insights

Think Transparently

Stay ahead with AI-powered insights on accounting risks and opportunities

How the Wirecard scandal happened: Case study

How the Wirecard scandal happened, how the company got away with it, and how an AI fraud-detection system might have prevented it.
Using AI to build a thematic stock portfolio
Discover how Transparently's AI-powered risk engine can help investors build higher-quality thematic portfolios by identifying companies with strong accounting.
Mark Jolley
July 16, 2025
Can Transparently's risk engine generate alpha?
Discover how the Transparently Risk Engine uses AI to detect accounting manipulation and generate alpha. Learn how avoiding high-risk companies leads to increased returns.
Mark Jolley
July 9, 2025
Improper capitalization of expenses: Five infamous cases from Worldcom to Satyam
Uncover 5 infamous cases of improper expense capitalization, from WorldCom to Satyam. Learn how accounting manipulation can lead to corporate collapse.
Mark Jolley
June 27, 2025
The BF Borgers scandal: What 1,500 sham audits reveal about financial oversight
The BF Borgers "sham audit mill" reveals systemic fabrication and the failure of traditional safeguards. Learn why AI-driven oversight is crucial to prevent future scandals.
Hamish Macalister
June 19, 2025
Casino Group scandal: Warning signs from the company’s accounts
Learn about the Casino Group scandal and accounting issues flagged by the Transparently Risk Engine. Discover the market manipulation charges against its former CEO.
Mark Jolley
June 11, 2025
Off-balance-sheet mischief: Enron, Satyam and other big scandals
Explore famous examples of improper off-balance-sheet transactions including Enron, Satyam and Olympus. Learn how these cases impacted investors and markets.
Mark Jolley
June 5, 2025

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Transparently Manipulation Risk Engine

Dr. Hamish Macalister

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