Mortgage Origination Data
Buy and sell mortgage origination data data. Applications, appraisals, underwriting decisions, closings — mortgage AI needs real loan file data to automate underwriting.
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Find Me This Data →Overview
What Is Mortgage Origination Data?
Mortgage origination data captures the complete lifecycle of residential and commercial mortgage loans—from initial application through underwriting, appraisal, and closing. This data includes rate locks, loan officer activity, borrower information, property details, underwriting decisions, and funding status. The U.S. mortgage market is a multi-trillion-dollar engine of the economy, with origination volumes reaching 4.4 million transactions in 2024 and forecast to grow to $393 billion in 2026. Lenders, AI platforms, and capital markets participants rely on origination datasets to benchmark performance, manage risk, optimize pricing, and automate lending workflows.
Market Data
4.4 million transactions
2024 U.S. Mortgage Originations
Source: RealMatters / HMDA
$393 billion
2026 Forecast Originations
Source: Mortgage Bankers Association
Over one-third of mortgages processed nationwide
Optimal Blue Market Coverage
Source: Optimal Blue
6+ billion records; roughly one in every two U.S. mortgages
Model Match Records Coverage
Source: Model Match
Who Uses This Data
What AI models do with it.do with it.
Mortgage Lenders & Originators
Benchmark origination performance across geographies, loan types, and channels; track rate locks and pipeline activity; optimize pricing and profitability strategies.
AI & Automation Platforms
Train underwriting automation, risk assessment, and due diligence systems on real loan file data including applications, appraisals, and underwriting decisions.
Capital Markets & Investors
Analyze loan sales statistics, mortgage servicing rights values, and borrower retention patterns to inform secondary market strategies and portfolio decisions.
Real Estate & Appraisal Service Providers
Monitor origination volume trends, market share shifts, and appraisal demand across segments (purchase, refinance, home equity, REO).
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.
Completeness & Accuracy
Full loan file data from application through funding; verified borrower, property, and underwriting details; minimal missing fields and low error rates.
Real-Time / High Frequency
Direct-source data from lenders' pipelines or loan management systems; daily or weekly updates reflecting in-process originations, not lagged survey data.
Scale & Coverage
Datasets covering multiple lenders, geographies, and loan types (purchase, refinance, home equity, commercial); aim for market-representative samples.
Data Privacy & Compliance
Adherence to HMDA, ECOA, Fair Lending, and state licensing rules; PII handling and consent verification; transparent audit trails for regulatory reporting.
Usability & Documentation
Standardized schema, clear data dictionaries, and integration-ready formats; support for bulk export, API access, and custom queries.
Potential applications and organizations
Who's buying.buying.
Launched Mortgage Rankings, benchmarking originator performance based on observed production across geographies, loan types, and channels.
Provides direct-source mortgage lock data covering over one-third of mortgages processed nationwide; produces Market Advantage podcast and monthly data reports on origination activity and capital markets metrics.
Offers a platform covering 6+ billion real estate and mortgage records; provides Market Signals dataset tracking mortgage activity from application through funding for roughly one in every two U.S. mortgages; includes borrower retention and loan officer insights.
Operates U.S. Appraisal segment serving residential mortgage origination and refinance transactions; tracks addressable market of 3.6 million transactions and manages appraisal workflows across origination, refinance, and default segments.
FAQ
Common questions.questions.
What data points are included in mortgage origination datasets?
Typical datasets include rate locks, applications, loan officer and borrower information, property details, appraisal values, underwriting decisions, loan terms, funding dates, and loan purpose (purchase, refinance, home equity). Advanced feeds may include risk management strategies, loan sales statistics, mortgage servicing rights values, and borrower refinance signals.
How current is the data, and is it real-time?
Direct-source data from lenders' loan management systems (e.g., Optimal Blue's pipeline data) is updated daily or weekly and reflects in-process originations. This differs from self-reported survey data which is typically published with a lag. Historical completed loan data is available but subject to reporting timelines and compliance requirements.
What is the market size, and how much origination data is available?
The U.S. residential mortgage market processed 4.4 million transactions in 2024, forecast to reach $393 billion in originations in 2026. Major data providers cover varying portions: Optimal Blue tracks over one-third of mortgages processed nationwide, while Model Match covers roughly one in every two U.S. mortgages (6+ billion records).
What compliance and privacy requirements apply to mortgage origination data?
Mortgage data is regulated under the Home Mortgage Disclosure Act (HMDA), Equal Credit Opportunity Act (ECOA), Fair Lending rules, and state licensing laws. Providers must handle PII securely, obtain proper consent, document audit trails, and support regulatory reporting. Appraisal waivers and VA mortgage transactions are typically excluded from certain metrics.
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Describe your mortgage origination data 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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