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Stochastic Volatility Models for Restatement-Timing Anomalies

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

Public-company restatements do not arrive at a constant rate. They cluster, temporally (Sarbanes-Oxley wave 2004-2006, financial-crisis wave 2008-2010, revenue-recognition-standard wave 2018-2019) and cross-sectionally (industries with similar accounting complexity...

Loading and Maintaining Production-Scale DD Graphs: APOC Procedures, Bulk Loading, Index Strategy, and Memory Tuning

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

The Neo4j sub-series up to this point has lived in the data-modeling and query-design layer. The methodology is correct; the queries make sense; the worked examples run in seconds. Production operation is a different problem. A DD firm whose ownership-and-transaction...

The Augusta Rule: legal, legitimate, but used wrong by most advisors who recommend it

by Noah Green CPA CFE | Apr 21, 2026 | Small Business & 1099 Reality

A consulting-firm owner’s tax advisor recommends the “Augusta Rule” strategy: have your S-Corp rent your personal residence for 14 days a year for board meetings, expense the rent at the corporate level, and exclude the rental income on your personal...

Round-Number Bias and Threshold-Avoidance Pattern Detection: When Approval Limits Drive the Distribution

by Noah Green CPA CFE | Apr 20, 2026 | DD Tech Lab

A disbursement file containing 5,250 vendor payments reveals its control architecture through statistical anomalies. The auditor observes 285 payments clustered in the narrow $9,500, $9,999 range while only 42 payments appear in the adjacent $10,000, $10,499 range, an...

Graph-Based Wash-Sale and Layering Detection in Securities Transactions

by Noah Green CPA CFE | Apr 19, 2026 | DD Tech Lab

The Cypher Patterns for Transaction-Graph Anomaly Detection article in this sub-series introduced cycle detection on transaction graphs for round-tripping, a payment that returns to its originator through one or more intermediaries. This article extends the...
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