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: Douglas Darrell Evanoff
Publisher: World Scientific
ISBN: 9812833382
Category : Business & Economics
Languages : en
Pages : 455
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Book Description
The impact of globalization of financial markets is a highly debated topic, particularly in recent months when the issue of globalization and contagion of financial distress has become a focus of intense policy debate. The papers in this volume provide an up-to-date overview of the key issues in this debate. While most of the contributions were prepared after the initial outbreak of the current global turmoil and financial crisis, they identify the relative strengths of the risk diversification and risk transmission processes and examine the empirical evidence to date. The book considers the relative roles of banks, nonbank financial institutions and capital markets in both risk diversification and risk transmission. It then evaluates the current status of crisis resolution in a global context, and speculates where to go from here in terms of understanding, resolution, prevention and public policy.
Author: Michel Henry Bouchet
Publisher: Springer
ISBN: 3319897527
Category : Business & Economics
Languages : en
Pages : 542
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Book Description
This book provides an up-to-date guide to managing Country Risk. It tackles its various and interlinked dimensions including sovereign risk, socio-political risk, and macroeconomic risk for foreign investors, creditors, and domestic residents. It shows how they are accentuated in the global economy together with new risks such as terrorism, systemic risk, environmental risk, and the rising trend of global volatility and contagion. The book also assesses the limited usefulness of traditional yardsticks of Country Risk, such as ratings and rankings, which at best reflect the market consensus without predictive value and at worst amplify risk aversion and generate crisis contamination. This book goes further than comparing a wide range of risk management methods in that it provides operational and forward-looking warning signs of Country Risk. The combination of the authors’ academic and market-based backgrounds makes the book a useful tool for scholars, analysts, and practitioners.
Author: Mr.Jeremy Clift
Publisher: International Monetary Fund
ISBN: 1498346510
Category : Business & Economics
Languages : en
Pages : 24
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Book Description
The Inaugural Camdessus Central Banking Lecture
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.
Author: Mr.Giovanni Dell'Ariccia
Publisher: International Monetary Fund
ISBN: 1484381130
Category : Business & Economics
Languages : en
Pages : 41
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Book Description
We present evidence of a risk-taking channel of monetary policy for the U.S. banking system. We use confidential data on the internal ratings of U.S. banks on loans to businesses over the period 1997 to 2011 from the Federal Reserve’s survey of terms of business lending. We find that ex-ante risk taking by banks (as measured by the risk rating of the bank’s loan portfolio) is negatively associated with increases in short-term policy interest rates. This relationship is less pronounced for banks with relatively low capital or during periods when banks’ capital erodes, such as episodes of financial and economic distress. These results contribute to the ongoing debate on the role of monetary policy in financial stability and suggest that monetary policy has a bearing on the riskiness of banks and financial stability more generally.
Author: Mr.Ayhan Kose
Publisher: International Monetary Fund
ISBN: 9781589062214
Category : Business & Economics
Languages : en
Pages : 68
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Book Description
This study provides a candid, systematic, and critical review of recent evidence on this complex subject. Based on a review of the literature and some new empirical evidence, it finds that (1) in spite of an apparently strong theoretical presumption, it is difficult to detect a strong and robust causal relationship between financial integration and economic growth; (2) contrary to theoretical predictions, financial integration appears to be associated with increases in consumption volatility (both in absolute terms and relative to income volatility) in many developing countries; and (3) there appear to be threshold effects in both of these relationships, which may be related to absorptive capacity. Some recent evidence suggests that sound macroeconomic frameworks and, in particular, good governance are both quantitatively and qualitatively important in affecting developing countries’ experiences with financial globalization.
Author: National Research Council
Publisher: National Academies Press
ISBN: 0309048834
Category : Political Science
Languages : en
Pages : 225
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Book Description
Many questions have been raised about America's status in the increasingly interconnected global economy. Yet key factsâ€"such as the amount of foreign assets abroad owned by U.S. citizensâ€"are not known. The crucial data needed to assess the U.S. position are unavailable. This volume explores significant shortcomings in U.S. data on international capital transactions and their implications for policymakers. The volume offers clearcut recommendations for U.S. agencies to bring data collection and analyses of the global economy into the twenty-first century. The volume explores: How factors emerging since the early 1980s have shaped world financial markets and revealed shortcomings in data collection and analysis. How the existing U.S. data system works and where it fails how measurements of international financial transactions are recorded; and how swaps, options, and futures present special reporting problems. How alternative methods, such as collecting data, from sources such as global custodians and international clearinghouses, might improve coverage and accuracy.
Author: International Monetary Fund. Monetary and Capital Markets Department
Publisher: International Monetary Fund
ISBN: 1498324029
Category : Business & Economics
Languages : en
Pages : 109
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Book Description
The October 2019 Global Financial Stability Report (GFSR) identifies the current key vulnerabilities in the global financial system as the rise in corporate debt burdens, increasing holdings of riskier and more illiquid assets by institutional investors, and growing reliance on external borrowing by emerging and frontier market economies. The report proposes that policymakers mitigate these risks through stricter supervisory and macroprudential oversight of firms, strengthened oversight and disclosure for institutional investors, and the implementation of prudent sovereign debt management practices and frameworks for emerging and frontier market economies.
Author: International Monetary Fund
Publisher: International Monetary Fund
ISBN: 1513569678
Category : Business & Economics
Languages : en
Pages : 92
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Book Description
Extraordinary policy measures have eased financial conditions and supported the economy, helping to contain financial stability risks. Chapter 1 warns that there is a pressing need to act to avoid a legacy of vulnerabilities while avoiding a broad tightening of financial conditions. Actions taken during the pandemic may have unintended consequences such as stretched valuations and rising financial vulnerabilities. The recovery is also expected to be asynchronous and divergent between advanced and emerging market economies. Given large external financing needs, several emerging markets face challenges, especially if a persistent rise in US rates brings about a repricing of risk and tighter financial conditions. The corporate sector in many countries is emerging from the pandemic overindebted, with notable differences depending on firm size and sector. Concerns about the credit quality of hard-hit borrowers and profitability are likely to weigh on the risk appetite of banks. Chapter 2 studies leverage in the nonfinancial private sector before and during the COVID-19 crisis, pointing out that policymakers face a trade-off between boosting growth in the short term by facilitating an easing of financial conditions and containing future downside risks. This trade-off may be amplified by the existing high and rapidly building leverage, increasing downside risks to future growth. The appropriate timing for deployment of macroprudential tools should be country-specific, depending on the pace of recovery, vulnerabilities, and policy tools available. Chapter 3 turns to the impact of the COVID-19 crisis on the commercial real estate sector. While there is little evidence of large price misalignments at the onset of the pandemic, signs of overvaluation have now emerged in some economies. Misalignments in commercial real estate prices, especially if they interact with other vulnerabilities, increase downside risks to future growth due to the possibility of sharp price corrections.
