Page 34 - Banking Finance April 2025
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ARTICLE

         They offer functionalities such as risk identification, assess-  Case Studies
         ment, reporting, and monitoring.
                                                              1. Barings Bank Collapse
         Data Analytics and Big Data                          One of the most infamous examples of operational risk fail-
                                                              ure is the collapse of Barings Bank in 1995. Nick Leeson, a
         Data analytics tools enable banks to process and analyze
                                                              trader at Barings' Singapore office, accumulated massive
         large volumes of data to identify patterns, trends, and  unauthorized trading losses that ultimately led to the bank's
         anomalies that may indicate operational risks. Big data  downfall. This case highlights the critical importance of
         technologies facilitate real-time monitoring and predictive  robust internal controls, effective risk monitoring, and the
         risk modeling.
                                                              dangers of inadequate oversight.
         Artificial Intelligence (AI) and Machine             Key Lessons:

         Learning (ML)                                           Segregation of Duties: Barings lacked proper segrega-
         AI and ML algorithms can automate risk assessment pro-  tion between trading and settlement functions, allow-
         cesses, enhance fraud detection, and improve decision-  ing Leeson to conceal losses.
         making by analyzing complex data sets and identifying   Risk Monitoring: Insufficient risk monitoring systems
         subtle risk indicators.                                 failed to detect and prevent significant unauthorized
                                                                 trading activities.
         Cybersecurity Tools
                                                                 Whistleblower Culture: The absence of a culture that
         With  the  increasing  threat  of  cyber-attacks,  robust  encourages employees to report suspicious activities
         cybersecurity tools are essential for protecting sensitive  contributed to the escalation of losses.
         data and maintaining the integrity of banking systems. These
         tools include firewalls, intrusion detection systems, encryp-  2. JPMorgan Chase's London Whale Incident
         tion technologies, and security information and event man-
                                                              In 2012, JPMorgan Chase faced substantial losses due to
         agement (SIEM) systems.
                                                              unauthorized and excessive trading activities by a trader
                                                              known as the "London Whale." This incident resulted in over
         Workflow Automation
                                                              $6 billion in losses and underscored the importance of com-
         Automating routine tasks and processes reduces the likeli-  prehensive risk management practices.
         hood of human error and enhances operational efficiency.
         Workflow automation tools streamline processes such as  Key Lessons:
         account opening, loan processing, and transaction monitor-  Risk Appetite Alignment: The trading activities ex-
         ing.
                                                                 ceeded the bank's risk appetite, highlighting the need
                                                                 for clear alignment between business strategies and
                                                                 risk management.
                                                                 Advanced  Risk Analytics: JPMorgan  Chase  imple-
                                                                 mented more sophisticated risk analytics and monitor-
                                                                 ing tools post-incident to better detect and manage
                                                                 large-scale operational risks.
                                                                 Governance and Oversight: Strengthening governance
                                                                 structures and enhancing oversight mechanisms are
                                                                 crucial for preventing similar incidents.

                                                              Challenges in Operational Risk Manage-
                                                              ment
                                                              Operational risk management in banking faces several chal-


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