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

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.

Costly contracts and consumer credit

Costly contracts and consumer credit
Author: Igor Livshits
Publisher:
Total Pages: 41
Release: 2011
Genre: Consumer credit
ISBN:

Financial innovations are a common explanation of the rise in consumer credit and bankruptcies. To evaluate this story, we develop a simple model that incorporates two key frictions: asymmetric information about borrowers' risk of default and a fixed cost to create each contract offered by lenders. Innovations which reduce the fixed cost or ameliorate asymmetric information have large extensive margin effects via the entry of new lending contracts targeted at riskier borrowers. This results in more defaults and borrowing, as well as increased dispersion of interest rates. Using the Survey of Consumer Finance and interest rate data collected by the Board of Governors, we find evidence supporting these predictions, as the dispersion of credit card interest rates nearly tripled, and the share of credit card debt of lower income households nearly doubled.

Risk and Liquidity

Risk and Liquidity
Author: Hyun Song Shin
Publisher: OUP Oxford
Total Pages: 205
Release: 2010-05-27
Genre: Business & Economics
ISBN: 0191613835

This book presents the Clarendon Lectures in Finance by one of the leading exponents of financial booms and crises. Hyun Song Shin's work has shed light on the global financial crisis and he has been a central figure in the policy debates. The paradox of the global financial crisis is that it erupted in an era when risk management was at the core of the management of the most sophisticated financial institutions. This book explains why. The severity of the crisis is explained by financial development that put marketable assets at the heart of the financial system, and the increased sophistication of financial institutions that held and traded the assets. Step by step, the lectures build an analytical framework that take the reader through the economics behind the fluctuations in the price of risk and the boom-bust dynamics that follow. The book examines the role played by market-to-market accounting rules and securitisation in amplifying the crisis, and draws lessons for financial architecture, financial regulation and monetary policy. This book will be of interest to all serious students of economics and finance who want to delve beneath the outward manifestations to grasp the underlying dynamics of the boom-bust cycle in a modern financial system - a system where banking and capital market developments have become inseparable.

Finance and Growth

Finance and Growth
Author: Ross Levine
Publisher:
Total Pages: 130
Release: 2004
Genre: Economic development
ISBN:

"This paper reviews, appraises, and critiques theoretical and empirical research on the connections between the operation of the financial system and economic growth. While subject to ample qualifications and countervailing views, the preponderance of evidence suggests that both financial intermediaries and markets matter for growth and that reverse causality alone is not driving this relationship. Furthermore, theory and evidence imply that better developed financial systems ease external financing constraints facing firms, which illuminates one mechanism through which financial development influences economic growth. The paper highlights many areas needing additional research"--NBER website

Finance, Financial Sector Policies, and Long-Run Growth

Finance, Financial Sector Policies, and Long-Run Growth
Author: Asli Demirg????-Kunt
Publisher:
Total Pages:
Release: 2012
Genre:
ISBN:

The first part of this paper reviews the literature on the relation between finance and growth. The second part of the paper reviews the literature on the historical and policy determinants of financial development. Governments play a central role in shaping the operation of financial systems and the degree to which large segments of the financial system have access to financial services. The paper discusses the relationship between financial sector policies and economic development.

Global Financial Development Report 2017/2018

Global Financial Development Report 2017/2018
Author: World Bank
Publisher: World Bank Publications
Total Pages: 269
Release: 2017-11-07
Genre: Business & Economics
ISBN: 1464811962

Successful international integration has underpinned most experiences of rapid growth, shared prosperity, and reduced poverty. Perhaps no sector of the economy better illustrates the potential benefits--but also the perils--of deeper integration than banking. International banking may contribute to faster growth in two important ways: first, by making available much needed capital, expertise, and new technologies; and second, by enabling risk-sharing and diversification. But international banking is not without risks. The global financial crisis vividly demonstrated how international banks can transmit shocks across the globe. The Global Financial Development Report 2017/2018 brings to bear new evidence on the debate on the benefits and costs of international banks, particularly for developing countries. It provides evidence-based policy guidance on a range of issues that developing countries face. Countries that are open to international banking can benefit from global flows of funds, knowledge, and opportunity, but the regulatory challenges are complex and, at times, daunting. Global Financial Development Report 2017/2018 is the fourth in a World Bank series. The report also tracks financial systems in more than 200 economies before and during the global financial crisis on an accompanying website (www.worldbank.org/financialdevelopment). **Note: This World Bank report, Global Financial Development Report 2017/2018: Bankers without Borders, is not associated with the Grameen Foundation’s Bankers without Borders program, which engages volunteer consultants to donate their expertise to serve social enterprises and nonprofits in poor countries. For more information, visit: https://www.bankerswithoutborders.com.

The Risks of Financial Institutions

The Risks of Financial Institutions
Author: Mark Carey
Publisher: University of Chicago Press
Total Pages: 669
Release: 2007-11-01
Genre: Business & Economics
ISBN: 0226092984

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.

Managing Climate Risk in the U.S. Financial System

Managing Climate Risk in the U.S. Financial System
Author: Leonardo Martinez-Diaz
Publisher: U.S. Commodity Futures Trading Commission
Total Pages: 196
Release: 2020-09-09
Genre: Science
ISBN: 057874841X

This publication serves as a roadmap for exploring and managing climate risk in the U.S. financial system. It is the first major climate publication by a U.S. financial regulator. The central message is that U.S. financial regulators must recognize that climate change poses serious emerging risks to the U.S. financial system, and they should move urgently and decisively to measure, understand, and address these risks. Achieving this goal calls for strengthening regulators’ capabilities, expertise, and data and tools to better monitor, analyze, and quantify climate risks. It calls for working closely with the private sector to ensure that financial institutions and market participants do the same. And it calls for policy and regulatory choices that are flexible, open-ended, and adaptable to new information about climate change and its risks, based on close and iterative dialogue with the private sector. At the same time, the financial community should not simply be reactive—it should provide solutions. Regulators should recognize that the financial system can itself be a catalyst for investments that accelerate economic resilience and the transition to a net-zero emissions economy. Financial innovations, in the form of new financial products, services, and technologies, can help the U.S. economy better manage climate risk and help channel more capital into technologies essential for the transition. https://doi.org/10.5281/zenodo.5247742

Quantifying Systemic Risk

Quantifying Systemic Risk
Author: Joseph G. Haubrich
Publisher: University of Chicago Press
Total Pages: 286
Release: 2013-01-24
Genre: Business & Economics
ISBN: 0226319288

In the aftermath of the recent financial crisis, the federal government has pursued significant regulatory reforms, including proposals to measure and monitor systemic risk. However, there is much debate about how this might be accomplished quantitatively and objectively—or whether this is even possible. A key issue is determining the appropriate trade-offs between risk and reward from a policy and social welfare perspective given the potential negative impact of crises. One of the first books to address the challenges of measuring statistical risk from a system-wide persepective, Quantifying Systemic Risk looks at the means of measuring systemic risk and explores alternative approaches. Among the topics discussed are the challenges of tying regulations to specific quantitative measures, the effects of learning and adaptation on the evolution of the market, and the distinction between the shocks that start a crisis and the mechanisms that enable it to grow.