Kolena AI Agent

HMDA Review — Loan Application Data Extraction

Turn a residential loan application file into the full, cited HMDA LAR field set - including the Section 8 demographics read by vision-based checkbox detection - with reportability, action-taken, and FFIEC-style edit checks.

Banking / LendingMortgage / TPRRegulatory Compliance

Impact

Full HMDA extraction from each application file - including vision-based recognition of the Section 8 demographic checkboxes that otherwise have to be read by hand - with every value cited to its Regulation C data point

per application

Volume fit

Works best for

lenders and mortgage-servicing operations preparing HMDA data across hundreds or thousands of applications per reporting cycle

Too small for

an institution below the HMDA loan-volume reporting thresholds, or a one-off single-file review

Typical inputs

Documents

  • Residential loan application (URLA / Fannie Mae Form 1003 or equivalent)
  • Demographic information addendum (Section 8)
  • Transmittal summary / underwriting decision
  • Loan Estimate / Closing Disclosure
  • Action or denial notice

Systems

  • Loan origination system (LOS)
  • Document repository
  • HMDA / LAR software

Output

A per-application HMDA record - the consolidated LAR field set with the demographic capture, a reportability and action-taken determination, edit-check findings, and an exception log, each value cited to its Regulation C data point

Delivered to

  • HMDA / LAR software
  • HMDA scrubbing queue
  • Fair-lending analysis dataset

What it extracts

· 12 fields
  • Form

    Application Snapshot

    The identifying spine of the file - ULI, application date, loan type and purpose, preapproval, action taken and its date, occupancy, and business-purpose flag - so a reviewer can orient before reading the record (12 CFR 1003.4(a)).

  • Form

    Property Information

    The subject-property data points - location components, census tract, property value, construction method, unit count, and manufactured-home attributes - that HMDA requires for the dwelling securing the loan.

  • Form

    Loan Terms and Pricing

    The loan-terms and pricing data points - amount, term, interest rate, rate spread, HOEPA status, lien status, non-amortizing features, and the loan-cost fields - drawn from the note or Loan Estimate / Closing Disclosure.

  • Form

    Applicant Financial Profile

    The underwriting data points relied on in the credit decision - gross annual income, DTI, combined LTV, and the applicant and co-applicant credit scores and scoring models.

  • Form

    Applicant and Co-Applicant Age

    The HMDA age data point for the applicant and first co-applicant as of the application date, reporting the whole-number age (not the date of birth) and noting where it was derived.

  • Table

    Ethnicity, Race, and Sex Checkbox Capture

    The Section 8 government-monitoring capture - one row per applicant with every disaggregated ethnicity, race, and sex checkbox, read by vision from the actual markings only, never inferred from a name or any other cue (Appendix B to Part 1003).

  • Form

    Demographic Collection Method and Completeness

    The compliance layer on the demographic capture - how the information was collected, whether visual observation or surname was used and was permissible, whether aggregate or disaggregated categories were used, and whether the collection is complete.

  • Classification

    Action Taken

    The application's disposition standardized to the HMDA action-taken value (originated, approved-not-accepted, denied, withdrawn, file closed, purchased, or a preapproval outcome) under 12 CFR 1003.4(a)(8).

  • Classification

    Reportability Determination

    Whether the application is HMDA-reportable, applying the covered-loan and dwelling definitions (12 CFR 1003.2) and the excluded-transaction tests (1003.3(c)), or flagging it for manual review.

  • Table

    HMDA Edit-Check Findings

    Cross-field integrity checks mirroring the FFIEC syntactical, validity, and quality edit families - one row per check with its type, the data points involved, a pass/fail/review result, and the finding.

  • Form

    Consolidated HMDA LAR Record

    The consolidated Loan/Application Register field set for the application, carrying the upstream values through into the data points enumerated in 12 CFR 1003.4(a), ready to load into the LAR.

  • Table

    Exceptions and Reviewer Notes

    The exception log - one row per failed or unresolved edit check or demographic-integrity concern, with the cited rule, a severity, the finding, and a concrete corrective action for the reviewer.

Prerequisites

  • The institution is a HMDA-covered filer for the collection year
  • Access to the complete application file including the Section 8 demographic page
  • Your LAR field mapping / filing layout for the collection year

Human review

A HMDA analyst reviews the flagged edit-check exceptions, the demographic capture, and the cited data points before the record is added to the LAR and filed.

Where it fits

HMDA data collection and reporting

Loan origination / servicing - closed and in-process residential loan application files (URLA / Form 1003 and supporting documents) flowing from the LOS or a document repository

This step

HMDA data extraction and LAR field preparation

After

HMDA scrubbing / data-integrity review
LAR assembly and FFIEC HMDA Platform submission
Fair-lending and CRA analysis

Who uses it

HMDA AnalystMortgage Compliance AnalystLoan Quality Control ReviewerFair Lending AnalystCompliance Officer

Grounded in

  • Home Mortgage Disclosure Act / Regulation C, 12 CFR part 1003verified as of 2026-07-22
  • 12 CFR 1003.4(a) (Compilation of reportable data - the LAR data points)verified as of 2026-07-22
  • 12 CFR 1003.4(a)(10)(i) and Appendix B to Part 1003 (Ethnicity, race, and sex - government monitoring information)verified as of 2026-07-22
  • 12 CFR 1003.2 and 1003.3(c) (Covered loan / dwelling definitions and excluded transactions)verified as of 2026-07-22
  • FFIEC HMDA Filing Instructions Guide (FIG), 2025 edition (edit-check specifications)verified as of 2026-07-22

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