The Economic Impacts and the Regulation of AI: A Review of the Academic Literature and Policy Actions

The Economic Impacts and the Regulation of AI: A Review of the Academic Literature and Policy Actions
Title The Economic Impacts and the Regulation of AI: A Review of the Academic Literature and Policy Actions PDF eBook
Author Mariarosaria Comunale
Publisher International Monetary Fund
Pages 69
Release 2024-03-22
Genre Business & Economics
ISBN

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We review the literature on the effects of Artificial Intelligence (AI) adoption and the ongoing regulatory efforts concerning this technology. Economic research encompasses growth, employment, productivity, and income inequality effects, while regulation covers market competition, data privacy, copyright, national security, ethics concerns, and financial stability. We find that: (i) theoretical research agrees that AI will affect most occupations and transform growth, but empirical findings are inconclusive on employment and productivity effects; (ii) regulation has focused primarily on topics not explored by the academic literature; (iii) across countries, regulations differ widely in scope and approaches and face difficult trade-offs.

The Economics of Artificial Intelligence

The Economics of Artificial Intelligence
Title The Economics of Artificial Intelligence PDF eBook
Author Ajay Agrawal
Publisher University of Chicago Press
Pages 172
Release 2024-03-05
Genre Business & Economics
ISBN 0226833127

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A timely investigation of the potential economic effects, both realized and unrealized, of artificial intelligence within the United States healthcare system. In sweeping conversations about the impact of artificial intelligence on many sectors of the economy, healthcare has received relatively little attention. Yet it seems unlikely that an industry that represents nearly one-fifth of the economy could escape the efficiency and cost-driven disruptions of AI. The Economics of Artificial Intelligence: Health Care Challenges brings together contributions from health economists, physicians, philosophers, and scholars in law, public health, and machine learning to identify the primary barriers to entry of AI in the healthcare sector. Across original papers and in wide-ranging responses, the contributors analyze barriers of four types: incentives, management, data availability, and regulation. They also suggest that AI has the potential to improve outcomes and lower costs. Understanding both the benefits of and barriers to AI adoption is essential for designing policies that will affect the evolution of the healthcare system.

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

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance
Title Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance PDF eBook
Author El Bachir Boukherouaa
Publisher International Monetary Fund
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.

AI and education

AI and education
Title AI and education PDF eBook
Author Miao, Fengchun
Publisher UNESCO Publishing
Pages 50
Release 2021-04-08
Genre Political Science
ISBN 9231004476

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Artificial Intelligence (AI) has the potential to address some of the biggest challenges in education today, innovate teaching and learning practices, and ultimately accelerate the progress towards SDG 4. However, these rapid technological developments inevitably bring multiple risks and challenges, which have so far outpaced policy debates and regulatory frameworks. This publication offers guidance for policy-makers on how best to leverage the opportunities and address the risks, presented by the growing connection between AI and education. It starts with the essentials of AI: definitions, techniques and technologies. It continues with a detailed analysis of the emerging trends and implications of AI for teaching and learning, including how we can ensure the ethical, inclusive and equitable use of AI in education, how education can prepare humans to live and work with AI, and how AI can be applied to enhance education. It finally introduces the challenges of harnessing AI to achieve SDG 4 and offers concrete actionable recommendations for policy-makers to plan policies and programmes for local contexts. [Publisher summary, ed]

Artificial Intelligence in Healthcare

Artificial Intelligence in Healthcare
Title Artificial Intelligence in Healthcare PDF eBook
Author Adam Bohr
Publisher Academic Press
Pages 385
Release 2020-06-21
Genre Computers
ISBN 0128184396

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Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data

Broadening the Gains from Generative AI

Broadening the Gains from Generative AI
Title Broadening the Gains from Generative AI PDF eBook
Author Fernanda Brollo
Publisher International Monetary Fund
Pages 47
Release 2024-06-17
Genre Business & Economics
ISBN

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Generative artificial intelligence (gen AI) holds immense potential to boost productivity growth and advance public service delivery, but it also raises profound concerns about massive labor disruptions and rising inequality. This note discusses how fiscal policies can be employed to steer the technology and its deployment in ways that serve humanity best while cushioning the negative labor market and distributional effects to broaden the gains. Given the vast uncertainty about the nature, impact, and speed of developments in gen AI, governments should take an agile approach that prepares them for both business as usual and highly disruptive scenarios.

The Cambridge Handbook of Artificial Intelligence

The Cambridge Handbook of Artificial Intelligence
Title The Cambridge Handbook of Artificial Intelligence PDF eBook
Author Keith Frankish
Publisher Cambridge University Press
Pages 367
Release 2014-06-12
Genre Computers
ISBN 0521871425

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An authoritative, up-to-date survey of the state of the art in artificial intelligence, written for non-specialists.