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

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance
Author: El Bachir Boukherouaa
Publisher: International Monetary Fund
Total Pages: 35
Release: 2021-10-22
Genre: Business & Economics
ISBN: 1589063953

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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.


Operational Risk Management in Financial Services

Operational Risk Management in Financial Services
Author: Anthony Tarantino
Publisher: John Wiley and Sons
Total Pages: 34
Release: 2010-12-16
Genre: Business & Economics
ISBN: 0470909684

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Banking is at the forefront of the effort to quantify and measure operational risk and as such can be role model beyond the financial services industry. The Basel Committee of the Bank for International Settlements (BIS) has created a new capital accord, known as Basel II. Basel II requires banks to establish an operational risk management (ORM) framework and compute an explicit capital charge for operational risk once it is adopted. This chapter from Goverance, Risk, and Compliance Handbook, by Anthony Tarantino, outlines different approaches, tools, and guidance on operational risk management for financial services companies.


Operational Risk Modeling in Financial Services

Operational Risk Modeling in Financial Services
Author: Patrick Naim
Publisher: John Wiley & Sons
Total Pages: 320
Release: 2019-03-28
Genre: Business & Economics
ISBN: 1119508541

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Transform your approach to oprisk modelling with a proven, non-statistical methodology Operational Risk Modeling in Financial Services provides risk professionals with a forward-looking approach to risk modelling, based on structured management judgement over obsolete statistical methods. Proven over a decade’s use in significant banks and financial services firms in Europe and the US, the Exposure, Occurrence, Impact (XOI) method of operational risk modelling played an instrumental role in reshaping their oprisk modelling approaches; in this book, the expert team that developed this methodology offers practical, in-depth guidance on XOI use and applications for a variety of major risks. The Basel Committee has dismissed statistical approaches to risk modelling, leaving regulators and practitioners searching for the next generation of oprisk quantification. The XOI method is ideally suited to fulfil this need, as a calculated, coordinated, consistent approach designed to bridge the gap between risk quantification and risk management. This book details the XOI framework and provides essential guidance for practitioners looking to change the oprisk modelling paradigm. Survey the range of current practices in operational risk analysis and modelling Track recent regulatory trends including capital modelling, stress testing and more Understand the XOI oprisk modelling method, and transition away from statistical approaches Apply XOI to major operational risks, such as disasters, fraud, conduct, legal and cyber risk The financial services industry is in dire need of a new standard — a proven, transformational approach to operational risk that eliminates or mitigates the common issues with traditional approaches. Operational Risk Modeling in Financial Services provides practical, real-world guidance toward a more reliable methodology, shifting the conversation toward the future with a new kind of oprisk modelling.


Financial Cybersecurity Risk Management

Financial Cybersecurity Risk Management
Author: Paul Rohmeyer
Publisher: Apress
Total Pages: 276
Release: 2018-12-13
Genre: Computers
ISBN: 1484241940

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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


The Operational Risk Handbook for Financial Companies

The Operational Risk Handbook for Financial Companies
Author: Brian Barnier
Publisher: Harriman House Limited
Total Pages: 166
Release: 2011-07-25
Genre: Business & Economics
ISBN: 0857190539

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In this groundbreaking new book, operational risk expert Barnier introduces a range of sophisticated, dependable and--crucially--approachable tools for risk evaluation, risk response and risk governance.


Central Bank Risk Management, Fintech, and Cybersecurity

Central Bank Risk Management, Fintech, and Cybersecurity
Author: Mr. Ashraf Khan
Publisher: International Monetary Fund
Total Pages: 75
Release: 2021-04-23
Genre: Business & Economics
ISBN: 1513582348

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Based on technical assistance to central banks by the IMF’s Monetary and Capital Markets Department and Information Technology Department, this paper examines fintech and the related area of cybersecurity from the perspective of central bank risk management. The paper draws on findings from the IMF Article IV Database, selected FSAP and country cases, and gives examples of central bank risks related to fintech and cybersecurity. The paper highlights that fintech- and cybersecurity-related risks for central banks should be addressed by operationalizing sound internal risk management by establishing and strengthening an integrated risk management approach throughout the organization, including a dedicated risk management unit, ongoing sensitizing and training of Board members and staff, clear reporting lines, assessing cyber resilience and security posture, and tying risk management into strategic planning.. Given the fast-evolving nature of such risks, central banks could make use of timely and regular inputs from external experts.


Risk Management Technology in Financial Services

Risk Management Technology in Financial Services
Author: Dimitris N. Chorafas
Publisher: Elsevier
Total Pages: 353
Release: 2011-04-08
Genre: Business & Economics
ISBN: 0080498094

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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


Risk Management in Financial Institutions

Risk Management in Financial Institutions
Author: Dimitris N. Chorafas
Publisher: Lexis Law Publishing (Va)
Total Pages: 416
Release: 1990
Genre: Business & Economics
ISBN:

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This is a book about the management of change, a book about the death of the banking industry and the explosion of opportunities within a new financial services industry. It argues that it is an impossible task to manage risk without the technological infrastructure and the technology tools. It is a relatively straightforward exercise to determine functions or action of risk, but it is most difficult to quantitatively measure and forecast risk without the tools. Here the use of technology in data processing and production operation, both in banks and other industries, is examined.


The Fintech Disruption

The Fintech Disruption
Author: Thomas Walker
Publisher: Springer Nature
Total Pages: 395
Release: 2023-02-24
Genre: Business & Economics
ISBN: 3031230698

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This book provides both practice-oriented and academic insights into the disruptive power of fintech for the banking industry. It explores (1) whether and how the banking industry can use newly emerging technologies in the financial sphere to its advantage while managing any associated risks, (2) how these technologies affect traditional banking service formats as well as the pricing of these services, and (3) whether the emergence of fintech in the banking industry calls for a rethinking of existing banking regulations such as the Basel Accords as well as country-specific regulations. Prior publications in this area typically examine both current applications of fintech in the banking industry, as well as its future prospects, by analyzing actual cases or exploring the impact of a single emerging technology on the banking industry. They often ignore the interdependence between emerging technologies and overlook the connection between fintech as a whole and the future of the banking industry. This book addresses this gap by providing a comprehensive overview of various fintech applications and by analyzing what they mean for the future of banking. Given the potentially disruptive power of fintech, the book will focus on the challenges banking supervisors are likely to encounter as a result of fintech’s continual ascent. It will thus encourage readers to think about and explore how to find a balance between the beneficial aspects of fintech and the challenges it creates in terms of supervision, regulation, and risk management.


Financial Markets and Organizational Technologies

Financial Markets and Organizational Technologies
Author: A. Kyrtsis
Publisher: Springer
Total Pages: 264
Release: 2015-12-11
Genre: Computers
ISBN: 0230283179

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This book is a valuable companion for everyone who is interested in the historical context of the co-evolution of financial markets and information technologies in the last 30 years. The contributors analyze system architectures and solution technologies in banking and finance by focusing on the particularities of certain practices and risks.