LF logo
by learnformula
search
Log in
search
Courses/Audit & Assurance/Fraud

Monte Carlo Fraud Exposure

Master advanced Monte Carlo simulations to uncover hidden anomalies, quantify true financial risk, and expose complex fraud vulnerabilities before they devastate your bottom line.

Created byAlessio Facciaworkspace_premium
5.0
(1 reviews)
BeginnerUpdated Jun 18, 2026
Monte Carlo Fraud Exposure

What You'll Learn

check_circleFrame fraud exposure using variables such as event frequency, loss size, control failure rate, and detection lag.
check_circleBuild Monte Carlo models in Excel to generate risk ranges, expected loss estimates, tail outcomes, and control breakdown scenarios.
check_circleTest how changes in approvals, segregation, monitoring, and exception review affect the overall risk distribution.
check_circleInterpret simulation outputs to support audit prioritisation, sample depth decisions, control remediation, and senior stakeholder reporting.
check_circleTranslate probabilistic results into defensible audit narratives without overstating precision or certainty.

About This Course

This course is designed as a practical modelling session demonstrating how simulation techniques can improve audit planning and fraud risk analysis when single-point estimates are insufficient. Participants explore Monte Carlo logic applied to loss severity, event frequency, control failure rates, sample coverage, and escalation thresholds. The session connects probability distributions, scenario design, sensitivity testing, and output interpretation to audit scoping, control testing, and management reporting, enabling risk discussions to move from broad judgement to quantified exposure ranges.

Key Topic Discussed:

  • Limitations of Single-Point Estimates in Fraud Risk Assessment
  • Core Variables in Fraud Exposure Modeling
  • Monte Carlo Simulation Logic and Process
  • Impact of Event Frequency vs. Loss Severity
  • Control Failure Rates and Testing Gaps
  • Detection Lag and Escalation Timing
  • Sample Coverage and Residual Exposure
  • Live Excel and AI Simulation Demonstration
  • Expected Loss vs. Exposure Ranges
  • Analyzing Tail Risks and Control Breakdown Scenarios
  • Scenario Comparison for Governance Decisions
  • Sensitivity Testing
  • Integrating Simulation Output with Audit Planning
  • Reporting Simulation Results to Senior Stakeholders
  • Avoiding False Precision in Reports
  • Adopting Monte Carlo in the Fraud Risk Community

Your Instructor

Alessio Faccia
Alessio Faccia

Assistant Professor in Finance | University of Birmingham Dubai

menu_book33 courses
star137 reviews

Dr. Alessio Faccia, an accomplished academic and corporate trainer, has a distinguished finance, accounting, and business background. His expertise spans over 16 years, during which he has notably contributed to finance and accounting through his roles as an assistant professor, auditor, chartered accountant, CFO advisor, and corporate trainer. Dr. Faccia’sacademic journey includes prestigious roles at several universities, including the University of Birmingham and Coventry University, where he taught various finance and accounting modules. His extensive involvement in corporate training further enriches Dr. Faccia’s professional experience. He has provided training in diverse areas such as finance and accounting, management and HR, technology, oil and gas, and legal matters to many organizations. These organization encompass various sectors, including government bodies, financial institutions, energy companies, and real estate firms.. These organizations encompass various sectors, including government bodies, financial institutions, energy companies, and real estate firms. His proficiency is further demonstrated by his numerous publications, research contributions, and a strong academic record, underscoring his commitment to advancing knowledge in his field. Dr. Faccia’s work is a testament to his dedication to enhancing the skills and knowledge of professionals across various industries globally.

Credit Information

What Students Are Saying

5.0
Student's Choice
1 reviews

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.