AFC Thoughts

Empowering AML Experts with Typology Design Studio for Compliance

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Tookitaki
11 Dec 2023
6 min
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In the intricate world of Anti-Money Laundering (AML) and fraud detection, the regulatory landscape is in a constant state of flux. As financial criminals evolve their tactics, so too must the regulations and strategies designed to thwart them. This ever-changing environment presents a significant challenge for compliance professionals who must navigate a labyrinth of new rules and sophisticated criminal methodologies.

Overview of the Evolving Regulatory Landscape in AML and Fraud Detection

The current regulatory landscape in AML and fraud detection is characterized by its dynamic and complex nature. With the advent of digital banking, cryptocurrencies, and cross-border transactions, regulatory bodies worldwide are continuously updating and introducing new compliance requirements.

These regulations are designed to combat an array of financial crimes, from traditional money laundering schemes to more contemporary fraud tactics involving digital assets. As a result, financial institutions find themselves grappling with the need to stay abreast of these changes, often requiring rapid adaptation and implementation of new compliance strategies.

The Need for Advanced Tools to Meet Complex Compliance Requirements

To effectively meet these evolving compliance demands, financial institutions require tools that are not only sophisticated but also flexible and responsive to change. Traditional methods and systems, which often rely on static rules and historical data, are proving inadequate in the face of modern financial crimes. There is a growing recognition that combating financial crime in today's digital age requires innovative approaches, powered by advanced technology and adaptable methodologies.

Introducing the Typology Design Studio

In response to these challenges, the Typology Design Studio emerges as a groundbreaking tool in the arsenal of AML compliance. This innovative platform is designed to empower AML experts with the ability to create, modify, and implement custom typologies tailored to specific regulatory requirements and emerging financial crime trends.

What is the Typology Design Studio?

The Typology Design Studio is a state-of-the-art solution that enables the development of bespoke typologies. These typologies are sophisticated models that represent specific patterns of financial behavior, both legitimate and suspicious. Unlike traditional rule-based systems, typologies created in the Design Studio are dynamic and can be quickly adapted to reflect changes in the regulatory landscape or the emergence of new financial crime methodologies.

Its Role in Enhancing Regulatory Compliance for AML Experts

The Typology Design Studio plays a crucial role in enhancing regulatory compliance. By providing AML professionals with the tools to develop custom typologies, it ensures that financial institutions can respond swiftly and effectively to new regulations. This proactive approach to compliance not only helps in meeting regulatory requirements but also in staying one step ahead of financial criminals.

Key Features of the Typology Design Studio

The Typology Design Studio boasts several key features that make it an indispensable tool for AML experts. These include a user-friendly interface that allows for the intuitive creation and modification of typologies, a threshold-free approach that focuses on behavioral patterns rather than static rules, and robust privacy protection mechanisms that ensure sensitive financial data remains secure.

In the following sections, we will delve deeper into how the Typology Design Studio addresses specific regulatory requirements, its threshold-free approach, and its role in fostering collaboration within the AFC Ecosystem.

Custom Typologies: Addressing Specific Regulatory Requirements

In the realm of AML compliance, the ability to swiftly adapt to regulatory changes is not just an advantage; it's a necessity. Custom typologies, a cornerstone feature of the Typology Design Studio, are instrumental in achieving this adaptability. They represent a significant leap forward from traditional, one-size-fits-all compliance solutions.

Illustration of a Typology

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The Concept of Custom Typologies in AML Compliance

Custom typologies are tailored behavioral models designed to detect specific patterns of financial activity that may indicate money laundering or fraud. Unlike standard rule-based systems, these typologies are crafted to align with the unique needs, risks, and regulatory requirements of each financial institution. They are dynamic, allowing for continuous refinement and adjustment in response to evolving criminal tactics and regulatory landscapes. This bespoke approach ensures that compliance strategies are not only effective but also highly relevant to the specific operational context of the institution.

Benefits of Using Custom Typologies for Regulatory Adherence

  • Enhanced Precision and Relevance: Custom typologies are designed with the specific regulatory environment and risk profile of an institution in mind, leading to more precise and relevant monitoring.
  • Flexibility and Scalability: As regulations evolve, custom typologies can be quickly adjusted, ensuring that compliance strategies remain up-to-date and effective.
  • Reduced False Positives: By focusing on specific behavioral patterns, custom typologies can more accurately distinguish between legitimate and suspicious activities, reducing the burden of false positives on compliance teams.
  • Proactive Risk Management: Custom typologies allow institutions to anticipate and prepare for regulatory changes, positioning them as proactive rather than reactive in their compliance efforts.

In summary, custom typologies represent a transformative approach in AML compliance, offering a tailored, flexible, and effective solution for meeting the complex and ever-changing regulatory requirements faced by financial institutions.

Threshold-Free Approach and Privacy Protection

The Typology Design Studio's innovative approach to AML compliance transcends traditional methods, introducing a threshold-free approach that significantly enhances detection accuracy while upholding the highest standards of privacy protection.

Explaining the Threshold-Free Approach in Typology Design

In conventional AML systems, thresholds are predefined limits or criteria that, when met or exceeded, trigger alerts for potential suspicious activities. However, this method often results in a high volume of false positives and can miss nuanced or evolving types of financial crime.

The threshold-free approach, on the other hand, focuses on behavioral patterns and anomalies rather than static numerical thresholds. This method allows for the identification of suspicious activities based on the context and relational patterns of transactions, rather than solely on transaction amounts or frequencies.

How This Approach Aids in More Accurate Detection and Compliance

  • Contextual Analysis: By analyzing the broader context of transactions, the threshold-free approach can uncover complex money laundering schemes that might not trigger traditional threshold-based alerts.
  • Adaptability to Emerging Trends: This approach is inherently more flexible, allowing institutions to quickly adapt their monitoring systems to new types of financial crime and regulatory changes.
  • Reduction in False Positives: By focusing on patterns and behaviours, the system can more accurately differentiate between legitimate transactions and those that warrant further investigation, thereby reducing the workload associated with investigating false alerts.

Ensuring Privacy Protection in the Design and Application of Typologies

  • Data Anonymization: The Typology Design Studio ensures that all personal and sensitive data is anonymized in the process of typology creation and application. This means that identifiable information is removed or altered to prevent the tracing back to an individual.
  • Secure Data Handling: The platform employs advanced security measures to protect data integrity and confidentiality, ensuring that all information is handled in compliance with global data protection regulations.
  • Non-Invasive Monitoring: The focus on behavioral patterns, rather than personal data, ensures that monitoring is non-invasive, respecting customer privacy while effectively identifying potential risks.

In summary, the threshold-free approach combined with stringent privacy protection measures positions the Typology Design Studio as a cutting-edge tool in AML compliance. It offers a more accurate, flexible, and privacy-conscious alternative to traditional, threshold-based systems, aligning with the evolving needs of modern financial institutions.

Fostering Collaboration in the AFC Ecosystem

The Typology Design Studio, a pivotal component of the AFC Ecosystem, plays a crucial role in fostering collaboration among compliance experts, financial institutions, and regulatory bodies. This collaborative environment is essential for developing innovative and effective AML strategies.

The Role of Typology Design Studio in Promoting Collaborative Efforts

The Typology Design Studio serves as a collaborative platform where AML experts can share insights, typologies, and best practices. This sharing of knowledge and resources enables institutions to benefit from a collective intelligence, far greater than what any single entity could achieve alone.

  • Shared Development of Typologies: Experts from various institutions can co-create and refine typologies, pooling their expertise to address complex regulatory challenges.
  • Knowledge Exchange: The platform facilitates the exchange of insights and experiences, allowing members to learn from each other’s successes and challenges.
  • Standardization of Best Practices: By collaborating, institutions can work towards standardizing best practices in AML compliance, ensuring a unified approach to combating financial crime.

The Impact of Collaboration on Enhancing AML Compliance and Innovation

  • Enhanced Compliance Efficiency: Collaboration leads to the sharing of best practices and innovative solutions, significantly enhancing the efficiency and effectiveness of AML compliance efforts.
  • Innovation in AML Strategies: The collective brainstorming and problem-solving fostered by the platform drive innovation in AML strategies, leading to the development of more sophisticated and effective typologies.
  • Adaptability to Regulatory Changes: Collaborative efforts ensure that institutions can quickly adapt to regulatory changes, as they benefit from a shared understanding and rapid dissemination of information.

In conclusion, the Typology Design Studio within the AFC Ecosystem is not just a tool for creating custom typologies; it's a catalyst for collaboration, innovation, and enhanced compliance. By bringing together the collective expertise and experiences of its members, the platform plays a vital role in advancing the fight against financial crime.

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The Future of AML Compliance with Advanced Tools like Typology Design Studio

Looking ahead, the future of AML compliance seems poised for further transformation. Tools like the Typology Design Studio represent the next wave of innovation in financial security – one that leverages advanced technology, collaborative intelligence, and adaptive strategies to stay ahead of increasingly sophisticated financial crimes. As regulatory landscapes continue to evolve and financial transactions become more complex, the need for such advanced tools will only grow more pronounced.

For AML professionals, enthusiasts, and institutions, this is an invitation to be part of a pioneering movement. By joining the AFC Ecosystem and utilizing the Typology Design Studio, you can contribute to, and benefit from, a collective effort to redefine the standards of AML compliance. Whether it's through developing new typologies, sharing insights, or collaborating on innovative solutions, your participation can make a significant impact in the ongoing battle against financial crime.

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Our Thought Leadership Guides

AFC Thoughts
18 Jul 2024
4 min
read

Typology Tales July 2024: Account Takeover Surveillance

We are pleased to share the latest edition of "Typology Tales" for July 2024. This edition highlights the new typologies that our Anti-Financial Crime (AFC) community has carefully analysed and selected. Our community's collective efforts are crucial in staying ahead of evolving financial crime threats, and we are grateful for your continued participation and contributions.

AFC Community’s Role

Each month, our dedicated AFC community comes together to analyze and evaluate newly created typologies, selecting those that can significantly enhance the ecosystem's ability to prevent and combat financial crime. The typologies chosen for publication are those that offer the most promise in terms of effectiveness and applicability across various scenarios.

Key Highlights from July 2024 

These typologies have been meticulously curated to ensure they provide robust and actionable insights, ultimately helping to safeguard the financial ecosystem.

Theme of the Month: Account Takeover Fraud (ATO)

Theme of the month

Account takeover fraud (ATO) is a type of cybercrime where unauthorised people access a user's account and use it for harmful purposes. This dangerous activity has increased significantly in recent times, posing a growing threat to both individuals and organisations. 

In this edition...

In this edition of Typology Tales, we delve into two typologies that compliance professionals can incorporate into their transaction fraud monitoring systems to proactively prevent account takeover in real time.

Typology 1: Surge in Multi-Party Transactions in Sizeable Values

Typology-multiple counterparty

A pattern of multiple parties making high-value transactions with one entity in a short period of  time suggests possible account takeover fraud. This requires a strategic review of transaction behaviours.

How It Works

  • The typology monitors transactions involving a single customer who receives or transfers funds with multiple parties within a short time span.
  • To identify potential account takeover risks, the typology groups transactions by the unique identifiers of senders and receivers within a specified time frame. By tracking these identifiers over a defined period, it can determine how many different parties have transacted with a particular entity.

  • Simultaneously, the typology aggregates the transaction amounts linked to unique senders and receivers.

  • It flags any entity that engages in transactions with a large number of different parties and exceeds a cumulative transaction threshold. This signals potential account takeover risks due to unauthorised access and high-value transactions.

Typology 2: Monitoring High-Value Transactions Across Multiple Payment Modes

15 - 2024 July Edition TT Typology tales-1-1-1-1

Financial institutions may implement advanced monitoring to detect high-value transactions between senders and receivers through various modes, aiming to uncover potential account takeover fraud.

How It Works

  • To effectively oversee the flow of funds, the typology tracks and aggregates transaction amounts based on the mode of transfer.
  • Transaction amounts, including those made through cash or alternative payments, are further aggregated by the unique identifiers of the sender and receiver over a specific period.
  • Entities showing high-value transactions across multiple payment modes over specified time frames are potentially flagged as suspicious. This increased activity may indicate that an account has been compromised and is being used to funnel funds illegally.

From the Media: Account Takeover Attacks Overtake Ransomware as Leading Security Concern

Research by cybersecurity firm Abnormal Security highlights that account takeover (ATO) attacks have become a top concern for security leaders. The 2024 State of Cloud Account Takeover Attacks report reveals that 83% of organisations experienced at least one ATO incident in the past year. 

Over 75% of security leaders rank ATOs among the top four global cyber threats, with nearly 50% facing more than five incidents annually and around 20% encountering over ten incidents. ATOs are now considered more significant than other threats such as spear phishing and ransomware.

Read More

Unite in the Fight Against Financial Crime

Financial crime is a pervasive issue that requires a collective, centralised approach to intelligence gathering. That's why we have created the Anti-Financial Crime (AFC) Ecosystem, a network of experts who work together to share knowledge and develop strategies for combating financial crime.

If you are an AFC expert, we invite you to join our efforts and help us grow the AFC Ecosystem. And if you know any other AFC experts, please refer them to us so we can continue to expand and strengthen our network. Together, we can make a real difference in the fight against financial crime.

Typology Tales July 2024: Account Takeover Surveillance
AFC Thoughts
01 Jul 2024
3 min
read

Account Takeover Fraud: Monitoring Entities Incorporated Long Back

In the evolving landscape of financial crime, financial institutions need to intensify their scrutiny of transactions from entities with a long history of incorporation but sporadic or recent activity. This increased vigilance aims to detect and thwart potential account takeover fraud within savings accounts, ensuring the safety and integrity of financial systems.

Given below is a typology from Tookitaki's AFC Ecosystem. It details how to ensure your monitoring system triggers alerts transactions from entities with a long history of incorporation

Understanding the Typology

Setting Up Entity Historical Profiles

Financial institutions employ a function known as the "Incorporation Date of the Entity" to track and record the incorporation dates and transaction activities of entities. This function helps identify entities that have been established long ago but have shown recent or sudden transaction activities, which could be indicative of fraud.

Function Configuration and Data Aggregation

  • Aggregate Fields: The system aggregates data on 'sender incorporation date' and 'receiver incorporation date.'
  • Aggregate Function: Using the collect_set function, the system compiles a unique set of incorporation dates for each sender and receiver, providing a comprehensive historical perspective of each entity's transaction timeline.
  • Group By: Transactions are grouped by unique identifiers like 'sender_hashcode' and 'receiver_hashcode,' linking each entity’s transaction history to specific account profiles.

Monitoring and Anomaly Detection

The system continuously monitors the transaction activities of these entities, comparing current transactions against historical data. Entities that have shown no or minimal transaction activities for a significant period since their incorporation are closely watched. A sudden spike in transactions, especially those of significant volume or frequency, triggers an alert. This scrutiny is particularly heightened if the entity's previous activity has been minimal or non-existent for years.

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Flagging and Review Process

Transactions involving long-dormant entities resuming activity are flagged as high-risk. These flagged transactions undergo a detailed review to ascertain the legitimacy of the activity and to rule out any potential account takeover or other fraudulent intentions.

Investigative Measures

For flagged transactions, financial institutions conduct thorough investigations involving:

  • Background Checks: Verifying the entity's background.
  • Transaction Legitimacy: Confirming the legitimacy of the transaction.
  • Entity Ownership: Ensuring the entity's ownership and operational status.

Preventative Actions and Customer Interaction

If fraudulent activity is confirmed, financial institutions take immediate steps to:

  • Block further transactions.
  • Secure the affected accounts.
  • Possibly reverse fraudulent transactions.
  • Contact entity representatives for further clarification and to ensure all parties are informed of the situation.

Compliance and Reporting Obligations

All suspicious activities are documented and reported in compliance with regulatory requirements. This ensures that the institution remains compliant with anti-fraud regulations and aids in broader efforts to combat financial crime.

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Enhancement of Monitoring Systems

Based on findings and trends observed from monitoring these entities, financial institutions continually refine their detection algorithms and update their monitoring systems to better identify and prevent potential fraud.

By closely monitoring the activities of entities incorporated long ago but recently active, banks can effectively spot unusual patterns that may indicate fraudulent activities, such as account takeovers. This proactive approach helps safeguard customer assets and maintain the integrity of the financial system.

Final Thoughts

Financial institutions must remain vigilant and proactive in monitoring and analyzing transaction activities, especially those involving historically dormant entities. This typology, sourced from Tookitaki's AFC Ecosystem, highlights the importance of advanced monitoring techniques in detecting potential fraud.

We encourage anti-financial crime professionals to join the AFC Ecosystem to access unique typologies and leverage community-driven insights for enhanced fraud detection and prevention. Together, we can strengthen our defenses against financial crime and protect the integrity of our financial systems.

Account Takeover Fraud: Monitoring Entities Incorporated Long Back
AFC Thoughts
22 May 2024
3 min
read

The Globalization of Fraud: The Rise of Transnational Scams

In an increasingly interconnected world, the borders that once confined criminal activities are rapidly dissolving, aided by the rise of digitalisation and the pervasive reach of online platforms. The stark reality we face today is a landscape where fraudsters exploit digital payment systems to target individuals across the globe, particularly in the Asia-Pacific region. Organised fraud syndicates are not just local threats; they operate on an international scale, executing sophisticated scams that often outpace current preventative measures.

Case Study: A Transnational Crackdown on Job Scams

On 20 March 2024, a significant breakthrough came when the Commercial Affairs Department (CAD) of the Singapore Police Force and the Bukit Aman Commercial Crime Investigation Department of the Royal Malaysia Police joined forces in Kuala Lumpur. This joint operation was the culmination of extensive cross-border investigative efforts aimed at dismantling a formidable job scam syndicate.

Between October 2023 and January 2024, this syndicate deceived over 3,000 individuals, accumulating illicit gains of approximately $45.7 million. These scams primarily targeted Singaporeans, promising lucrative job opportunities that required victims to make upfront payments or divulge sensitive information under the guise of securing employment. The rapid escalation of these scams prompted an intensive collaborative investigation, which eventually led to the arrest of five Malaysians involved in laundering the proceeds from these fraudulent activities.

This operation not only highlights the severity and reach of transnational scams but also underscores the urgent need for global cooperation and shared strategies to combat these crimes effectively.

Job Scam

The Imperative of a Collaborative Approach

As we witness a surge in transnational fraud, the isolation of financial institutions in their silos makes them particularly vulnerable. The complexity and rapid adaptation of fraud strategies require that defences be equally dynamic and interconnected.

Collective Intelligence and Shared Responsibility

To counteract the evolving menace of cross-border fraud effectively, a collaborative approach is indispensable. The AFC Ecosystem initiative represents a commitment to fostering industry-wide cooperation and information sharing. Through this collective intelligence, we aim to establish a robust defence mechanism that not only identifies but also anticipates fraudulent activities, ensuring safe and secure societies. This shared responsibility is vital in creating an impenetrable barrier against the sophisticated mechanisms of modern financial criminals.

Considering the Typology of the AFC Ecosystem

Drawing from the AFC Ecosystem's insights, let's delve into the typology of transnational job scams. This framework is instrumental in understanding how these frauds operate and what measures can be employed to thwart their attempts.

Detailed Analysis of the Typology

Transnational job scams represent a highly organized and rapidly proliferating threat that exploits the aspirations of job seekers worldwide. These scams are not just about deceit regarding employment opportunities but involve intricate financial manipulations that siphon funds across international borders.

Operational Mechanics

  • Initial Recruitment: The scam begins with contact through social media or other digital platforms, where victims are lured with high-return, low-effort job offers.
  • Deceptive Promises: The roles are advertised as lucrative yet simple enough to attract a wide demographic, from students to the unemployed.
  • Financial Prerequisites: Victims are persuaded to make upfront payments or provide personal information as a part of the onboarding process.
  • Expeditious Expansion: To maximize profits before any potential crackdown, these operations quickly scale and replicate across various regions.

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Granular Red Flags and Risk Indicators

To effectively monitor and prevent these scams, it is crucial to recognise the following detailed risk indicators:

  • Value: Transactions often involve small amounts that are usually perceived as low-risk by victims, making them less likely to raise immediate alarms.
  • Volume: A high frequency of transactions complicates tracking and analysis, as the sheer number of transactions can overwhelm standard monitoring systems.
  • Velocity: The rapid succession of payments, coupled with potential chargebacks or cancellations, creates a chaotic financial trail that is difficult to follow.
  • Channels: Scammers predominantly use digital payment platforms, online banking, and occasionally cryptocurrencies to maintain anonymity and complicate tracing.
  • Anonymity: There is often a mismatch between beneficiary details and the purported employer, signalling a red flag for transactions.
  • Recurrence: Victims are frequently solicited for multiple payments under various pretexts, each justified as necessary for job commencement or continuation.
  • High-risk Geos: Payments are directed to accounts in high-risk jurisdictions or to those that are otherwise unrelated or suspicious, lacking any logical connection to the job or employer.
  • Geographical Inconsistencies: The involved countries often have no direct connection to the alleged job or employer, exploiting the complexities of international law and jurisdictional boundaries.

Harnessing Collective Efforts for Enhanced Security

The fight against transnational fraud is not a battle that can be won in isolation. It requires the concerted efforts of financial institutions, regulatory bodies, law enforcement, and the public. By adopting the typology provided by the AFC Ecosystem and vigilantly monitoring the detailed risk indicators, we can forge a path towards a more secure and resilient financial environment. This collective approach is our best defense against the sophisticated and ever-evolving landscape of global fraud.

The Globalization of Fraud: The Rise of Transnational Scams