{"product_id":"aml-transaction-monitoring-decision-frameworks-konstantin-titov-9798249880460","title":"AML Transaction Monitoring Decision Frameworks: Risk-Based Models for Smarter Monitoring Decisions","description":"\u003cp\u003e\u003cb\u003eAML Transaction Monitoring Decision Frameworks\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eRisk-Based Models for Smarter Monitoring Decisions\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eMost transaction monitoring programs generate alerts.\u003c\/p\u003e\u003cp\u003eVery few generate consistent, defensible decisions.\u003c\/p\u003e\u003cp\u003eAML Transaction Monitoring Decision Frameworks is not an exam-prep guide and not a collection of generic red flags. It is a structured exploration of how modern monitoring programs should think, design, and decide.\u003c\/p\u003e\u003cp\u003eThis book addresses the real operational challenge inside financial institutions: how to translate risk appetite, product exposure, customer behavior, and geographic complexity into clear monitoring logic that survives audit, QA review, and regulatory scrutiny.\u003c\/p\u003e\u003cp\u003eInside, readers will explore: \u003c\/p\u003e\u003cp\u003e- How to move from alert-chasing to exposure-based thinking\u003cbr\u003e- Why customer risk labels alone fail without product and capability mapping\u003cbr\u003e- The hidden weaknesses in threshold-driven monitoring\u003cbr\u003e- How speed, opacity, reach, and reversibility shape abuse paths\u003cbr\u003e- The difference between model logic and defensible decision logic\u003cbr\u003e- How to build consistent escalation standards across teams\u003cbr\u003e- Why inconsistent reasoning-not missed criminals-is the true regulatory risk\u003c\/p\u003e\u003cp\u003eRather than focusing on surface-level typologies, this book dives into the architecture behind monitoring systems: \u003c\/p\u003e\u003cp\u003eRisk layering (inherent risk, behavioral risk, control risk)\u003cbr\u003eProduct capability analysis and abuse path identification\u003cbr\u003eDecision criteria design that reduces subjectivity\u003cbr\u003eSegmentation discipline and threshold strategy\u003cbr\u003eGovernance alignment between model owners, analysts, and QA\u003c\/p\u003e\u003cp\u003eEach chapter challenges common assumptions that quietly weaken monitoring programs-such as equating high alert volume with strong control, or treating \"plausible\" explanations as evidence.\u003c\/p\u003e\u003cp\u003eThe central premise is simple but uncomfortable: \u003c\/p\u003e\u003cp\u003eAn alert is not proof of suspicion.\u003cbr\u003eIt is a measurement event.\u003c\/p\u003e\u003cp\u003eA strong monitoring program is defined not by how many alerts it clears or how many SARs it files, but by whether its decisions are consistent, documented, risk-aligned, and defensible under pressure.\u003c\/p\u003e\u003cp\u003eThis book is written for: \u003c\/p\u003e\u003cp\u003e- Transaction monitoring analysts seeking to understand the \"why\" behind alert logic\u003cbr\u003e- Senior analysts and team leads responsible for escalation decisions\u003cbr\u003e- QA and validation professionals reviewing case consistency\u003cbr\u003e- AML managers redesigning monitoring frameworks\u003cbr\u003e- Compliance leaders strengthening governance and defensibility\u003c\/p\u003e\u003cp\u003eIt is particularly valuable for professionals working in banks, fintech platforms, payment institutions, correspondent banking environments, and cross-border transaction ecosystems.\u003c\/p\u003e\u003cp\u003eThis is not a checklist manual.\u003c\/p\u003e\u003cp\u003eIt is a discipline manual.\u003c\/p\u003e\u003cp\u003eReaders will walk away with a clearer mental model of how monitoring systems should be structured, how decision criteria should be defined, and how to reduce operational noise without creating blind spots.\u003c\/p\u003e\u003cp\u003eIn environments where regulatory expectations continue to rise and financial crime typologies evolve rapidly, monitoring programs must mature beyond throughput metrics and reactive tuning.\u003c\/p\u003e\u003cp\u003eThey must become coherent systems of risk-based judgment.\u003c\/p\u003e\u003cp\u003eAML Transaction Monitoring Decision Frameworks provides the conceptual foundation and operational clarity required to make that transition.\u003c\/p\u003e\u003cp\u003eBuilt for real monitoring floors. Designed for modern financial crime operations.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Konstantin Titov\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798249880460\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/25\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 158\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.48lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.34d","brand":"Konstantin Titov","offers":[{"title":"Paperback","offer_id":49084097200383,"sku":"9798249880460","price":49.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/aml-transaction-monitoring-decision-frameworks-konstantin-titov-9798249880460","provider":"WR Book House","version":"1.0","type":"link"}