FinanceStructured / TabularAvailable

Mortgage Origination Pipeline Dataset

Full origination pipeline data from a mortgage technology platform: application fields, underwriting decisions, appraisal values, rate locks, and close/fall-through outcomes. Ideal for credit risk models and mortgage AI.

Dataset Highlights

3.4M loan applications with full pipeline stage data
Underwriting decision and condition metadata
Appraisal value and LTV ratios included
Demographic fields removed for ECOA compliance

Dataset Specifications

Volume
3.4M loan applications
Format
Parquet
Date Range
2016–2023
Collection Method
Mortgage SaaS platform export with borrower consent

Tags

MortgageFinanceCredit RiskStructured
Dayda Verified Listing

This dataset has passed Dayda's vetting process, with legal provenance reviewed, data ownership confirmed, PII screened, and quality spot-checked. The seller's identity is only revealed after an NDA is signed.

Price Range
$70,000–$140,000
Final price subject to licensing terms and negotiation.
Licensing Options
non-exclusiveperpetual
Dayda Quality Score
86/100
Express Interest

A standard NDA is required before samples are shared.

What Happens Next
1You submit your interest and use case
2Dayda sends a standard NDA
3You receive a 1–5% data sample
4Submit an offer. Dayda handles negotiation
5Data Purchase Agreement executed
6Secure data transfer + payment