Niche Data Points

Recent comparable sales used for valuation

Geospatial feature layers for mapping and spatial analysis

Automated Valuation Model — algorithmic property value estimates

Population, income, age, and household data by geography

Construction and renovation permit records

FEMA flood zone and flood risk probability data

Contamination, hazmat, and environmental site records

Land use classifications and permitted uses

HUD-subsidized and income-restricted housing data

Capitalization rates for CRE investment analysis

Full ownership history of a property

Recent comparable lease transactions for CRE

Traditional 12-month lease rental market data

Multiple Listing Service active and sold listing data

Sound level and noise exposure data for residential and commercial properties

K-12 school quality scores and district boundaries

Airbnb, Vrbo, and vacation rental performance data

Public transportation access and commute time data

Walk Score, Transit Score, and Bike Score data

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

Drone and aerial imagery for property and site analysis

Platforms using AI to generate real estate insights

Products that use AI for property insights or enrichment

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

Scheduled and historical property auction records

Automated and model-based property valuation tools

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

Construction pipeline, costs, and development activity data

Licensed contractor profiles and permit history

Neighborhood crime statistics and safety indices

Recorded property transfer documents

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

Energy efficiency, carbon footprint, and sustainability data

FEMA flood zone designations and flood hazard mapping

Mobile-derived visitor counts for commercial locations

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

Building maintenance records, work orders, and capital expenditure tracking

Contractor liens for unpaid construction work

Properties not publicly listed for sale

Qualified Opportunity Zone designation and investment data

Phone numbers and emails for property owners

Parcel boundaries, APNs, and assessor-sourced parcel attributes

Building and renovation permit records

Properties in default before auction

AI/ML models forecasting price, demand, or risk

Real Estate Investment Trust performance and portfolio data

Historical and current rental market trend statistics

Active rental listing and availability data

Properties repossessed by lenders after failed auction

Aerial and satellite images for property and land monitoring

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

Commercial and residential vacancy statistics by market

Approved exceptions to standard zoning rules