Niche Data Points

Automated and model-based property valuation tools

FEMA flood zone and flood risk probability data

Energy efficiency, carbon footprint, and sustainability data

Population, income, age, and household data by geography

Recent comparable sales used for valuation

Land use classifications and permitted uses

Construction pipeline, costs, and development activity data

Recorded property transfer documents

Full ownership history of a property

Construction and renovation permit records

Neighborhood crime statistics and safety indices

Traditional 12-month lease rental market data

AI/ML models forecasting price, demand, or risk

K-12 school quality scores and district boundaries

Scheduled and historical property auction records

Properties not publicly listed for sale

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

Automated Valuation Model — algorithmic property value estimates

Sound level and noise exposure data for residential and commercial properties

Phone numbers and emails for property owners

Airbnb, Vrbo, and vacation rental performance data

Platforms using AI to generate real estate insights

Capitalization rates for CRE investment analysis

Contamination, hazmat, and environmental site records

Recent comparable lease transactions for CRE

ML-based models for property analytics and prediction

Real Estate Investment Trust performance and portfolio data

Aerial and satellite images for property and land monitoring

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

Products that use AI for property insights or enrichment

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

Licensed contractor profiles and permit history

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

Geospatial feature layers for mapping and spatial analysis

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

Building maintenance records, work orders, and capital expenditure tracking

Contractor liens for unpaid construction work

Multiple Listing Service active and sold listing data

Qualified Opportunity Zone designation and investment data

Parcel boundaries, APNs, and assessor-sourced parcel attributes

Building and renovation permit records

Properties in default before auction

Historical and current rental market trend statistics

Active rental listing and availability data

Properties repossessed by lenders after failed auction

Locating property owners and their contact information

Multifamily data near college and university campuses

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