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

Published: 2021-10-22

Total Pages: 35

ISBN-13: 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.


The Risks of Financial Institutions

The Risks of Financial Institutions

Author: Mark Carey

Publisher: University of Chicago Press

Published: 2007-11-01

Total Pages: 669

ISBN-13: 0226092984

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Until about twenty years ago, the consensus view on the cause of financial-system distress was fairly simple: a run on one bank could easily turn to a panic involving runs on all banks, destroying some and disrupting the financial system. Since then, however, a series of events—such as emerging-market debt crises, bond-market meltdowns, and the Long-Term Capital Management episode—has forced a rethinking of the risks facing financial institutions and the tools available to measure and manage these risks. The Risks of Financial Institutions examines the various risks affecting financial institutions and explores a variety of methods to help institutions and regulators more accurately measure and forecast risk. The contributors--from academic institutions, regulatory organizations, and banking--bring a wide range of perspectives and experience to the issue. The result is a volume that points a way forward to greater financial stability and better risk management of financial institutions.


Operational Risk Management

Operational Risk Management

Author: Ariane Chapelle

Publisher: John Wiley & Sons

Published: 2019-02-04

Total Pages: 272

ISBN-13: 1119549043

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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.


Risk Management and Financial Institutions

Risk Management and Financial Institutions

Author: John C. Hull

Publisher: John Wiley & Sons

Published: 2018-04-10

Total Pages: 832

ISBN-13: 1119448115

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The most complete, up-to-date guide to risk management in finance Risk Management and Financial Institutions, Fifth Edition explains all aspects of financial risk and financial institution regulation, helping you better understand the financial markets—and their potential dangers. Inside, you’ll learn the different types of risk, how and where they appear in different types of institutions, and how the regulatory structure of each institution affects risk management practices. Comprehensive ancillary materials include software, practice questions, and all necessary teaching supplements, facilitating more complete understanding and providing an ultimate learning resource. All financial professionals need to understand and quantify the risks associated with their decisions. This book provides a complete guide to risk management with the most up to date information. • Understand how risk affects different types of financial institutions • Learn the different types of risk and how they are managed • Study the most current regulatory issues that deal with risk • Get the help you need, whether you’re a student or a professional Risk management has become increasingly important in recent years and a deep understanding is essential for anyone working in the finance industry; today, risk management is part of everyone's job. For complete information and comprehensive coverage of the latest industry issues and practices, Risk Management and Financial Institutions, Fifth Edition is an informative, authoritative guide.


Empirical Finance

Empirical Finance

Author: Shigeyuki Hamori

Publisher: MDPI

Published: 2019-03-25

Total Pages: 276

ISBN-13: 3038977063

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There is no denying the role of empirical research in finance and the remarkable progress of empirical techniques in this research field. This Special Issue focuses on the broad topic of “Empirical Finance” and includes novel empirical research associated with financial data. One example includes the application of novel empirical techniques, such as machine learning, data mining, wavelet transform, copula analysis, and TV-VAR, to financial data. The Special Issue includes contributions on empirical finance, such as algorithmic trading, market efficiency, market microstructure, portfolio theory and asset allocation, asset pricing models, liquidity risk premium, currency crisis, return predictability, and volatility modeling.


Essentials of Risk Management in Finance

Essentials of Risk Management in Finance

Author: Anthony Tarantino

Publisher: John Wiley & Sons

Published: 2010-12-01

Total Pages: 202

ISBN-13: 0470946350

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A concise and and easy to follow introduction to financial risk management This basic survey text offers an accessible introduction to financial risk management, covered in its major components: credit, market, operational, liquidity, legal, and reputational, along with user-friendly processes and tools to conduct your own risk assessments and risk alignments. While there are some mathematical concepts included, these are kept at levels everyone will find easy to grasp. Provides a comprehensive overview of financial risk management, including credit, market, operational, liquidity, legal, and reputational risk areas Discusses the latest trends and next generation techniques emerging in financial risk management Provides risk assessment and risk alignment tools and examples This book offers a good basic understanding of the major areas of risk exposure that all organizations, both public and private, face in operating in today's complex global marketplace. It provides insights into best practices and next generation techniques for readers entering government, not-for-profit, business, and IT positions in which risk management will play an ever expanding role.


Risk Management in Banking

Risk Management in Banking

Author: Joël Bessis

Publisher: John Wiley & Sons

Published: 2015-04-30

Total Pages: 379

ISBN-13: 1118660188

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The seminal guide to risk management, streamlined and updated Risk Management in Banking is a comprehensive reference for the risk management industry, covering all aspects of the field. Now in its fourth edition, this useful guide has been updated with the latest information on ALM, Basel 3, derivatives, liquidity analysis, market risk, structured products, credit risk, securitizations, and more. The new companion website features slides, worked examples, a solutions manual, and the new streamlined, modular approach allows readers to easily find the information they need. Coverage includes asset liability management, risk-based capital, value at risk, loan portfolio management, capital allocation, and other vital topics, concluding with an examination of the financial crisis through the utilisation of new views such as behavioural finance and nonlinearity of risk. Considered a seminal industry reference since the first edition's release, Risk Management in Banking has been streamlined for easy navigation and updated to reflect the changes in the field, while remaining comprehensive and detailed in approach and coverage. Students and professionals alike will appreciate the extended scope and expert guidance as they: Find all "need-to-know" risk management topics in a single text Discover the latest research and the new practices Understand all aspects of risk management and banking management See the recent crises – and the lessons learned – from a new perspective Risk management is becoming increasingly vital to the banking industry even as it grows more complex. New developments and advancing technology continue to push the field forward, and professionals need to stay up-to-date with in-depth information on the latest practices. Risk Management in Banking provides a comprehensive reference to the most current state of the industry, with complete information and expert guidance.


The Risk Management of Everything

The Risk Management of Everything

Author: Michael Power

Publisher: Demos

Published: 2004

Total Pages: 74

ISBN-13: 1841801275

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The report describes the development of a new risk management culture within professions, companies and governments. The obsession with managing risk is creating organisations which are not so much risk averse as ‘responsibility averse’. In medicine, doctors are practising ‘defensive medicine’ where opinions are heavily qualified with caveats and patients left to make big decisions. The report also refers to growing evidence that since Enron’s failure, major accountancy firms are declining to work with ‘high risk’ clients - the very ones that should be thoroughly audited. “When disclaimer paragraphs are longer than the professional opinions they follow, we know something has gone wrong,” says author Professor Michael Power, a director of the ESRC Centre for Analysis of Risk and Regulation at the London School of Economics. “In the interests of transparency, small print should be made large and ruled out as a secondary risk management ploy. “The trends in professions such as medicine and auditing signal a withdrawal of individual judgement from the public. Minimal records are kept, staff are cautioned about the use of email, and normal correspondence is littered with disclaimers. The risk management of everything implies a society of ‘small print’.” Power sees the rise of the ‘risk management of everything’ as a related trend to the audit culture, which included the government’s now widely criticised love of targets as a policy tool. The Audit Explosion, Power’s previous Demos pamphlet, predicted that the overuse of audit leads to a focus on measurable outputs rather than real outcomes. “The most influential dimension of the audit explosion is the process by which [organisations] are made auditable and structured to conform to the need to be monitored,” Power wrote in 1994. Power’s new book argues that risk management is the ‘new audit’ and is having a similar distorting effect on the performance of professionals, companies and government.


Papers on Banking and Finance

Papers on Banking and Finance

Author: Anonymous

Publisher: BoD – Books on Demand

Published: 2023-04-12

Total Pages: 182

ISBN-13: 338218043X

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Reprint of the original, first published in 1871. The publishing house Anatiposi publishes historical books as reprints. Due to their age, these books may have missing pages or inferior quality. Our aim is to preserve these books and make them available to the public so that they do not get lost.


AI and Financial Markets

AI and Financial Markets

Author: Shigeyuki Hamori

Publisher: MDPI

Published: 2020-07-01

Total Pages: 230

ISBN-13: 3039362240

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Artificial intelligence (AI) is regarded as the science and technology for producing an intelligent machine, particularly, an intelligent computer program. Machine learning is an approach to realizing AI comprising a collection of statistical algorithms, of which deep learning is one such example. Due to the rapid development of computer technology, AI has been actively explored for a variety of academic and practical purposes in the context of financial markets. This book focuses on the broad topic of “AI and Financial Markets”, and includes novel research associated with this topic. The book includes contributions on the application of machine learning, agent-based artificial market simulation, and other related skills to the analysis of various aspects of financial markets.