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How AI Is Helping Banks Spot Money Mule Accounts

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Anti-Money Laundering (AML)
,
Artificial Intelligence & Machine Learning
,
Fraud Management & Cybercrime

Two Experts Share Strategies for Building More Effective AML Programs

Suparna Goswami (gsuparna) •
June 14, 2023    


Brett Johnson, consultant, cybersecurity, cybercrime and identity theft, and Charmian Simmons, strategy leader, SymphonyAI NetReveal


Each year, billions of dollars are transferred in and out of money mule accounts to support a variety of money laundering schemes. But banks are now using machine learning and AI more effectively to spot mule accounts. Two experts – Brett Johnson, a consultant in cybersecurity, cybercrime and identity theft, and Charmian Simmons, strategy leader at SymphonyAI NetReveal – shared the latest approaches and tools for beefing up AML programs.

See Also: Live Webinar | Breaking Down Security Challenges so Your Day Doesn’t Start at 3pm


Simmons said AI and machine learning AML controls are helping to identify fraudsters sooner.

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“Neither of those two technologies is new, but how they’re being applied in the world of fraud, money laundering, transaction monitoring, sanctions, breaches – those types of things are starting to elevate up,” Simmons said. “And that’s coming around supervised machine learning, semi-supervised components and even down to where we’re starting to see generative AI being used to help the investigation.”


Johnson recommended a layered approach to security to defend against the cybercriminal’s toolbox, which contains both sophisticated tools and unsophisticated tactics such as social engineering and spook phone calls. “As defenders, we need to be ready for all kinds of attacks,” Johnson said.


  • The connection between new accounts and mule accounts;

  • Steps banks need to take to spot mule accounts early;

  • How to use AI and ML the right way to spot money laundering activity.


Simmons is a financial crime and compliance expert covering the EMEA region at SymphonyAI NetReveal. She has over 20 years of experience in the financial services sector across risk management, financial crime, internal controls and IT advisory.


Johnson, a cybersecurity consultant and public speaker, was nicknamed “The Original Internet Godfather” by the U.S. Secret Service for his 20-year career in cybercrime. He built and helped lead ShadowCrew, the precursor to today’s darknet markets, and helped design, implement and refine identity theft, account takeover fraud, card-not-present fraud, IRS tax fraud and other social engineering attacks, breaches and hacking operations.





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    Boosting Cybersecurity for Small Businesses: Effective Strategies for Task Automation

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    Employing Automated Threat Detection

    One of the primary challenges in cybersecurity is the timely identification and response to potential threats. Small businesses can automate threat detection by deploying security information and event management (SIEM) or intrusion detection and prevention systems (IDPS). These tools analyze network traffic, log files, and system events, promptly alerting business owners to suspicious activities or potential breaches. Automating threat detection reduces the burden of manual monitoring and ensures faster incident response.

    Implementing Patch Management Systems

    Cybercriminals often exploit software vulnerabilities to illicitly gain access to systems. Small businesses can automate the patch management process to keep their software and systems current. Patch management tools can scan the network, identify outdated software, and deploy necessary updates automatically. By automating patch management, businesses can significantly reduce the risk of exploitation through known vulnerabilities.

    Enabling Multi-Factor Authentication (MFA)

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    Automating Security Auditing and Compliance

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    Deploying Automated Data Backups and Recovery

    Data loss can have catastrophic consequences for small businesses. Automating regular data backups and implementing disaster recovery solutions is essential. Cloud-based backup services can automatically back up critical data, minimizing the risk of data loss due to hardware failures, cyberattacks, or natural disasters. Automated backups ensure that businesses can quickly restore their systems and operations in the event of a breach or data loss incident.

    Educating Employees with Security Awareness Training

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    As cyber threats continue to evolve, small businesses must adopt proactive cybersecurity measures to protect their sensitive data and operations. By embracing automation, small businesses can effectively enhance their cyber defense capabilities. From automated threat detection and patch management to multi-factor authentication and data backups, these automation strategies provide small businesses with robust security solutions despite limited resources. Small businesses can mitigate risks, safeguard their digital assets, and focus on growth and innovation by automating cybersecurity tasks.

    What Is Ethical Hacking? Unraveling the Enigma of Cybersecurity's Guardians

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    The Vital Role of Ethical Hackers in Cybersecurity

    The role of an ethical hacker is vital within the cybersecurity industry. Armed with a wealth of knowledge and experience, these experts embark on a noble quest: to uncover vulnerabilities and safeguard the integrity of digital systems. Their mission? To perform risk assessments and test the foundations of security in organizations.

    To achieve their goal, ethical hackers immerse themselves in the expanse of security breaches, exploits, and vulnerability scenarios. They leave no stone unturned. Their goal is to protect organizations from malicious attacks, ensuring that the digital fortress remains untouchable.

    Don't underestimate the importance of ethical hacking. As the world becomes increasingly interconnected, cybersecurity has never been more pressing. According to a report by Emergen Research, the cybersecurity industry is expected to expand at a compound annual growth rate (CAGR) of 12.0% to 13.4% from 2022 to 2030. This surge in demand reflects the critical importance of ethical hackers in fortifying digital infrastructure against the relentless onslaught of cyber threats.

    Embracing the Journey: Continuous Learning and Certification for Ethical Hackers

    Becoming an ethical hacker requires diverse skills and knowledge. Understanding the types of hackers is crucial, as it provides insights into how they operate. Armed with this knowledge, ethical hackers delve into cutting-edge tools and techniques. They leverage their skills to identify vulnerabilities and devise countermeasures.

    The responsibilities of an ethical hacker transcend merely identifying weaknesses. They also recommend solutions and implement robust security measures. Their expertise helps organizations fortify their defenses, minimize breaches, and protect sensitive data from falling into the wrong hands.

    The Tools of Ethical Hacking

    Curious about the tools an ethical hacker uses? They have access to a diverse range of tools. These tools allow them to probe and analyze digital systems, uncover weaknesses, and assess the resilience of security measures. While the specific tools vary based on the objectives and preferences of individual ethical hackers, there are several standard tools they employ. 

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    Another essential tool in the ethical hacker's arsenal is Metasploit. Metasploit is an open-source framework that facilitates penetration testing and vulnerability assessment. It offers a wide range of exploits, payloads, and auxiliary modules, empowering ethical hackers to simulate real-world attack scenarios. Employing Metasploit's extensive collection of exploit codes, ethical hackers can uncover weaknesses, gain unauthorized access, and assess the system's defenses against potential threats.

    WireShark, a network protocol analyzer, is another indispensable tool for ethical hackers. It allows them to capture and examine network traffic, providing deep insights into the packets traversing the network. With WireShark, ethical hackers can scrutinize individual packets, analyze network protocols, and identify suspicious or malicious activity. This tool enables them to detect anomalies, trace the origin of potential security breaches, and assess the security posture of the network.

    Additionally, Burp Suite, a web application security testing tool, plays a significant role in the ethical hacker's toolkit. Burp Suite allows hackers to intercept, analyze, and modify HTTP/S traffic between web browsers and servers. It helps uncover vulnerabilities in web applications, including SQL injection, cross-site scripting (XSS), and CSRF (Cross-Site Request Forgery). Ethical hackers can use Burp Suite to identify weaknesses in web applications, effectively fortify defenses, and protect against potential attacks.

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    References:

    "Cybersecurity Market, By Component (Hardware, Solution, Service), By Security Type, By Solution, By Application (IT & Telecom, Retail, BFSI, Healthcare, Defense & Government, Manufacturing, Energy, Others), By Region Forecast to 2032". Www.Emergenresearch.Com, 2023, https://www.emergenresearch.com/industry-report/cyber-security-market. Accessed 25 May 2023.

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    Cyber Insurance: An Essential Safety Net

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    Coverage Tailored to Your Business

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    The Rising Importance of Cyber Insurance

    Cyber insurance is growing in importance as businesses become more digital and data-driven. It's not just about whether your business will experience a cyber-attack, but when it will happen. Data privacy laws are becoming more stringent, which means businesses can face hefty fines for failing to adequately protect customer data. Cyber liability insurance can provide coverage for these regulatory fines.

    Cyber Insurance - An Investment Worth Making

    Investing in cyber insurance is like putting on a seatbelt while driving. It doesn't prevent an accident, but it can significantly mitigate the damage if one occurs. Cyber insurance is an essential part of a comprehensive risk management strategy, providing financial protection and peace of mind in a digital age fraught with cyber threats. Regardless of your business size or industry, having cyber insurance can help you navigate the aftermath of a cyber-attack by protecting your financial resources.

    PSL’s Easy Guide to Understanding Cybersecurity

    The world of cybersecurity can often feel like a maze of technobabble and obscure acronyms. Yet in an era where our lives increasingly depend on digital infrastructure, it's important to have a basic understanding of the terminology involved. Learning about cybersecurity can help you avoid common mistakes and limit the chance of becoming a victim of these crimes.

    Here is an overview of common cybersecurity terms.

    1) Cybersecurity

    Let's start with the basics. Cybersecurity is simply the defense against digital attacks that target computers, mobile devices, networks, and servers. These attacks are typically aimed at accessing, changing, or destroying sensitive information, extorting money from users, or interrupting normal business processes.

    2) Malware

    Malware is any malicious software that can damage or infiltrate computers without the user's consent.

    Here are the most well-known types of malware.

    Virus

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    Worm

    A worm is a standalone type of malware that will replicate itself to easily spread to other computers through a network.

    Trojan

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    Ransomware

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    Spyware

    Spyware is malware that's specifically designed to spy on user activity without their knowledge.

    3) Phishing

    Phishing is a common attack that tries to gain personal information by using deceptive emails and websites. The attacker, masquerading as a trustworthy entity, uses a variety of strategies to trick the victim into opening an instant message, email, or text message.

    4) Firewall

    A firewall is an IT security tool that controls network traffic using predetermined security rules. Think of it as a digital barrier limiting unauthorized access to your network or computer.

    5) VPN (Virtual Private Network)

    A VPN masks your internet protocol (IP) address to make your online actions nearly untraceable. VPN services establish encrypted connections to provide much greater privacy while using the internet.

    6) Encryption

    Encryption converts data into a code to prevent unauthorized access. When data is encrypted, it appears as gibberish unless you have the decryption key to convert it back to its original form.

    7) Two-Factor Authentication (2FA)

    2FA is a common security process in which users must provide two different authentication factors to gain access to an account. For example, in addition to a password, you might also need to enter a code sent to your phone.

    8) Darknet/Dark Web

    The darknet or dark web refers to encrypted online networks that aren't indexed by search engines, and they are often used for illicit activities. You need special software (like Tor) to access it.

    9) Data Breach

    A data breach happens whenever secure or private information is released into an untrusted environment. This is often due to a cyberattack on a database, leading to sensitive data being exposed, copied, or used.

    10) Botnet

    A botnet uses a group of private computers that are unknowingly infected with malicious software and are controlled as a group to perform various tasks. Many times botnets are created to send out spam emails or carry out Distributed Denial of Service (DDoS) attacks.

    Closing Thoughts

    Understanding cybersecurity is not just for the tech-savvy; it's for everyone. We are all potential targets for cyber threats, and comprehension of basic cybersecurity terminology can make a significant difference in safeguarding ourselves and our digital assets.

    Employing cybersecurity measures also helps to keep your digital data safe. This might include using a VPN, enabling two-factor authentication, or simply being wary of suspicious emails to prevent phishing attacks.

    Ultimately, it's not necessary for everyone to be a cybersecurity expert, but a basic understanding of the key terms can be an empowering first step in better securing your digital life. This newfound knowledge can provide you the confidence to navigate the online world with more safety and assurance.