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Regulatory Reporting Automation Playbook

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The Problem

Every day you wrestle with manual AML reporting spreadsheets that miss deadlines, trigger regulator inquiries, and force you to redo work after each audit. The frustration of piecing together data, reconciling formats, and documenting controls eats into your operational efficiency. This playbook removes those headaches by giving you a proven, end‑to‑end automation framework.

What You Get

  • ✅ Module 1: Foundations of AML Regulatory Reporting
  • ✅ Module 2: Data Ingestion and Normalization for BSA/CTF
  • ✅ Module 3: Building the Transaction Monitoring Model
  • ✅ Module 4: Automated SAR Generation and Filing
  • ✅ Module 5: Risk‑Based Customer Due Diligence Workflow
  • ✅ Module 6: KPI Design and Dashboarding for Compliance Ops
  • ✅ Module 7: Governance, Change Management, and Audit Trail Automation
  • ✅ Module 8: Advanced Machine‑Learning Enhancements for Suspicious Activity Detection
  • ✅ Module 9: Cross‑Border Reporting and FATF Alignment
  • ✅ Module 10: Continuous Monitoring and Alert Tuning
  • ✅ Module 11: Regulatory Change Management Playbook
  • ✅ Module 12: Capstone Project - Deploy a Full‑Cycle Automated Reporting Solution
  • ✅ AML Regulatory Maturity Assessment Workbook
  • ✅ Gap Analysis Template for Existing Reporting Controls
  • ✅ Decision Framework for Automated SAR Thresholds
  • ✅ Implementation Roadmap with Milestones and Resource Allocation
  • ✅ Stakeholder Mapping Sheet for Compliance, IT, and Business Units
  • ✅ Process Runbook for End‑to‑End Transaction Monitoring
  • ✅ KPI Dashboard Excel File with Real‑Time Compliance Metrics
  • ✅ Actuarial Risk Exposure Matrix with Severity Scoring
  • ✅ Audit Checklist for Automated Reporting Validation
  • ✅ Reference Registry of Global AML Reporting Requirements
  • ✅ Quick Reference Card: SAR Filing Syntax and File Formats
  • ✅ Pro Tips Guide: Common Pitfalls in AML Automation and How to Avoid Them

How It Is Organized

The learning path starts with the 12‑module course, which builds a solid foundation before moving into advanced automation techniques. Once the concepts are mastered, you open the Implementation Toolkit. The toolkit is divided into ten practitioner journey folders, each designed to move you from planning to sustainment:

  • Getting Started - defines scope, objectives, and initial data inventory.
  • Assessment & Planning - includes the Maturity Assessment and Gap Analysis files.
  • Models & Frameworks - provides the Decision Framework and Risk Exposure Matrix.
  • Processes & Handoffs - contains the Process Runbook and Stakeholder Mapping Sheet.
  • Operations & Execution - offers the Transaction Monitoring Runbook and Automated SAR Generation templates.
  • Performance & KPIs - delivers the KPI Dashboard and Performance Scorecard.
  • Quality & Compliance - supplies the Audit Checklist and Pro Tips Guide.
  • Sustainment & Support - includes the Reference Registry and Change Management Playbook.
  • Advanced Topics - houses the Machine‑Learning Enhancements and Cross‑Border Reporting files.
  • Reference - quick‑reference cards and cheat sheets for daily use.

This Is For You If

  • You have been tasked with building an AML reporting automation program and must present a detailed implementation plan within the next quarter.
  • Your current manual reporting process generates errors that lead to regulator fines and reputational risk.
  • You need a repeatable framework to align transaction monitoring, SAR filing, and KPI reporting across multiple jurisdictions.
  • You are responsible for reducing the time spent on data reconciliation and want to free up analysts for higher‑value work.
  • You must demonstrate measurable improvements in compliance efficiency to senior leadership and auditors.

What Makes This Different

The course delivers a structured, step‑by‑step knowledge base that takes you from AML fundamentals to advanced automation, while the toolkit provides ready‑to‑fill templates that translate that knowledge into immediate action. Together they cover the entire journey from learning to doing.

Every file is built for instant use. The Instructions tab walks you through each step, the Working Template tab is pre‑populated with formulas and placeholders, and the Pro Tips tab captures hard‑won lessons from real‑world implementations, so you avoid common mistakes.

The playbook was created by a team with 25 years of combined experience in AML compliance, regulatory reporting, and financial technology. You receive a complete, end‑to‑end system rather than a collection of disjointed pieces that require additional stitching.

Get Started Today

This playbook gives you a proven, end‑to‑end system: a structured learning program that equips you with the expertise you need, and a set of implementation files that let you apply that expertise immediately. Skip months of trial‑and‑error, eliminate the need to build templates from scratch, and focus on delivering automated, compliant reporting that satisfies regulators and drives operational efficiency.