Economic Crime Schemes – RAHN CASE STUDY ISSUE NO.1-2022

Financial Crimes Governance Documents Introduction to Financial/ Economic Crime Schemes-SA and Internationally Focused Studies

The aim of the Rahn Consolidated articles and case studies is to socialise and acclimatise economic participants to economic crime schemes. The focus will inter alia be on the investigations around economic crime schemes, risks, reporting, and most importantly its regulatory compliance. The term, economic crime schemes, is often used interchangeably with Financial Crime, and for the purpose of this article, both terms will be used interchangeably.

Money cuffs and a calculator

Rahn Consolidated, being at the forefront of deterring Financial Crime through compliance, will focus primarily on compliance with Financial Crime legislation thus ensuring fines by way of administrative sanctions are mitigated as much as possible.

Issue No.1 assists readers from all spheres to understand the basics thereof before we deep dive into its main components.

Enjoy the read!!

Economic Crime Schemes also referred to as Financial Crimes range from different types of “schemes” inter alia:

  • Fraud;
  • Terrorist Financing;
  • Bribery and Corruption;
  • Cybercrime;
  • Market abuse and insider dealing;
  • Information Security;
  • Proliferation Financing; and
  • Money Laundering.
Criminals with masks on

In most instances, Money Laundering is a type of scheme used as a predicate offense to the above-mentioned crimes. This implies that these crime schemes do not and will not be executed in isolation. Most of them ultimately lead to proceeds of these crimes being laundered using mostly financial institutions. What the Financial Intelligence Centre (“FIC”) refers to as Accountable and Reportable Institutions. These will be deed-dives in the more articles to be provided by Rahn Consolidated.

Financial Crime Schemes (Economic Schemes)

South African and Internationally Focused Studies

Guy typing on his laptop

Different types of schemes have their own modus operandi in that, each scheme has a targeted audience (victims) and enabler (technology) it uses. For instance, looking into Money Laundering as a financial crime scheme, the modus operandi of the perpetrators is to “wash-up” elicit money (called layering) and ensure that it is used back in the economy as clean money (integration). The modus operandi for Fraud for instance is based on the perpetrator being deceitful, dishonest, misleading, and having irregular acts with an intention to benefit illicitly.

With data being very prominent these days, perpetrators have also found ways through using different types of schemes to ensure utilise the current currency “data” in order to make their operations successful. Focusing on Cyber Crime as a form of financial crime indicates to us that perpetrators cannot function without obtaining

data from victims to successfully conduct their business operations. Rahn Consolidated has specialists that deal with data on a daily basis. In fact, from a best practice perspective, Rahn has found that inadequate or lack of accurate data is much more prone to administrative sanctions by the Regulator than having data that is simply not utilised.

Rahn’s next issue will also focus on administrative sanctions that were imposed from a regulatory perspective. To provide a glimpse of the correlation between data, administrative sanctions, and financial crime, the below illustrates a couple of cases in which fraud is still prominent as a financial crime scheme. This particular scheme also vastly affects data and information exchange.

Each Financial Crime Scheme in turn has its own regulatory landscape which assists the Regulators/ Authorities and Supervisors in combating these criminal schemes. The financial industry has an extended control measure of appointing compliance officers to ensure that risks pertaining to schemes are mitigated based on the business’s risk appetite. The control measure implemented in this regard is what is referred to as Financial Crime Compliance (FCC).

FCC’s primary tool is the regulations that each country imposes on its industries based on different business trades. That is to say, there are different regulations that the Regulators/ Authorities impose on Financial Service Providers, Banks, Credit Providers, Estate Agents, and car dealers to name a few. Rahn’s next article issue will focus primarily

“ Keeping your Institution on the right side of Regulators requires keeping your Financial Crime Compliance (FCC) knowledge and Teams in tandem with an evolving AML industry”

Shawki Ahwash

on these particular legislations including primary and legislative regulations. At a minimum, FCC aims to study each business activity, identify risk areas that may make the business susceptible to Financial Crime then continue to mitigate those risks by assisting businesses to implement financial crime control measures.

Fraud and financial crimes are on the rise

Global Economic Crime and Fraud Survey

Source: PWC 2020 Global Economic Crime and Fraud Survey

Financial Crime perpetrators have evolved immensely over the years and have largely affected the financial industry. Not only has Financial Crime Compliance been at the forefront of assisting Regulators/Authorities to curb this. They have been made aware of the different types of financial schemes around them on a daily basis.

The current technology enablers often make it very easy to penetrate the market. They make use of those businesses that do not have adequate controls to mitigate these risks (“scheme”).

As part of daily activities, Rahn Consolidated offers inter alia:

  • Clean up of data to ensure that it is complete and accurate;
  • Systems that will connect the interrelatedness of financial crime between different clients; and
  • Compliance with regards to data taking into account all regulatory landscapes.

Most Financial sanctions emanating from money laundering as a form of financial crime scheme emanate from regulatory reporting which is a result of a lack of data. Just to name a few, Clientele Life Assurance Company Limited is but one of the recent Financial Service Providers and Accountable Institution that was sanctioned R200 000 for not complying with the reporting requirements which leads to inadequate data. This might not be material however it is likely to have an adverse reputation for the company.

Rahn Resolve – Automating Processes

Investing in proper automation processes that follow the pre-determined measures of success.

Rahn Consolidated Process Automation

Our client made use of manual Excel processes which enabled the technical team to validate and enrich customer data which was then used to build a dashboard showing the statistics for the data quality improvement over time. Most of the information was collected from external sources by the members of the technical team via email submissions. These sets of information were then validated in Excel according to set criteria and cleaned and enriched as required.

Most of these processes were performed manually and thus, the validation part was also a substantial manual exercise that was time-consuming and created key man dependencies on certain resources.

Solution Implemented:

Given the key man dependency and the time it took to create the required dashboards during each cycle, the decision was made to automate as many processes as possible within a SQL Database. As part of this automation process, certain production standards need to be created in the environment, e.g., what measures define success? These standards were defined and built into the revised dashboards to ensure monitoring of the automated processes can also be done via the dashboards.

The approach taken was to invest in a proper automation system to automate the required features of the end-user dashboards. To achieve this, all parties agreed on a defined Business Requirement specification, which was created as part of the Business Analysis (and documented as the exact requirement for each validation control). This was used as the specification for subsequent enablement during the Design phase.

Rahn Consolidated Solution

The project was delivered in 3 phases, due to the complexity of the processes in the environment, it is determined that certain tasks or sub-tasks be prioritised for automation first. These provided quick wins in the environment and alleviate some of the key-man dependencies straight away. By eliminating a large percentage of the iterative cycles involved just with data validation/verification, a fair amount of resource time was saved.

Basic Validations were developed during Phase 1, most of these checks were performed programmatically (via scripts or procedures). A structured system for file storage, database and ETL components to automate the validation processes was developed.

Phases 2 and 3 were focused on data sourcing and the automation of data extraction from the various source systems, SQL Databases, Excel Files and Emails. Once available, these sources were combined with standardised reference data, which allowed for the enrichment of the SQL database and further validation and advanced reconciliation process which was not possible before the implementation of the solution.

The project was successfully developed and implemented, through this project the client’s resources were enabled to analyse the outcomes within the desired timeframes. This was not possible prior to the project as these resources (who were appointed as analysts) spent their time cleaning and preparing dashboards and not analysing the outcomes.

ChatGPT-4 Revolutionizing Conversational AI

ChatGPT-4 represents a significant leap forward in conversational AI technology.

With its advanced features and improvements over its predecessor, GPT-3, ChatGPT-4 offers a range of quick wins that revolutionize the way we interact with AI.

In this article, we will explore five key benefits of ChatGPT-4 and how they enhance the conversational AI experience as well as five tips to enhance your exams and educational studies.

ChatGPT-4

Enhanced Speed and Accuracy

ChatGPT-4 is a game-changer when it comes to speed and accuracy. Its upgraded speed patterns make it lightning-fast in responding to user queries, making conversations flow effortlessly. Plus, the improved accuracy ensures that the responses are spot-on and tailored to meet user expectations and provide meaningful information.

Advanced Reasoning and Understanding: ChatGPT-4 pushes the boundaries of conversational AI by taking reasoning to a whole new level. With its remarkable ability to understand intricate thought processes, analyze context, and perceive subtle nuances in conversations, ChatGPT-4 truly stands out. By harnessing these advanced capabilities, it delivers responses that are not only logical but also intuitively align with the context, making conversations more meaningful and offering valuable insights.

Multimodal Interaction: ChatGPT-4 boasts an incredible feature that sets it apart – the ability to support multimodal interaction. It effortlessly handles inputs in different formats like text, audio, and video, allowing users to communicate in their preferred mode. This flexibility elevates the overall user experience to new heights, making interactions dynamic, engaging, and even more immersive. Whether you prefer typing, speaking, or sharing media, ChatGPT-4 is here to accommodate and enhance your conversational journey.

Contextual Awareness and Personalization: ChatGPT-4 truly shines when it comes to understanding and retaining context in conversations. It has the remarkable ability to refer back to earlier parts of the conversation, creating a personalized and seamless interaction. This contextual awareness enables ChatGPT-4 to deliver responses that are not only accurate but also highly relevant, ensuring a satisfying user experience that feels like it’s tailored to individual needs. Gone are the days of repetitive explanations or disconnected conversations. ChatGPT-4 is here to offer a truly engaging and coherent chat experience.

Improved Knowledge Base: ChatGPT-4 taps into a vast and constantly updated knowledge base, making it a dependable source of information across a wide array of topics. By effortlessly retrieving information from various sources, ChatGPT-4 guarantees accurate and pertinent answers for its users. This meticulous attention to quality enhances the overall conversational experience, fostering a sense of trust and reliability in the AI system. No matter what you seek to learn or explore, ChatGPT-4 is equipped to provide you with reliable insights and valuable information.

ChatGPT-4 possesses astounding potential in assisting users with exams and educational studies. Its advanced capabilities make it a valuable ally in learning and test preparation.

Ashlin Govindasamy

Here are a few ways in which ChatGPT-4 can elevate your academic pursuits and help you excel in exams:

Comprehensive Knowledge Base: ChatGPT-4’s access to an extensive pool of information equips it with the ability to offer detailed and precise answers to a diverse range of exam-related questions. From history, mathematics, and science, to literature and beyond, ChatGPT-4 effortlessly retrieves relevant information from its vast knowledge base. This wealth of knowledge ensures that you receive accurate and comprehensive responses, empowering you to excel in your exams across various subjects. With ChatGPT-4 by your side, you can confidently tackle any academic challenge that comes your way.

Conceptual Understanding and Explanations: ChatGPT-4’s enhanced reasoning capabilities make it an exceptional study companion, capable of comprehending intricate concepts and presenting them in a clear and concise manner. As a result, it becomes an invaluable resource for students, assisting them in comprehending challenging subjects and providing in-depth explanations that facilitate understanding and retention. With ChatGPT-4’s support, students can delve into complex topics with confidence, gaining a solid grasp on the material and empowering them to excel in their studies. Whether it’s breaking down complex equations or explaining abstract theories, ChatGPT-4 is there to guide and enlighten you every step of the way.

Practice and Assessment: ChatGPT-4 can generate practice questions and provide immediate feedback on answers. It can simulate exam-like conditions, allowing students to practice and assess their knowledge and skills. This feature helps students identify areas of improvement and strengthen their understanding of the subject matter.

Contextual Problem Solving: ChatGPT-4’s contextual awareness and reasoning abilities make it adept at solving complex problems. It can analyze the given information, apply relevant concepts, and provide step-by-step solutions. This capability proves particularly valuable in subjects that involve critical thinking, such as mathematics and logic-based disciplines.

Personalized Learning Experience: ChatGPT-4 can adapt its responses and explanations based on the individual needs of the user. It can tailor the level of difficulty, provide additional examples or practice materials, and offer personalized study recommendations. This personalized approach enhances the learning experience and helps students focus on areas where they need the most support.

ChatGPT-4 is an impressive advancement in conversational AI, offering numerous benefits.

It enhances the user experience by providing more natural and personalized interactions. With its improved text production, reasoning capabilities, contextual understanding, and support for multimodal interaction, ChatGPT-4 sets a new standard for conversational AI.

Businesses can benefit from ChatGPT-4 through improved customer service, task automation, cost savings, and streamlined processes. It understands complex thought processes, retains context, and delivers accurate and relevant responses, ensuring satisfying user experiences and meaningful interactions.

In an educational context, ChatGPT-4 proves to be a valuable tool. It has an extensive knowledge base, contextual awareness, and reasoning capabilities that aid students in exams. It provides comprehensive information, explains complex concepts, generates practice questions, and offers personalized learning experiences.

It’s crucial to remember that ChatGPT-4 should complement, rather than replace, critical thinking and traditional study methods. It serves as a supportive tool, enhancing learning and providing additional resources.

As ChatGPT-4 evolves, we can anticipate further advances in conversational AI technology. The possibilities for businesses, individuals, and educational institutions are substantial. Quick wins are evident, and ChatGPT-4 paves the way for a future where AI seamlessly integrates into our lives, making tasks more efficient, interactions more meaningful, and learning more accessible and engaging.

Written by RAHN Team Member and Developer Ashlin Govindasamy