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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...

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...

Temporal Graph Patterns: Modeling Ownership Changes, Entity Lifecycle, and Beneficial-Owner Transitions Over Time

by Noah Green CPA CFE | Apr 17, 2026 | DD Tech Lab

A static ownership graph answers “who owns what”, present tense, single snapshot. For most regulatory and audit work, that is the wrong question. FinCEN’s Beneficial Ownership Information rule (31 CFR §1010.380) requires reporting companies to update...

Markov Decision Processes for Risk-Based Audit Sampling Under Cost-of-Type-II Constraints

by Noah Green CPA CFE | Apr 16, 2026 | DD Tech Lab

Risk-based audit sampling under PCAOB AS 2315 directs the engagement team to allocate substantive procedures toward higher-risk accounts. The continuous version of that decision, how heavily, in what sequence, with what update rule as new evidence arrives, is a...

Community Detection for Related-Party Cluster Identification: Louvain, Label Propagation, and Their Audit Use

by Noah Green CPA CFE | Apr 15, 2026 | DD Tech Lab

PCAOB AS 2410 requires the auditor to obtain an understanding of the entity’s related-party relationships and transactions. Management’s representation is the starting point; auditor-side procedures extend it through inquiry, document review, and, for...
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