricted housing data

EPA and sensor-based air quality indices for real estate risk assessment

Capitalization rates for CRE investment analysis

Hurricane and tropical storm hazard risk assessments

Wildfire risk scores and historical burn perimeters

Hurricane and wind hazard risk assessments

Commercial Mortgage-Backed Securities loan data

Neighborhood crime statistics and safety indices

Recorded easement and right-of-way data affecting property use

FEMA flood zone designations and flood hazard mapping

Mobile-derived visitor counts for commercial locations

Recent comparable lease transactions for CRE

3D point cloud elevation and terrain data for property and land analysis

Recorded liens including tax, mechanic's, and judgment liens

Identifying individuals behind LLC-held properties

ML-based models for property analytics and prediction

Contractor liens for unpaid construction work

Sound level and noise exposure data for residential and commercial properties

Properties not publicly listed for sale

Qualified Opportunity Zone designation and investment data

Phone numbers and emails for property owners

Properties in default before auction

Recent comparable sales used for valuation

Aerial and satellite images for property and land monitoring

K-12 school quality scores and district boundaries

Locating property owners and their contact information

County-assessed property values and tax bills

Government liens for unpaid property taxes

Public transportation access and commute time data

Commercial and residential vacancy statistics by market

Walk Score, Transit Score, and Bike Score data

Approved exceptions to standard zoning rules