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Loan Tape Data Quality: Controls Before an NPL Sale

Loan-tape data quality for an NPL sale depends on clear field definitions, reconciled balances and statuses, controlled exceptions, version discipline, and a release process buyers can review without ambiguity.

At a glance: Test the data that buyers will use to define the pool, model recoveries, and plan transfer. Loan-tape data quality for an NPL sale depends on clear field

Transaction hub: NPL & Distressed: loan tape data quality for NPL sales

At a glance: Loan-tape data quality for an NPL sale depends on clear field definitions, reconciled balances and statuses, controlled exceptions, version discipline, and a release process buyers can review without ambiguity.

Key Takeaways

  • Define the asset, objective, scope, and decision timeline before outreach.
  • Keep data, documentation, ownership, servicing, and material exceptions connected.
  • Compare complete economics and execution terms rather than a headline number alone.
  • Document responsibilities, transfer controls, and the next review step.

Run eight distinct controls

ControlExample testRecord the outcome
UniquenessRepeated account IDs or duplicate asset recordsDuplicates, affected balances, and approved resolution
CompletenessMissing required or conditionally required fieldsMissingness by field and material segment
ValidityDates, currencies, allowed codes, and numeric formatsInvalid values and source-system mapping
ReconciliationCounts, principal, interest, fees, and totals against approved sourcesSource, cutoff, difference, and explanation
Referential integrityTape IDs link to documents and servicing recordsUnmatched or incorrectly linked records
ChronologyOrigination, payment, charge-off, and cutoff dates are interpretableExceptions and legitimate reasons, such as recoveries after charge-off
ConsistencyStatuses and balances agree across related fields and systemsConflicts, authoritative source, and remediation
Version controlThe released file matches the approved population and dictionaryVersion, release date, recipients, and change record

Scroll horizontally to read the full table.

Define business meaning before validation rules

“Current balance” may include different components in different systems. Specify the calculation, source, currency, as-of date, and treatment of adjustments. A numerical field that parses successfully can still represent the wrong economic amount.

Chronology rules also need business context. A payment after charge-off can be a valid recovery. Flag the record for interpretation rather than automatically deleting it.

Make exceptions usable

For each material issue, identify the field, account or segment, affected balance, evidence, owner, and proposed treatment. Distinguish a confirmed negative status from unknown, not checked, and not applicable. Status information should include its source and verification date where relevant.

Release a controlled package

Send the approved tape together with the data dictionary, control totals, document index, and exception log through an authorized process. Limit sensitive fields to what the review stage requires. Material revisions should be explained to affected participants using a versioned change record.

Clean formatting supports review. It does not by itself establish legal eligibility, ownership, or the quality of the underlying evidence.

This page provides general information for institutional and commercial readers. It is not legal, tax, accounting, investment, or transaction-specific advice. Requirements and outcomes depend on the assets, parties, jurisdictions, and agreements. Obtain appropriate professional advice for a proposed transaction.

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Direct answers

Frequently asked questions

What should a reader review first when evaluating loan tape data quality: controls before an npl sale | fitzgerald advisors?

Start by defining the asset class, transaction objective, information available, and decision timeline. A controlled review can then identify the right diligence path and the most relevant NPL sales resources.

How does loan tape data quality: controls before an npl sale | fitzgerald advisors fit into the Fitzgerald Advisors research framework?

Loan Tape Data Quality: Controls Before an NPL Sale | Fitzgerald Advisors is organized under the NPL & Distressed hub. That hub connects the topic to related guidance on documentation, valuation, buyer or seller fit, and controlled transaction execution.

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