Anti-Money Laundering Transaction Monitoring Systems Implementation: Finding Anomalies

Practical AML implementation, not theory for theory’s sake

Anti-Money Laundering Transaction Monitoring Systems Implementation: Finding Anomalies is built for readers who need to understand how AML monitoring actually works once it leaves the whiteboard. This Wiley and SAS Business Series title focuses on the moving parts behind transaction monitoring systems: scenario design, data preparation, entity resolution, watchlist matching, customer segmentation, and threshold tuning.

What makes the book especially useful is its implementation-minded approach. It does not simply describe compliance requirements in the abstract; it looks at the practical decisions that shape alert quality, false positives, and the detection of unusual behavior across different business settings.

What the book covers

• The evolution of automated transaction monitoring from rule-based to more dynamic approaches
• How AML monitoring differs across banking, trade finance, insurance, securities, casinos, and other businesses
• Why data quality, ETL, and data lineage matter in monitoring performance
• Scenario elements and common transaction-monitoring patterns such as structuring, round-tripping, and watchlist checks
• Segmentation and threshold tuning as ongoing parts of effective AML operations

A strong fit for compliance and analytics teams

The book is likely to be most relevant to bank compliance teams, AML practitioners, data and IT professionals, and analysts involved in building or maintaining monitoring systems. It also offers a useful bridge between business requirements and technical implementation, which can be especially helpful when a monitoring program needs to be explained to both operational and technical stakeholders.

Why it stands out

Many AML resources focus on policy or regulation alone. This one keeps returning to implementation choices and their consequences, especially where data, scenario logic, and tuning affect whether a system produces useful alerts. If you are looking for a detailed, workmanlike guide to the mechanics of AML transaction monitoring, this is the right kind of book for the shelf.