Land Valuation Records
Raw land has almost no comps -- every parcel-level valuation with soil, topography, and entitlement data helps builders and funds price undeveloped parcels.
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What Is Land Valuation Records?
Land valuation records provide parcel-level assessments of raw, undeveloped property using soil composition, topography, zoning entitlements, and comparable transaction data. Unlike developed real estate with readily available comps, raw land lacks market precedents, making detailed valuation records essential for accurate pricing. These records combine traditional appraisal methods with machine learning models to deliver transparent, defensible valuations that meet professional duty-of-care standards required by surveyors and courts. Modern land valuation datasets include tax assessor records, physical attributes, deed history, and AI-driven estimates across millions of parcels nationwide.
Market Data
155M+ parcels
U.S. Parcel Coverage
Source: BatchData
126M+ records
Residential Rental Value Records
Source: ATTOM
40–60k properties
Daily Property Updates
Source: CompCurve
1.1M+ records
On-Market Transaction Records
Source: REdistribute
Who Uses This Data
What AI models do with it.do with it.
Real Estate Development Funds
Acquire large land portfolios and require accurate parcel-level valuations to underwrite site acquisition costs, model development feasibility, and optimize capital allocation across raw land holdings.
Commercial Builders & Developers
Price undeveloped parcels for purchase and determine project viability by comparing AI-enabled valuations against asking prices and conducting sensitivity analysis on zoning changes and infrastructure improvements.
Mortgage Lenders & Banks
Assess land collateral for construction loans and bridge financing using automated valuation models that meet professional standards for consistency, objectivity, and transparency required by courts and regulators.
Tax Assessors & Government Agencies
Establish baseline valuations for property tax purposes and monitor raw land market trends using parcel data that includes tax assessor records, deed information, and physical property attributes.
Pricing depends on the proposed terms
We do not have a verified, comparable price for your dataset. Consider the permitted uses, license term, exclusivity, provenance, coverage and quality. A seller asking price is a proposal, not an appraisal or guaranteed sale. Compare prices only when the source, date, currency, unit and license scope are known.
What Buyers Expect
What makes it valuable.valuable.
Data Integrity & Preprocessing
Rigorous handling of missing values, standardized measurements, and consistent variable categorization across all parcels to enable reliable model comparison and direct valuation assessment.
Explainability & Transparency
AI-driven valuations must include clear documentation of methodology, key assumptions, and sensitivity analysis showing how market shifts, zoning changes, or infrastructure improvements affect parcel value.
Professional Duty of Care
Valuations must adhere to RICS standards and legal precedent (Smith v Eric S Bush, Harris v Wyre Forest) requiring exercise of reasonable skill, consistency, and objectivity—standards that extend to automated models regardless of disclaimers.
Validation & Backtesting
Models must be validated against new datasets and real-world transactions; inputs, calculations, and outputs must be verified against industry standards such as capitalization rates to ensure neither misleading nor ambiguous results.
Recency & Source Stability
Clear communication about data freshness, source stability, and conformity with professional benchmarks; consistent updates essential for accurate market representation and defensibility in litigation.
Potential applications and organizations
Who's buying.buying.
Operates 126M+ residential rental value records and automated valuation models (AVMs) serving lenders, investors, and developers nationwide.
Provides nationwide assessor data covering 155M+ parcels with tax, deed, and physical attributes; API-enabled access starting at $1.
Delivers 40–60k daily property listings and bulk residential real estate data with free sample previews and API availability.
Specializes in U.S. real estate transaction data with 1.1M+ on-market records optimized for mortgage portfolio management.
Provides property owner data and contact information across the USA with rated data quality.
FAQ
Common questions.questions.
Why is land valuation data different from residential property comps?
Raw land has almost no market comps because each parcel is unique in location, soil composition, topography, and entitlement status. Valuation records combine physical attributes (soil, slope, zoning) with AI models to establish defensible prices where traditional comparable sales analysis fails.
What is Explainable AI (XAI) in land valuation?
XAI makes machine learning valuation models transparent by clarifying the pathway to conclusions and showing how factors like zoning changes, infrastructure improvements, or market shifts affect parcel value. This meets professional duty-of-care standards and builds stakeholder trust in automated valuations.
Are AI valuations legally defensible?
Yes, provided they meet the same duty-of-care standards as human valuers. Courts (Smith v Eric S Bush, Harris v Wyre Forest) have established that valuers must exercise reasonable skill and care; this duty extends to AI systems. Disclaimers do not diminish liability for negligent AI valuations, so developers must ensure consistency, objectivity, and transparency.
What data points matter most for land valuation?
Critical inputs include soil composition, topography (mountainous vs. lowland areas command different prices), zoning entitlements, proximity to infrastructure, area boundaries, and comparable transaction records. Validation must verify assumptions against industry benchmarks like capitalization rates and real-world outcomes.
Sell yourland valuation recordsdata.
Describe your land valuation records and the uses you are authorized to offer. Price, legal suitability, and buyer interest require separate evaluation. No match or sale is guaranteed.
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