Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance PDF Download
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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.
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.
Author: Ms.TengTeng Xu
Publisher: International Monetary Fund
ISBN: 1484393805
Category : Business & Economics
Languages : en
Pages : 54
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Book Description
We analyze how bank profitability impacts financial stability from both theoretical and empirical perspectives. We first develop a theoretical model of the relationship between bank profitability and financial stability by exploring the role of non-interest income and retail-oriented business models. We then conduct panel regression analysis to examine the empirical determinants of bank risks and profitability, and how the level and the source of bank profitability affect risks for 431 publicly traded banks (U.S., advanced Europe, and GSIBs) from 2004 to 2017. Results reveal that profitability is negatively associated with both a bank’s contribution to systemic risk and its idiosyncratic risk, and an over-reliance on non-interest income, wholesale funding and leverage is associated with higher risks. Low competition is associated with low idiosyncratic risk but a high contribution to systemic risk. Lastly, the problem loans ratio and the cost-to-income ratio are found to be key factors that influence bank profitability. The paper’s findings suggest that policy makers should strive to better understand the source of bank profitability, especially where there is an over-reliance on market-based non-interest income, leverage, and wholesale funding.
Author: Erik Banks
Publisher: John Wiley & Sons
ISBN: 0470857463
Category : Business & Economics
Languages : en
Pages : 238
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Book Description
A practical approach to ART-an alternative method by which companies take on various types of risk This comprehensive book shows readers what ART is, how it can be used to mitigate risk, and how certain instruments/structures associated with ART should be implemented. Through numerous examples and case studies, readers will learn what actually works and what doesn't when using this technique. Erik Banks (CT) joined XL Capital's weather/energy risk management subsidiary, Element Re, as a Partner and Chief Risk Officer in 2001.
Author: Asl? Demirgüç-Kunt
Publisher: World Bank Publications
ISBN:
Category : Bancos comerciales
Languages : en
Pages : 52
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Book Description
March 1998 Differences in interest margins reflect differences in bank characteristics, macroeconomic conditions, existing financial structure and taxation, regulation, and other institutional factors. Using bank data for 80 countries for 1988-95, Demirgüç-Kunt and Huizinga show that differences in interest margins and bank profitability reflect various determinants: * Bank characteristics. * Macroeconomic conditions. * Explicit and implicit bank taxes. * Regulation of deposit insurance. * General financial structure. * Several underlying legal and institutional indicators. Controlling for differences in bank activity, leverage, and the macroeconomic environment, they find (among other things) that: * Banks in countries with a more competitive banking sector-where banking assets constitute a larger share of GDP-have smaller margins and are less profitable. The bank concentration ratio also affects bank profitability; larger banks tend to have higher margins. * Well-capitalized banks have higher net interest margins and are more profitable. This is consistent with the fact that banks with higher capital ratios have a lower cost of funding because of lower prospective bankruptcy costs. * Differences in a bank's activity mix affect spread and profitability. Banks with relatively high noninterest-earning assets are less profitable. Also, banks that rely largely on deposits for their funding are less profitable, as deposits require more branching and other expenses. Similarly, variations in overhead and other operating costs are reflected in variations in bank interest margins, as banks pass their operating costs (including the corporate tax burden) on to their depositors and lenders. * In developing countries foreign banks have greater margins and profits than domestic banks. In industrial countries, the opposite is true. * Macroeconomic factors also explain variation in interest margins. Inflation is associated with higher realized interest margins and greater profitability. Inflation brings higher costs-more transactions and generally more extensive branch networks-and also more income from bank float. Bank income increases more with inflation than bank costs do. * There is evidence that the corporate tax burden is fully passed on to bank customers in poor and rich countries alike. * Legal and institutional differences matter. Indicators of better contract enforcement, efficiency in the legal system, and lack of corruption are associated with lower realized interest margins and lower profitability. This paper-a product of the Development Research Group-is part of a larger effort in the group to study bank efficiency.
Author: Philip Molyneux
Publisher:
ISBN:
Category : Business & Economics
Languages : en
Pages : 368
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Book Description
This study examines the current state of banking within Europe. It describes how banks are experiencing greater deregulation, allowing for stronger competition and a more restrictive regulation of supervision. This has led to corporate restructuring within the banking industry.
Author: Michael Klausner
Publisher: Irwin Professional Publishing
ISBN:
Category : Business & Economics
Languages : en
Pages : 380
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Book Description
The thrift crisis and recent weakness in the banking sector has intensified attention toward regulatory reform. But most proposals take as a given the traditional structure of banking, under which a bank holds illiquid loans and liquid liabilities. Structural Change in Banking explores the possibility of more fundamental changes in bank structure, which would reduce the instability that is inherent in the current structure. The major essays in this book, written by leading authors in the field, examine the historical legacy of limitations on bank branching and their consequences on bank structure and stability; how securitization affects the bank structure, risk, and liquidity; the advantages to a bank from having checking account information about its loan customers; and the potential for money market funds and finance companies to become the banks of the future. Structural Change in Banking is an essential tool for bank regulators, legislators, executives, and anyone concerned with rectifying the instability of traditional banking structure. This book not only makes a strong argument for change, it provides an intelligent analysis of alternatives through which credit can be provided.
Author: Tony Van Gestel
Publisher: Oxford University Press
ISBN: 0199545111
Category : Business & Economics
Languages : en
Pages : 552
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Book Description
This first of three volumes on credit risk management, providing a thorough introduction to financial risk management and modelling.
Author: Hennie van Greuning
Publisher: World Bank Publications
ISBN: 0821378988
Category : Business & Economics
Languages : en
Pages : 442
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Book Description
This book provides a comprehensive overview of topics focusing on assessment, analysis, and management of financial risks in banking. The publication emphasizes risk-management principles and stresses that key players in the corporate governance process are accountable for managing the different dimensions of financial risk. This third edition remains faithful to the objectives of the original publication. A significant new edition is the inclusion of chapters on the management of the treasury function. Advances made by the Basel Committee on Banking Supervision are reflected in the chapters on capital adequacy, transparency, and banking supervision. This publication should be of interest to a wide body of users of bank financial data. The target audience includes persons responsible for the analysis of banks and for the senior management or organizations directing their efforts.
Author: Omar Masood
Publisher:
ISBN: 9781527511453
Category : Banks and banking
Languages : en
Pages : 90
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Book Description
Islamic finance is a growing part of the global financial sector. The risks faced by Islamic banks are real, and how well they mitigate them will determine their future. This book answers questions regarding how Islamic Financial Institutions should focus on their risk management practices and the necessary solutions and policy implementation tactics. It also analyses the risk mitigation techniques Islamic institutions are putting to use, looking at different Islamic banks from across the world to investigate their strategies and solutions. Among the topics discussed here are the implementation and outcomes of Basel III, practical enterprise risk management practices, liquidity risk management, and the success story of the global takaful industry.
Author: Jacob Bikker
Publisher: Routledge
ISBN: 1134152507
Category : Business & Economics
Languages : en
Pages : 173
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Book Description
Economic literature pays a great deal of attention to the performance of banks, expressed in terms of competition, concentration, efficiency, productivity and profitability. This book provides an all-embracing framework for the various existing theories in this area and illustrates these theories with practical applications. Evaluating a broad field of research, the book describes a profit maximizing bank and demonstrates how several widely-used models can be fitted into this framework. The authors also present an overview of the current major trends in banking and relate them to the assumptions of each model, thereby shedding light on the relevance, timeliness and shelf life of the various models. The results include a set of recommendations for a future research agenda. Offering a comprehensive analysis of bank performance, this book is useful for all of those undertaking research, or are interested, in areas such as banking, competition, supervision, monetary policy and financial stability.
