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Hidden Markov Models for Earnings-Management Regime Detection in Public-Company Financials

by Noah Green CPA CFE | Mar 26, 2026 | DD Tech Lab

The first-order Markov framework from First-Order Markov Modeling for Transaction-Stream Analysis in Audit assumes the auditor can observe the state directly, an account class touched by a journal entry, a reconciliation status, a transaction counterparty. For...

Foundry Ontology Design for Counterparty Risk Investigations

by Noah Green CPA CFE | Mar 25, 2026 | DD Tech Lab

A counterparty-risk investigation at a large financial institution does not begin with a question about a counterparty. It begins with the institution rebuilding its understanding of the counterparty from data scattered across systems that were never designed to be...

Schema Design for Sanctions Screening: Modeling the OFAC SDN List as a Knowledge Graph for Real-Time DD Lookups

by Noah Green CPA CFE | Mar 24, 2026 | DD Tech Lab

The U.S. Treasury’s Office of Foreign Assets Control publishes the Specially Designated Nationals and Blocked Persons (SDN) list as XML and CSV files containing tens of thousands of entries: individuals, entities, vessels, and aircraft subject to sanctions. The...

Linear Regression for Outlier Detection in Excel: Building the Standardized-Residual Workpaper for Expense-Account Analytics

by Noah Green CPA CFE | Mar 23, 2026 | DD Tech Lab

When utility costs scale with square footage, sales commissions track revenue, or freight charges follow tonnage shipped, the auditor needs more than ratio analysis to spot anomalies. PCAOB AS 2305.15 explicitly endorses detailed expectations over broad comparisons:...

Cypher Patterns for Transaction-Graph Anomaly Detection: Round-Tripping, Layering, and the Cycle-Structure Diagnostic

by Noah Green CPA CFE | Mar 22, 2026 | DD Tech Lab

The From Beneficial-Ownership Lists to Cypher: A Practical Knowledge-Graph Setup for Due Diligence article used a graph to model ownership, relatively static data, where the diagnostic question is path traversal under a regulatory threshold. Transaction graphs are...
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