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Courses/Audit & Assurance/Fraud

AI Governance in Fraud Detection and Investigations

Master the critical frameworks to manage risk, eliminate bias, and ensure regulatory compliance when deploying artificial intelligence for modern fraud investigations.

Created byPAUL Starrett
BeginnerUpdated Jun 2, 2026
AI Governance in Fraud Detection and Investigations

What You'll Learn

check_circleIdentify AI governance risks relevant to fraud detection and investigations
check_circleApply NIST AI RMF concepts to fraud, cyber, and financial crime controls
check_circleAssess adversarial machine learning risks in fraud prevention systems
check_circleEvaluate documentation, explainability, and evidence issues in AI-assisted investigations
check_circleDevelop governance practices for responsible AI use in fraud examination

About This Course

AI is now embedded across fraud detection, financial crime monitoring, and internal investigative workflows, shaping how organisations identify anomalies, prioritise alerts, and assess evidence. However, these systems also introduce new forms of risk that traditional fraud controls were not designed to manage — including opaque model behaviour, biased or incomplete training data, synthetic or manipulated inputs, and automated outputs that may be difficult to explain or defend under regulatory or legal scrutiny.

This session examines the practical realities of using AI in fraud detection and investigations, focusing on how professionals can evaluate system reliability, challenge automated outputs, and maintain defensible investigative processes. It also explores how emerging governance frameworks — including the NIST AI Risk Management Framework, ISO/IEC 42001, and the EU AI Act — are shaping expectations around transparency, oversight, documentation, and accountability in AI-driven decision-making environments.

Key Topics Discussed

  • AI across fraud detection and investigative workflows
  • Model opacity and limitations of “black box” decision-making
  • Data bias, sampling error, and training dataset risks
  • Synthetic identity fraud and AI-generated artefacts
  • Adversarial machine learning and model manipulation techniques
  • Data provenance, audit trails, and evidentiary defensibility
  • AI governance frameworks (NIST AI RMF, ISO/IEC 42001)
  • EU AI Act risk-based obligations for high-risk systems
  • Model validation, testing, and performance monitoring
  • Vendor and third-party risk in AI-enabled fraud tools
  • Human oversight, escalation, and accountability structures
  • Transaction monitoring and alert prioritisation systems
  • Model drift, degradation, and ongoing calibration risks
  • Privacy, cybersecurity, and legal exposure in AI deployments
  • Red teaming and adversarial robustness testing

Your Instructor

PAUL Starrett
PAUL Starrett

AI-governance and Forensics | Cyber Risk | SME Educator

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My name is Paul Starrett and I am here to assist the investigative community in whatever way I can! I have just the right background to do so. I am a licensed private investigator and attorney who has performed thousands of interviews on major cases over a period of decades. I also have an exceptional technical background (prior engineer with a technical master’s degree). I am a Certified Fraud Examiner (CFE). I am the author of the Investigative Interviewer's Guidebook, now in its 25th year of publication. Previously, this book was used as a college text for decades. You may purchase it from the Home page.

Credit Information

Do these courses count toward my professional development requirements?

This portal is provided as a training and development resource for City of Markham employees. Every course is delivered by a qualified subject matter expert or learning organization, is quantifiable in hours, and is verifiable — you receive a documented certificate of completion for every course you finish, stored on LearnFormula indefinitely.

If you hold a professional designation (for example in engineering, accounting, human resources, or law), courses may be counted as professionally relevant, verifiable learning activities toward your continuing professional development. Individual practitioners are responsible for confirming that an activity meets the requirements of their professional body. For questions about the City of Markham's training and development policies, please speak with your people leader or Human Resources.

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Frequently Asked Questions

We are a registered provider with 327+ associations and regulatory bodies worldwide. We operate across 29 global markets including Canada, the US, Australia, and the UK. Every course page clearly displays its specific accreditations. Upon completion, you receive a professional certificate that can be validated online. Our certificates include all necessary accreditation details, credit hours, and completion dates, and are formatted specifically to meet the submission requirements of most global regulatory bodies.