Produktbild: Anti-Money Laundering Transaction Monitoring Systems Implementation

Anti-Money Laundering Transaction Monitoring Systems Implementation Finding Anomalies

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Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

18.02.2021

Verlag

John Wiley & Sons

Seitenzahl

304

Maße (L/B/H)

23,5/15,7/2,1 cm

Gewicht

598 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-38180-8

Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

18.02.2021

Verlag

John Wiley & Sons

Seitenzahl

304

Maße (L/B/H)

23,5/15,7/2,1 cm

Gewicht

598 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-38180-8

Herstelleradresse

Libri GmbH
Europaallee 1
36244 Bad Hersfeld
DE

Email: gpsr@libri.de

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  • Produktbild: Anti-Money Laundering Transaction Monitoring Systems Implementation
  • About the Authors xiii

    Acknowledgments xv

    Preface xvii

    Chapter 1 An Introduction to Anti-Money Laundering 1

    The Emergence of AML 2

    AML as a Compliance Domain 5

    The Objectives of AML 9

    Regulatory Reporting 9

    Corporate Citizenship versus Profitability 10

    About True and False Positives and Negatives 11

    The Evolution of Automated Transaction Monitoring 15

    From Rule-Based to Risk-Based 17

    From Static to More Dynamic Transaction Monitoring 22

    Latest Trends: Machine Learning and Artificial Intelligence 26

    Latest Trends: Blockchain 29

    Risk-Based Granularity and Statistical Relevance 34

    Summary 36

    Chapter 2 Transaction Monitoring in Different Businesses 39

    Banking 43

    Correspondent Banking 46

    Banking - Trade Finance 49

    Banking - Credit Card 60

    Insurance 60

    Securities 63

    Stored Value Facilities (SVFs) 66

    Casinos and Online Gambling 68

    Lottery and Jockey Club 70

    Other Businesses 72

    Summary 72

    Chapter 3 The Importance of Data 75

    ETL: Extract, Transform, and Load 76

    Extract: Data Availability and Sourcing 77

    Transform: Data Quality, Conversion, and Repair 80

    Data Load and Further Processing 89

    Loading of the Data 89

    Data Lineage 92

    Multiple ETLs 92

    Summary 93

    Chapter 4 Typical Scenario Elements 95

    Transaction Types 96

    Actionable Entity 100

    Scenario Parameters 106

    Use of Maximum Instead of Minimum Value Threshold 108

    Threshold per Customer 109

    Pre-Computing Data 110

    Timeliness of Alerts 112

    Use of Ratios 114

    Ratio as Degree of Change/Similarity 117

    Ratio as Proportion 119

    Other Common Issues 120

    Chapter 5 Scenarios in Detail 121

    Large Aggregate Value 122

    Unexpected Transaction 123

    High Velocity/Turnover 129

    Turnaround/Round-Tripping 132

    Structuring 136

    Early Termination/Quick Reciprocal Action 141

    Watchlist 141

    Common Specifications across Unrelated Entities 142

    Involving Unrelated Third Party 144

    One-to-Many 144

    Transacting Just below Reporting Threshold 145

    Chapter 6 The Selection of Scenarios 147

    Selecting Scenarios 148

    Regulatory Requirements 148

    Business Drivers 150

    Data Quality and Availability of Reference Data 152

    Maintenance of the Scenario Repository 152

    How Specific should a Scenario Rule Be? 153

    Overlapping Scenario Rules 155

    Summary 156

    Chapter 7 Entity Resolution and Watchlist Matching 157

    Entity Resolution 158

    Watchlists 161

    Summary 184

    Chapter 8 Customer Segmentation 185

    The Need for Segmenting Customers 186

    Approaches to Segmentation 188

    Overview of Segmentation Steps 191

    Organizational Profiling 193

    Common Segmentation Dimensions 195

    Considerations in Defining Segments 197

    Check Source Data for Segmentation 199

    Verify with Statistical Analysis 200

    Ongoing Monitoring 205

    Change of Segmentation 205

    Summary 207

    Chapter 9 Scenario Threshold Tuning 209

    The Need for Tuning 210

    Parameters and Thresholds 210

    True versus False, Positive versus Negative 212

    Cost 213

    Adapting to the Environment 214

    Relatively Simple Ways to Tune Thresholds 215

    Objective of Scenario Threshold Tuning 216

    Increasing Alert Productivity 216

    Definition of a Productive Alert 219

    Use of Thresholds in Different Kinds of Scenario Rules 220

    Regulation-Driven Rules 220

    Statistical Outlier 221

    Insignificance Threshold 225

    Safety-Blanket Rules 225

    Combining Parameters 226

    Steps for Threshold Tuning 228

    Preparation of Analysis Data 234

    Scope of Data 234

    Data Columns 234

    Quick and Easy Approach 237

    Analysis of Dates 238

    Stratified Sampling 239

    Statistical Analysis of Each Tunable Scenario Threshold Variable 239

    Population Distribution Table by Percentile (Ranking Analysis) 244

    Distribution Diagram Compressed as a Single Line 245

    Multiple Peaks 246

    Zeros 246

    Above-the-Line Analysis and Below-the-Line Analysis 247

    Above-the-Line Analysis 247

    Below-the-Line Analysis 249

    Use of Scatter plots and Interactions between Parameter Variables 251

    Binary Search 258

    What-If Tests and Mock Investigation 260

    What-If Tests 260

    Sample Comparisons of What-If Tests 261

    Qualifying Results of What-If Tests 262

    Scenario Review Report 263

    Scenario Review Approach 268

    Scenario Review Results 268

    Summary 274

    Index 277