Did the Luddites Get It Right? Automation and the Labour Market
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The Origins and Evolution of Progressive Economics Part Seven of the Progressive Tradition Series
AP PHOTO/FILE AP This January 1935 photo shows a mural depicting phases of the New Deal The Origins and Evolution of Progressive Economics Part Seven of the Progressive Tradition Series Ruy Teixeira and John Halpin March 2011 WWW.AMERICANPROGRESS.ORG The Origins and Evolution of Progressive Economics Part Seven of the Progressive Tradition Series Ruy Teixeira and John Halpin March 2011 With the rise of the contemporary progressive movement and the election of President Barack Obama in 2008, there is extensive public interest in better understanding the ori- gins, values, and intellectual strands of progressivism. Who were the original progressive thinkers and activists? Where did their ideas come from and what motivated their beliefs and actions? What were their main goals for society and government? How did their ideas influence or diverge from alternative social doctrines? How do their ideas and beliefs relate to contemporary progressivism? The Progressive Tradition Series from the Center for American Progress traces the devel- opment of progressivism as a social and political tradition stretching from the late 19th century reform efforts to the current day. The series is designed primarily for educational and leadership development purposes to help students and activists better understand the foundations of progressive thought and its relationship to politics and social movements. Although the Progressive Studies Program has its own views about the relative merit of the various values, ideas, and actors discussed within the progressive tradition, the essays included in the series are descriptive and analytical rather than opinion based. We envision the essays serving as primers for exploring progressivism and liberalism in more depth through core texts—and in contrast to the conservative intellectual tradition and canon. -
ARCHITECTS of INTELLIGENCE for Xiaoxiao, Elaine, Colin, and Tristan ARCHITECTS of INTELLIGENCE
MARTIN FORD ARCHITECTS OF INTELLIGENCE For Xiaoxiao, Elaine, Colin, and Tristan ARCHITECTS OF INTELLIGENCE THE TRUTH ABOUT AI FROM THE PEOPLE BUILDING IT MARTIN FORD ARCHITECTS OF INTELLIGENCE Copyright © 2018 Packt Publishing All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews. Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. However, the information contained in this book is sold without warranty, either express or implied. Neither the author, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been caused directly or indirectly by this book. Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information. Acquisition Editors: Ben Renow-Clarke Project Editor: Radhika Atitkar Content Development Editor: Alex Sorrentino Proofreader: Safis Editing Presentation Designer: Sandip Tadge Cover Designer: Clare Bowyer Production Editor: Amit Ramadas Marketing Manager: Rajveer Samra Editorial Director: Dominic Shakeshaft First published: November 2018 Production reference: 2201118 Published by Packt Publishing Ltd. Livery Place 35 Livery Street Birmingham B3 2PB, UK ISBN 978-1-78913-151-2 www.packt.com Contents Introduction ........................................................................ 1 A Brief Introduction to the Vocabulary of Artificial Intelligence .......10 How AI Systems Learn ........................................................11 Yoshua Bengio .....................................................................17 Stuart J. -
The Socialization of Investment, from Keynes to Minsky and Beyond
Working Paper No. 822 The Socialization of Investment, from Keynes to Minsky and Beyond by Riccardo Bellofiore* University of Bergamo December 2014 * [email protected] This paper was prepared for the project “Financing Innovation: An Application of a Keynes-Schumpeter- Minsky Synthesis,” funded in part by the Institute for New Economic Thinking, INET grant no. IN012-00036, administered through the Levy Economics Institute of Bard College. Co-principal investigators: Mariana Mazzucato (Science Policy Research Unit, University of Sussex) and L. Randall Wray (Levy Institute). The author thanks INET and the Levy Institute for support of this research. The Levy Economics Institute Working Paper Collection presents research in progress by Levy Institute scholars and conference participants. The purpose of the series is to disseminate ideas to and elicit comments from academics and professionals. Levy Economics Institute of Bard College, founded in 1986, is a nonprofit, nonpartisan, independently funded research organization devoted to public service. Through scholarship and economic research it generates viable, effective public policy responses to important economic problems that profoundly affect the quality of life in the United States and abroad. Levy Economics Institute P.O. Box 5000 Annandale-on-Hudson, NY 12504-5000 http://www.levyinstitute.org Copyright © Levy Economics Institute 2014 All rights reserved ISSN 1547-366X Abstract An understanding of, and an intervention into, the present capitalist reality requires that we put together the insights of Karl Marx on labor, as well as those of Hyman Minsky on finance. The best way to do this is within a longer-term perspective, looking at the different stages through which capitalism evolves. -
A REVIEW of IRANIAN STAGFLATION by Hossein Salehi
THE HISTORY OF STAGFLATION: A REVIEW OF IRANIAN STAGFLATION by Hossein Salehi, M. Sc. A Thesis In ECONOMICS Submitted to the Graduate Faculty of Texas Tech University in Partial Fulfillment of the Requirements for the Degree of MASTER OF ARTS Approved Dr. Masha Rahnama Chair of Committee Dr. Eleanor Von Ende Dr. Mark Sheridan Dean of the Graduate School August, 2015 Copyright 2015, Hossein Salehi Texas Tech University, Hossein Salehi, August, 2015 ACKNOWLEDGMENTS First and foremost, I wish to thank my wonderful parents who have been endlessly supporting me along the way, and I would like to thank my sister for her unlimited love. Next, I would like to show my deep gratitude to Dr. Masha Rahnama, my thesis advisor, for his patient guidance and encouragement throughout my thesis and graduate studies at Texas Tech University. My sincerest appreciation goes to, Dr. Von Ende, for joining my thesis committee, providing valuable assistance, and devoting her invaluable time to complete this thesis. I also would like to thank Brian Spreng for his positive input and guidance. You all have my sincerest respect. ii Texas Tech University, Hossein Salehi, August, 2015 TABLE OF CONTENTS ACKNOWLEDGMENTS .................................................................................................. ii ABSTRACT ........................................................................................................................ v LIST OF FIGURES .......................................................................................................... -
Economists As Worldly Philosophers
Economists as Worldly Philosophers Robert J. Shiller and Virginia M. Shiller Yale University Hitotsubashi University, March 11, 2014 Virginia M. Shiller • Married, 1976 • Ph.D. Clinical Psychology, University of Delaware 1984 • Intern, Cambridge Hospital, Harvard Medical School, 1980-1 • Clinical Instructor, Yale Child Study Center, since 2000 • Private practice with children, adults, and families Robert Heilbroner 1919-2005 • His book The Worldly Philosophers: Lives, Times and Ideas of the Great Economic Thinkers, 1953, sold four million copies • Adam Smith, Henry George, Karl Marx, John Stewart Mill, John Maynard Keynes, Thomas Malthus Example: Adam Smith • Theory of Moral Sentiments, 1759 • The Wealth of Nations, 1776 • Did not shrink from moral judgments, e. g., frugality Example: John Maynard Keynes • Economic Consequences of the Peace • The General Theory of Employment, Interest and Money, 1936 Economics as a Moral Science • The kinds of questions economists are asked to opine on are inherently moral • Moral calculus requires insights into the complexities of human behavior • A plea for behavioral economics and a broader focus for economic research Kenneth Boulding 1910-1993 • “We cannot escape the proposition that as science moves from pure knowledge toward control, that is, toward creating what it knows, what it creates becomes a problem of ethical choice, and will depend upon the common values of the societies in which the scientific culture is embedded, as well as of the scientific subculture.” Boulding on the Theory that People Maximize Utility of their Own Consumption • That there is neither malevolence nor benevolence anywhere in the system is demonstrably false. • “Anything less descriptive of the human condition could hardly be imagined.” (from American Economics Association Presidential Address, 1968). -
Exit Keynes the Friedmanite, Enter Minsky's Keynes
One –Pager | N o.42 Levy Economics Institute Exit Keynes the Friedmanite, of Bard College Enter Minsky’s Keynes September 12, 2013 . Brad DeLong recently reposted his 1996 review of John Maynard Keynes’s DeLong raises what, for me, is a version of the same question posed A Tract on Monetary Reform (1924) . DeLong makes the case, quite com - in an April 2011 post : “Why Aren’t Economics Departments Using their pellingly, that Keynes, in this book, provides us with the best monetarist Macroeconomic Slots to Hire People Who Know Walter Bagehot?” More monograph ever written. DeLong leads, however, with a sentence that, recently, a post by Paul Krugman makes the same point: “What really in 2013, he might want to alter: “This may well be Keynes’s best book.” impresses you if you study macro, in particular, is the continuity, so that It was the complete failure of the monetarist framework that led Bagehot and Wicksell and Irving Fisher and, of course, Keynes remain Keynes to deliver his General Theory in 1936. Quite sadly, in 1996 the quite relevant today.” Washington Consensus had effectively embraced the minimalist view of Bagehot, Fisher, Keynes—and, I would add, Minsky—wrote richly of monetary policy responsibilities articulated by Keynes in 1924. And in an economic world strongly at odds with the neoclassical fiction of so doing they set the world up for a 1929-style financial crisis in 2008–9. finance as a veil. These thinkers would arguably have seen the Great As DeLong puts it, Moderation very differently from DeLong à la 1996, with financial mar - ket dynamics, not wage and price swings, driving increasing fluctuations The belief that monetary instability—inflation and deflation— in the macroeconomy, ultimately ending in the brutal global Great is the principal, or at least a principal, cause of other economic Recession of 2008–9. -
Book Reviews on Global Economy and Geopolitical Readings
Book reviews on global economy and geopolitical readings 5 8 The Rise of the Robots: Technology and the Threat of Mass Unemployment Ford, Martin, (2015), Oneworld Publications, Britain. “The frightening reality is that if we don’t recognize and adapt to the implications of advancing technology, we may face the prospect of a “perfect storm” where the impacts from soaring inequality, technological unemployment, and climate change unfold roughly in parallel, and in some ways amplify and reinforce each other. If, however, we can fully leverage advancing technology as a solution – while recognizing and adapting to its implications for employment and the distribution of income – then the outcome is likely to be far more optimistic. Negotiating a path through these entangled forces and crafting a future that offers broad-based security and prosperity may prove to be the greatest challenge for our time.” Summary The robots are coming and we have to decide whether a future with them will bring prosperity or disaster. Historically, there has always been widespread scepticism that technological progress could bring disaster. Moreover, there were supporting arguments: in the West, especially in the twentieth century, the development of technology led to a more prosperous society. As the machines used in production processes improved, so did the productivity of workers operating the machines. This made the workers more valuable, and enabled them to demand higher wages. However, for the author of The Rise of the Robots, there are good reasons to believe that this spiral of progress has changed. For example, the average American employee in the manufacturing sector in 2013 earned 13% less than in 1973, although productivity had increased by 107% – and prices of housing, education, and health had increased exponentially. -
Keynes, the Keynesians and Monetarism
A Service of Leibniz-Informationszentrum econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible. zbw for Economics Congdon, Tim Book — Published Version Keynes, the Keynesians and Monetarism Provided in Cooperation with: Edward Elgar Publishing Suggested Citation: Congdon, Tim (2007) : Keynes, the Keynesians and Monetarism, ISBN 978-1-84720-139-3, Edward Elgar Publishing, Cheltenham, http://dx.doi.org/10.4337/9781847206923 This Version is available at: http://hdl.handle.net/10419/182382 Standard-Nutzungsbedingungen: Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Documents in EconStor may be saved and copied for your Zwecken und zum Privatgebrauch gespeichert und kopiert werden. personal and scholarly purposes. Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle You are not to copy documents for public or commercial Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich purposes, to exhibit the documents publicly, to make them machen, vertreiben oder anderweitig nutzen. publicly available on the internet, or to distribute or otherwise use the documents in public. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, If the documents have been made available under an Open gelten abweichend von diesen Nutzungsbedingungen die in der dort Content Licence (especially Creative Commons Licences), you genannten Lizenz gewährten Nutzungsrechte. may exercise further usage rights as specified in the indicated licence. https://creativecommons.org/licenses/by-nc-nd/3.0/legalcode www.econstor.eu © Tim Congdon, 2007 All rights reserved. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, electronic, mechanical or photocopying, recording, or otherwise without the prior permission of the publisher. -
Keynes and Marx by Claudio Sardoni University of Rome “La Sapienza”
Keynes and Marx by Claudio Sardoni University of Rome “La Sapienza” I. Introduction Soon after the publication of The General Theory, Keynes manifested his dissatisfaction with the ‘final product’ of the intellectual process which had started in 1931-32 and he stated an intention to re-cast his ideas in a clearer and more satisfactory way. Joan Robinson thought that starting from Marx, rather than orthodox economics, would have saved Keynes ‘a lot of trouble’ (1964: 96). The object of this chapter is to inquire into the possibility that Keynes could have re-written The General Theory by giving Marx more attention and more credit than he did in the 1936 edition of the book. The interest in this issue does not derive, however, from any evidence that Keynes changed his opinion of Marx after 1936: it remained highly critical. Such interest rather derives from the fact that, in the quest for a clearer formulation of his fundamental ideas, Keynes, in my opinion, could have chosen to go, at least partly, ‘back’ to the approach that he had followed earlier on in the process which led to the publication of The General Theory. In fact, at a relatively early stage (1933) of this process, Keynes’s analysis of a capitalist economy and his critique of the orthodox view had come close to Marx’s approach. Keynes soon abandoned his 1933 approach and, in The General Theory, he formulated the critique of orthodox economics in a different way from Marx. In the chapter, I argue that the reason for the change may be found in the fact that the economic theory criticised by Keynes was significantly different from the Ricardian theory to which Marx referred. -
Architects of Intelligence Release
ARCHITECTS OF INTELLIGENCE Contact: Jane Wesman The Truth about AI from the People [email protected] Building It 212-620-4080 x11 by Martin Ford or Publisher: Packt Publishing Andrea J. Stein Publication Date: November 27, 2018 [email protected] Price: $24.99/paperback; $19.99/Kindle 212-620-4080 x15 ISBN: 978-1-78913-151-2/paperback Twenty-Three Top AI Scientists and Entrepreneurs Explore the Promise and Pitfalls of Artificial Intelligence With Bestselling Author Martin Ford in ARCHITECTS OF INTELLIGENCE The incredible power of artificial intelligence is awe-inspiring. Not long ago, AI seemed like some form of science fiction. Today it is our reality. “It is becoming a true general purpose technology that is quickly evolving into a utility – not unlike electricity – likely to scale across every industry, every sector of our economy, and nearly every aspect of science, society, and culture,” explains New York Times bestselling author Martin Ford in his new book ARCHITECTS OF INTELLIGENCE The Truth about AI from the People Building It (Packt Publishing; November 27, 2018). To better understand the many complex issues surrounding AI, Ford interviewed twenty- three of the world’s top research scientists and entrepreneurs – experts whose work is helping to drive the AI revolution. These wide-ranging conversations form the heart of ARCHITECTS OF INTELLIGENCE, covering such topics as: *How will AI evolve and what major innovations are on the horizon? *Will deep learning continue to dominate, or will other approaches come to the forefront? *What does the path toward human-level Artificial General Intelligence look like? How far off is it? *What are the risks associated with AI, particularly in the areas of security, privacy, bias, the impact on the job market, and potential weaponization. -
50 AI Influencer for Image Version
50 AI Influencers to follow on Twitter (Listed Alphabetically) NO. Twitter handle Name Company Description NO. Twitter handle Name Company Description Alex Co-Founder creative.ai, Director @nuclai 1 @alexjc Creative.ai 26 @MarkTabNet Mark Tabladillo Microsoft Services Lead Data Scientist at Microsoft Services Champandard conference, Artificial Intelligence expert Silicon Valley Bringing robots into the real world, startup by Martin F. Author of Raising Author of Raising HAL, a blog about A.I. and data 2 @RobotLaunch Andra Keay 27 @mjrobbins Robotics startup, event by event, deal by deal. Robbins HAL at The Guardian. Director of AI at Tesla. Previously a Research Futurist & NY Times bestselling author of Rise of Futurist & NY Times 3 @karpathy Andrej Karpathy Tesla Scientist at OpenAI, and CS PhD student at 28 @MFordFuture Martin Ford the Robots about artificial intelligence, robots, job bestselling author Stanford. automation & the future economy Co-Founder of Coursera; Stanford CS adjunct Head of Data Science at Uber ATG & UC Berkeley 4 @AndrewYNg Andrew Ng Coursera faculty. Former head of Baidu AI Group/Google 29 @MikeTamir Mike Tamir Uber Faculty Brain. Executive Partner, Cognitive Process Independent Data Science & AI advisor, Equity Partner at Data 5 @andyjankowski Andy Jankowski IBM Transformation (Artificial Intelligence) at IBM. 30 @mrogati Monica Rogati Consultant Collective, Guest Lecturer at Stanford Founder and Owner WorkingEvolved. Former USN intelligence and DIA CTO. Author: Nathan 6 @bobgourley Bob Gourley CTOVision The Cyber Threat. Publisher of CTOvision and 31 @NathanBenaich Point Nine Capital Venture Partner at Point Nine Capital Benaich ThreatBrief. Founder of CrucialPoint New York Times reporter, covering A.I., driverless CEO of aidotio and Moonshot_na | Member 7 @CadeMetz Cade Metz The New York Times 32 @terence_mills Terence Mills Moonshot cars, robotics, and other big changes. -
Rise of the Robots
Rise of the Robots Technology and the Threat of a Jobless Future MARTIN FORD A Member of the Perseus Books Group New York 2015 CONTENTS INTRODUCTION Introduction ix Sometime during the 1960s, the Nobel laureate economist Mil- Chapter 1 The Automation Wave 1 ton Friedman was consulting with the government of a developing Chapter 2 Is This Time Different? 29 Asian nation. Friedman was taken to a large-scale public works proj- Chapter 3 Information Technology: ect, where he was surprised to see large numbers of workers wielding An Unprecedented Force for Disruption 63 shovels, but very few bulldozers, tractors, or other heavy earth-moving equipment. When asked about this, the government official in charge Chapter 4 White-Collar Jobs at Risk 83 explained that the project was intended as a “jobs program.” Fried- Chapter 5 Transforming Higher Education 129 man’s caustic reply has become famous: “So then, why not give the Chapter 6 The Health Care Challenge 145 workers spoons instead of shovels?” Friedman’s remark captures the skepticism—and often outright Chapter 7 Technologies and Industries of the Future 175 derision—expressed by economists confronting fears about the pros- Chapter 8 Consumers, Limits to Growth . and Crisis? 193 pect of machines destroying jobs and creating long-term unemploy- Chapter 9 Super-Intelligence and the Singularity 229 ment. Historically, that skepticism appears to be well-founded. In the United States, especially during the twentieth century, advancing tech- Chapter 10 Toward a New Economic Paradigm 249 nology has consistently driven us toward a more prosperous society. Conclusion 281 There have certainly been hiccups—and indeed major disruptions— Acknowledgments 285 along the way.