Niche Data Points

Parcel boundaries, APNs, and assessor-sourced parcel attributes

Construction and renovation permit records

Construction pipeline, costs, and development activity data

Population, income, age, and household data by geography

Recent comparable sales used for valuation

AI/ML models forecasting price, demand, or risk

Geospatial feature layers for mapping and spatial analysis

Products that use AI for property insights or enrichment

Automated Valuation Model — algorithmic property value estimates

Traditional 12-month lease rental market data

FEMA flood zone designations and flood hazard mapping

Phone numbers and emails for property owners

Properties in default before auction

Recent comparable lease transactions for CRE

Recorded property transfer documents

Contamination, hazmat, and environmental site records

Multiple Listing Service active and sold listing data

Historical and current rental market trend statistics

County-assessed property values and tax bills

Wildfire risk scores and historical burn perimeters

Aerial and satellite images for property and land monitoring

Locating property owners and their contact information

Neighborhood crime statistics and safety indices

Building and renovation permit records

Automated and model-based property valuation tools

Energy efficiency, carbon footprint, and sustainability data

Qualified Opportunity Zone designation and investment data

Scheduled and historical property auction records

FEMA flood zone and flood risk probability data

Hurricane and tropical storm hazard risk assessments

Properties repossessed by lenders after failed auction

Airbnb, Vrbo, and vacation rental performance data

Capitalization rates for CRE investment analysis

Full ownership history of a property

Multifamily data near college and university campuses

Government liens for unpaid property taxes

Land use classifications and permitted uses

Active rental listing and availability data

K-12 school quality scores and district boundaries

Walk Score, Transit Score, and Bike Score data

Platforms using AI to generate real estate insights

ML-based models for property analytics and prediction

Commercial and residential vacancy statistics by market

HUD-subsidized and income-restricted housing data

Hurricane and wind hazard risk assessments

Commercial Mortgage-Backed Securities loan data

Licensed contractor profiles and permit history

Mobile-derived visitor counts for commercial locations

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

Public transportation access and commute time data

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

Drone and aerial imagery for property and site analysis

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

Identifying individuals behind LLC-held properties

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

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

Building maintenance records, work orders, and capital expenditure tracking

Contractor liens for unpaid construction work

Sound level and noise exposure data for residential and commercial properties

Properties not publicly listed for sale

Real Estate Investment Trust performance and portfolio data

Approved exceptions to standard zoning rules