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Finding Patterns in Public Disclosures

Articles Walied Keshk, PHD, CPA, Jiwon Nam, PHD Jun 08, 2026

By using AI to study the clues in other organizations’ risk factor disclosures, internal auditors can benchmark their own company’s risks.

Analyzing Item 1A disclosures can improve the quality of risk assessments, compliance checks, and audit planning.

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Walied Keshk, PHD, CPA

Walied Keshk is an associate professor of Accounting at California State University Fullerton in Fullerton, Calif.

Jiwon Nam, PHD

Jiwon Nam is an assistant professor of Accounting at California State University Fullerton.