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Insurance· 3 min read

Insurance Remediation: Fragmented Loss Run Files for a Regional P&C Carrier

Case Study // Log 007 — How optical parsing and schema standardization transformed a decade of chaotic, multi-carrier loss run data into an actuarial-ready dataset for DOI review.

Challenge

A regional P&C carrier facing a DOI audit inherited loss run data from multiple prior carriers spanning a decade. The files used inconsistent field definitions, mixed paid losses with total incurred values, trapped critical cause-of-loss codes inside free-text adjuster notes, and contained duplicate claim IDs and mismatched valuation dates.

Approach

Outlierr ingested the raw PDFs, flat files, and mixed schemas into an isolated optical-parsing pipeline. Claim fields were isolated using text-boundary mapping, carrier coding structures were normalized into a single NAIC-aligned template, and reserve values were verified against actual payment histories. The final dataset included an Audit Shield Ledger detailing every duplicate removal and field correction.

Outcome

  • 180,000 claim rows structured and deduplicated
  • 60-hour turnaround for actuarial-ready export
  • Passed carrier audit on first submission
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