INTELL Insights · Investigative technology

Textual Analytics in Fraud Investigations

Using unstructured records without losing context

Editorial draft — Prepared for review and fact-checking before publication. This is not a published research report, legal opinion, or completed expert interview.

Why text matters

Many investigative clues sit outside the general ledger: emails, interview notes, contracts, narratives, and complaint files. Textual analytics can organize recurring concepts, entities, timelines, and inconsistent explanations.

An analytical workflow

Define questions; lawfully collect and preserve documents; clean and deduplicate data; code themes; compare language across time and participants; and manually validate significant excerpts against original context.

Where MAXQDA fits

MAXQDA Analytics Pro is one potential environment for qualitative coding and mixed-method analysis of unstructured material. Software selection should reflect security, evidentiary, privacy, and client requirements.

Important limits

Keyword frequency, sentiment, and clustering do not establish deception. Context, translation quality, privilege, access rights, and human interpretation matter.

Engagement perspective

INTELL RISK & ADVISORY GROUP brings evidence-based analysis to fraud, forensic accounting, investigations, litigation support, internal audit, and complex accounting matters. For a confidential initial discussion, please use the contact section on our homepage. Do not send privileged or sensitive documents through unverified channels.

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