Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance PDF Author: El Bachir Boukherouaa
Publisher: International Monetary Fund
ISBN: 1589063953
Category : Business & Economics
Languages : en
Pages : 35

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Book Description
This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance PDF Author: El Bachir Boukherouaa
Publisher: International Monetary Fund
ISBN: 1589063953
Category : Business & Economics
Languages : en
Pages : 35

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Book Description
This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.

Financial Cybersecurity Risk Management

Financial Cybersecurity Risk Management PDF Author: Paul Rohmeyer
Publisher: Apress
ISBN: 1484241940
Category : Computers
Languages : en
Pages : 276

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Book Description
Understand critical cybersecurity and risk perspectives, insights, and tools for the leaders of complex financial systems and markets. This book offers guidance for decision makers and helps establish a framework for communication between cyber leaders and front-line professionals. Information is provided to help in the analysis of cyber challenges and choosing between risk treatment options. Financial cybersecurity is a complex, systemic risk challenge that includes technological and operational elements. The interconnectedness of financial systems and markets creates dynamic, high-risk environments where organizational security is greatly impacted by the level of security effectiveness of partners, counterparties, and other external organizations. The result is a high-risk environment with a growing need for cooperation between enterprises that are otherwise direct competitors. There is a new normal of continuous attack pressures that produce unprecedented enterprise threats that must be met with an array of countermeasures. Financial Cybersecurity Risk Management explores a range of cybersecurity topics impacting financial enterprises. This includes the threat and vulnerability landscape confronting the financial sector, risk assessment practices and methodologies, and cybersecurity data analytics. Governance perspectives, including executive and board considerations, are analyzed as are the appropriate control measures and executive risk reporting. What You’ll Learn Analyze the threat and vulnerability landscape confronting the financial sector Implement effective technology risk assessment practices and methodologies Craft strategies to treat observed risks in financial systemsImprove the effectiveness of enterprise cybersecurity capabilities Evaluate critical aspects of cybersecurity governance, including executive and board oversight Identify significant cybersecurity operational challenges Consider the impact of the cybersecurity mission across the enterpriseLeverage cybersecurity regulatory and industry standards to help manage financial services risksUse cybersecurity scenarios to measure systemic risks in financial systems environmentsApply key experiences from actual cybersecurity events to develop more robust cybersecurity architectures Who This Book Is For Decision makers, cyber leaders, and front-line professionals, including: chief risk officers, operational risk officers, chief information security officers, chief security officers, chief information officers, enterprise risk managers, cybersecurity operations directors, technology and cybersecurity risk analysts, cybersecurity architects and engineers, and compliance officers

Operational Risk Management

Operational Risk Management PDF Author: Ariane Chapelle
Publisher: John Wiley & Sons
ISBN: 1119549043
Category : Business & Economics
Languages : en
Pages : 272

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Book Description
OpRisk Awards 2020 Book of the Year Winner! The Authoritative Guide to the Best Practices in Operational Risk Management Operational Risk Management offers a comprehensive guide that contains a review of the most up-to-date and effective operational risk management practices in the financial services industry. The book provides an essential overview of the current methods and best practices applied in financial companies and also contains advanced tools and techniques developed by the most mature firms in the field. The author explores the range of operational risks such as information security, fraud or reputation damage and details how to put in place an effective program based on the four main risk management activities: risk identification, risk assessment, risk mitigation and risk monitoring. The book also examines some specific types of operational risks that rank high on many firms' risk registers. Drawing on the author's extensive experience working with and advising financial companies, Operational Risk Management is written both for those new to the discipline and for experienced operational risk managers who want to strengthen and consolidate their knowledge.

Financial Risk Management

Financial Risk Management PDF Author: Jimmy Skoglund
Publisher: John Wiley & Sons
ISBN: 1119157234
Category : Business & Economics
Languages : en
Pages : 578

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Book Description
A global banking risk management guide geared toward the practitioner Financial Risk Management presents an in-depth look at banking risk on a global scale, including comprehensive examination of the U.S. Comprehensive Capital Analysis and Review, and the European Banking Authority stress tests. Written by the leaders of global banking risk products and management at SAS, this book provides the most up-to-date information and expert insight into real risk management. The discussion begins with an overview of methods for computing and managing a variety of risk, then moves into a review of the economic foundation of modern risk management and the growing importance of model risk management. Market risk, portfolio credit risk, counterparty credit risk, liquidity risk, profitability analysis, stress testing, and others are dissected and examined, arming you with the strategies you need to construct a robust risk management system. The book takes readers through a journey from basic market risk analysis to major recent advances in all financial risk disciplines seen in the banking industry. The quantitative methodologies are developed with ample business case discussions and examples illustrating how they are used in practice. Chapters devoted to firmwide risk and stress testing cross reference the different methodologies developed for the specific risk areas and explain how they work together at firmwide level. Since risk regulations have driven a lot of the recent practices, the book also relates to the current global regulations in the financial risk areas. Risk management is one of the fastest growing segments of the banking industry, fueled by banks' fundamental intermediary role in the global economy and the industry's profit-driven increase in risk-seeking behavior. This book is the product of the authors' experience in developing and implementing risk analytics in banks around the globe, giving you a comprehensive, quantitative-oriented risk management guide specifically for the practitioner. Compute and manage market, credit, asset, and liability risk Perform macroeconomic stress testing and act on the results Get up to date on regulatory practices and model risk management Examine the structure and construction of financial risk systems Delve into funds transfer pricing, profitability analysis, and more Quantitative capability is increasing with lightning speed, both methodologically and technologically. Risk professionals must keep pace with the changes, and exploit every tool at their disposal. Financial Risk Management is the practitioner's guide to anticipating, mitigating, and preventing risk in the modern banking industry.

Risk Management Technology in Financial Services

Risk Management Technology in Financial Services PDF Author: Dimitris N. Chorafas
Publisher: Elsevier
ISBN: 0080498094
Category : Business & Economics
Languages : en
Pages : 353

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Book Description
Written for professionals in financial services with responsibility for IT and risk management, Dimitris Chorafas surveys the methodology required and IT systems and structures to support it according to Basel II. The book is consistent with the risk management certification process of GARP, as well as the accounting rules of IFRS, based on research the author conducted with IASB. The author provices an in-depth discussion of the types of risk, stress analysis and the use of scenarios, mathematical models, and IT systems and infrastructure requirements.* Written in clear, straightforward style for financial industry executives to provide necessary information for risk control decisionmaking* Consistent with GARP, IFRS and IASB risk management processes and procedures* Explains stress testing and its place in risk control

Operational Risk Management

Operational Risk Management PDF Author: Philippa X. Girling
Publisher: John Wiley & Sons
ISBN: 1119836050
Category : Business & Economics
Languages : en
Pages : 393

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Book Description
Identify, assess, and mitigate operational risk with this practical and authoritative guide In the newly revised second edition of Operational Risk Management: A Complete Guide for Banking and Fintech, accomplished risk executive and expert Philippa Girling delivers an insightful and practical exploration of operational risk in organizations of all sizes. She offers risk professionals and executives the tools, strategies, and best practices they need to mitigate and overcome ever-present operational risk challenges that impact business in all industries. This latest edition includes: Insight into how operational risk can be effectively managed and measured in today's digital banking age. Updates on the latest regulatory guidance on operational risk management requirements in all aspects of the operational risk framework. Updates on the new Basel II capital modeling methodology for operational risk. New explorations of operational risk events in recent years including the impact of the global Covid-19 pandemic. Updated case studies including large events at Wells Fargo, Credit Suisse and Archegos Capital Management. Ideal for executives, managers, and business leaders, Operational Risk Management is also the perfect resource for risk and compliance professionals who wish to refine their abilities to identify, assess, mitigate, and control operational risk.

Ecological, Societal, and Technological Risks and the Financial Sector

Ecological, Societal, and Technological Risks and the Financial Sector PDF Author: Thomas Walker
Publisher: Palgrave Macmillan
ISBN: 9783030388577
Category : Business & Economics
Languages : en
Pages : 436

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Book Description
Today’s financial sector faces multiple challenges stemming from ecological, societal, and technological risks such as climate change, political extremism, and cyber-attacks. However, these non-traditional risks are yet to be fully identified and measured, in order to ensure their successful management. This edited collection sheds light on the topic by examining the unique measurement and modelling challenges associated with each of these risks, and their interaction with finance. Offering a comprehensive analysis of non-traditional finance risks, the authors provide the basis for developing appropriate risk management techniques. With new approaches to protect against emerging threats to the financial sector, this edited collection will appeal to academics researching sustainability, development finance, and risk management, as well as policy-makers and practitioners within the banking sector.

Risk Management and Regulation

Risk Management and Regulation PDF Author: Tobias Adrian
Publisher: International Monetary Fund
ISBN: 1484343913
Category : Business & Economics
Languages : en
Pages : 53

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Book Description
The evolution of risk management has resulted from the interplay of financial crises, risk management practices, and regulatory actions. In the 1970s, research lay the intellectual foundations for the risk management practices that were systematically implemented in the 1980s as bond trading revolutionized Wall Street. Quants developed dynamic hedging, Value-at-Risk, and credit risk models based on the insights of financial economics. In parallel, the Basel I framework created a level playing field among banks across countries. Following the 1987 stock market crash, the near failure of Salomon Brothers, and the failure of Drexel Burnham Lambert, in 1996 the Basel Committee on Banking Supervision published the Market Risk Amendment to the Basel I Capital Accord; the amendment went into effect in 1998. It led to a migration of bank risk management practices toward market risk regulations. The framework was further developed in the Basel II Accord, which, however, from the very beginning, was labeled as being procyclical due to the reliance of capital requirements on contemporaneous volatility estimates. Indeed, the failure to measure and manage risk adequately can be viewed as a key contributor to the 2008 global financial crisis. Subsequent innovations in risk management practices have been dominated by regulatory innovations, including capital and liquidity stress testing, macroprudential surcharges, resolution regimes, and countercyclical capital requirements.

Financial Risk and Financial Risk Management

Financial Risk and Financial Risk Management PDF Author: T. A. Fetherston
Publisher: JAI Press Incorporated
ISBN: 9780762308583
Category : Business & Economics
Languages : en
Pages : 568

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Book Description
Financial risk variables arise in the form of interest rate, foreign exchange, equity and commodity risk. This book provides insight on those risk variables. It aims to provide the laymen and professionals with analysis, theoretical risk measurement models and findings that will extend their understanding of the financial risk environment.

Finance and Risk Management for International Logistics and the Supply Chain

Finance and Risk Management for International Logistics and the Supply Chain PDF Author: Stephen Gong
Publisher: Elsevier
ISBN: 0128138319
Category : Social Science
Languages : en
Pages : 344

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Book Description
Finance and Risk Management for International Logistics and the Supply Chain presents a detailed overview of financial and risk management tools, activity-based costing, and multi-criteria decision-making, providing comprehensive guidance for those researching and working in logistics and supply chain management. The book breaks new ground, combining the expertise of leading authorities to analyze and navigate the funding components for these critical transportation functions. As the international logistics and supply chain transportation fields have recently received heavy investments, this research and the theory behind it provide a timely update on risk management, finance and legal and environmental impacts. Users will find sections that address the wide-ranging issues related to this emerging field that are presented from an international and holistic perspective. - Provides a valuable reference covering the full slate of financial issues of interest to global players in the international transport, logistics and supply chain industries - Covers a truly international perspective, addressing a diverse variety of worldwide transport, logistics and supply chain contexts - Features finance and risk-management strategies related to the banking industry, exchange rates, fuel prices, climate-related funding, freight derivatives and legal aspects