Consumption Commitments and Risk Preferences
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Artificial Intelligence, Automation, and Work
Artificial Intelligence, Automation, and Work The Economics of Artifi cial Intelligence National Bureau of Economic Research Conference Report The Economics of Artifi cial Intelligence: An Agenda Edited by Ajay Agrawal, Joshua Gans, and Avi Goldfarb The University of Chicago Press Chicago and London The University of Chicago Press, Chicago 60637 The University of Chicago Press, Ltd., London © 2019 by the National Bureau of Economic Research, Inc. All rights reserved. No part of this book may be used or reproduced in any manner whatsoever without written permission, except in the case of brief quotations in critical articles and reviews. For more information, contact the University of Chicago Press, 1427 E. 60th St., Chicago, IL 60637. Published 2019 Printed in the United States of America 28 27 26 25 24 23 22 21 20 19 1 2 3 4 5 ISBN-13: 978-0-226-61333-8 (cloth) ISBN-13: 978-0-226-61347-5 (e-book) DOI: https:// doi .org / 10 .7208 / chicago / 9780226613475 .001 .0001 Library of Congress Cataloging-in-Publication Data Names: Agrawal, Ajay, editor. | Gans, Joshua, 1968– editor. | Goldfarb, Avi, editor. Title: The economics of artifi cial intelligence : an agenda / Ajay Agrawal, Joshua Gans, and Avi Goldfarb, editors. Other titles: National Bureau of Economic Research conference report. Description: Chicago ; London : The University of Chicago Press, 2019. | Series: National Bureau of Economic Research conference report | Includes bibliographical references and index. Identifi ers: LCCN 2018037552 | ISBN 9780226613338 (cloth : alk. paper) | ISBN 9780226613475 (ebook) Subjects: LCSH: Artifi cial intelligence—Economic aspects. Classifi cation: LCC TA347.A78 E365 2019 | DDC 338.4/ 70063—dc23 LC record available at https:// lccn .loc .gov / 2018037552 ♾ This paper meets the requirements of ANSI/ NISO Z39.48-1992 (Permanence of Paper). -
When Does Behavioural Economics Really Matter?
When does behavioural economics really matter? Ian McAuley, University of Canberra and Centre for Policy Development (www.cpd.org.au) Paper to accompany presentation to Behavioural Economics stream at Australian Economic Forum, August 2010. Summary Behavioural economics integrates the formal study of psychology, including social psychology, into economics. Its empirical base helps policy makers in understanding how economic actors behave in response to incentives in market transactions and in response to policy interventions. This paper commences with a short description of how behavioural economics fits into the general discipline of economics. The next section outlines the development of behavioural economics, including its development from considerations of individual psychology into the fields of neurology, social psychology and anthropology. It covers developments in general terms; there are excellent and by now well-known detailed descriptions of the specific findings of behavioural economics. The final section examines seven contemporary public policy issues with suggestions on how behavioural economics may help develop sound policy. In some cases Australian policy advisers are already using the findings of behavioural economics to advantage. It matters most of the time In public policy there is nothing novel about behavioural economics, but for a long time it has tended to be ignored in formal texts. Like Molière’s Monsieur Jourdain who was surprised to find he had been speaking prose all his life, economists have long been guided by implicit knowledge of behavioural economics, particularly in macroeconomics. Keynes, for example, understood perfectly the “money illusion” – people’s tendency to think of money in nominal rather than real terms – in his solution to unemployment. -
Understanding Inflation!Indexed Bond Markets
Understanding In‡ation-Indexed Bond Markets John Y. Campbell, Robert J. Shiller, and Luis M. Viceira1 First draft: February 2009 This version: May 2009 1 Campbell: Department of Economics, Littauer Center, Harvard University, Cambridge MA 02138, and NBER. Email [email protected]. Shiller: Cowles Foundation, Box 208281, New Haven CT 06511, and NBER. Email [email protected]. Viceira: Harvard Business School, Boston MA 02163 and NBER. Email [email protected]. Campbell and Viceira’s research was sup- ported by the U.S. Social Security Administration through grant #10-M-98363-1-01 to the National Bureau of Economic Research as part of the SSA Retirement Research Consortium. The …ndings and conclusions expressed are solely those of the authors and do not represent the views of SSA, any agency of the Federal Government, or the NBER. We are grateful to Carolin P‡ueger for ex- ceptionally able research assistance, to Mihir Worah and Gang Hu of PIMCO, Derek Kaufman of Citadel, and Albert Brondolo, Michael Pond, and Ralph Segreti of Barclays Capital for their help in understanding TIPS and in‡ation derivatives markets and the unusual market conditions in the fall of 2008, and to Barclays Capital for providing data. An earlier version of the paper was presented at the Brookings Panel on Economic Activity, April 2-3, 2009. We acknowledge the helpful comments of panel members and our discussants, Rick Mishkin and Jonathan Wright. Abstract This paper explores the history of in‡ation-indexed bond markets in the US and the UK. It documents a massive decline in long-term real interest rates from the 1990’suntil 2008, followed by a sudden spike in these rates during the …nancial crisis of 2008. -
Restoring Rational Choice: the Challenge of Consumer Financial Regulation
NBER WORKING PAPER SERIES RESTORING RATIONAL CHOICE: THE CHALLENGE OF CONSUMER FINANCIAL REGULATION John Y. Campbell Working Paper 22025 http://www.nber.org/papers/w22025 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambridge, MA 02138 February 2016 This paper is the Ely Lecture delivered at the annual meeting of the American Economic Association on January 3, 2016. I thank the Sloan Foundation for financial support, and my coauthors Steffen Andersen, Cristian Badarinza, Laurent Calvet, Howell Jackson, Brigitte Madrian, Kasper Meisner Nielsen, Tarun Ramadorai, Benjamin Ranish, Paolo Sodini, and Peter Tufano for joint work that I draw upon here. I also thank Cristian Badarinza for his work with international survey data on household balance sheets, Laurent Bach, Laurent Calvet, and Paolo Sodini for sharing their results on Swedish wealth inequality, Ben Ranish for his analysis of Indian equity data, Annamaria Lusardi for her assistance with financial literacy survey data, Steven Bass, Sean Collins, Emily Gallagher, and Sarah Holden of ICI and Jack VanDerhei of EBRI for their assistance with data on US retirement savings, Eduardo Davila and Paul Rothstein for correspondence and discussions about behavioral welfare economics, and Daniel Fang for able research assistance. I have learned a great deal from my service on the Academic Research Council of the Consumer Financial Protection Bureau, and from conversations with CFPB staff. Finally I gratefully acknowledge insightful comments from participants in the Sixth Miami Behavioral -
Notes and Sources for Evil Geniuses: the Unmaking of America: a Recent History
Notes and Sources for Evil Geniuses: The Unmaking of America: A Recent History Introduction xiv “If infectious greed is the virus” Kurt Andersen, “City of Schemes,” The New York Times, Oct. 6, 2002. xvi “run of pedal-to-the-medal hypercapitalism” Kurt Andersen, “American Roulette,” New York, December 22, 2006. xx “People of the same trade” Adam Smith, The Wealth of Nations, ed. Andrew Skinner, 1776 (London: Penguin, 1999) Book I, Chapter X. Chapter 1 4 “The discovery of America offered” Alexis de Tocqueville, Democracy In America, trans. Arthur Goldhammer (New York: Library of America, 2012), Book One, Introductory Chapter. 4 “A new science of politics” Tocqueville, Democracy In America, Book One, Introductory Chapter. 4 “The inhabitants of the United States” Tocqueville, Democracy In America, Book One, Chapter XVIII. 5 “there was virtually no economic growth” Robert J Gordon. “Is US economic growth over? Faltering innovation confronts the six headwinds.” Policy Insight No. 63. Centre for Economic Policy Research, September, 2012. --Thomas Piketty, “World Growth from the Antiquity (growth rate per period),” Quandl. 6 each citizen’s share of the economy Richard H. Steckel, “A History of the Standard of Living in the United States,” in EH.net (Economic History Association, 2020). --Andrew McAfee and Erik Brynjolfsson, The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies (New York: W.W. Norton, 2016), p. 98. 6 “Constant revolutionizing of production” Friedrich Engels and Karl Marx, Manifesto of the Communist Party (Moscow: Progress Publishers, 1969), Chapter I. 7 from the early 1840s to 1860 Tomas Nonnenmacher, “History of the U.S. -
ECON 1820: Behavioral Economics Spring 2015 Brown University Course Description Within Economics, the Standard Model of Be
ECON 1820: Behavioral Economics Spring 2015 Brown University Course Description Within economics, the standard model of behavior is that of a perfectly rational, self interested utility maximizer with unlimited cognitive resources. In many cases, this provides a good approximation to the types of behavior that economists are interested in. However, over the past 30 years, experimental and behavioral economists have documented ways in which the standard model is not just wrong, but is wrong in ways that are important for economic outcomes. Understanding these behaviors, and their implications, is one of the most exciting areas of current economic inquiry. The aim of this course is to provide a grounding in the main areas of study within behavioral economics, including temptation and self control, fairness and reciprocity, reference dependence, bounded rationality and choice under risk and uncertainty. For each area we will study three things: 1. The evidence that indicates that the standard economic model is missing some important behavior 2. The models that have been developed to capture these behaviors 3. Applications of these models to (for example) finance, labor and development economics As well as the standard lectures, homework assignments, exams and so on, you will be asked to participate in economic experiments, the data from which will be used to illustrate some of the principals in the course. There will also be a certain small degree of classroom ‘flipping’, with a portion of many lectures given over to group problem solving. Finally, an integral part of the course will be a research proposal that you must complete by the end of the course, outlining a novel piece of research that you would be interested in doing. -
Equilibrium Analysis in the Behavioral Neoclassical Growth Model
Equilibrium Analysis in Behavioral One-Sector Growth Models* Daron Acemoglu† and Martin Kaae Jensen‡ December 12, 2020 Abstract Rich behavioral biases, mistakes and limits on rational decision-making are often thought to make equilibrium analysis much more intractable. We establish that this is not the case in the context of one-sector growth models such as Ramsey-Cass-Koopmans or Aiyagari models. We break down the response of the economy to a change in the environment or policy into two parts: the direct response at the given (pre-tax) prices, and the equilibrium response which plays out as prices change. Our main result demonstrates that under weak regularity conditions, re- gardless of the details of behavioral preferences, mistakes and constraints on decision-making, the long-run equilibrium will involve a greater capital-labor ratio if and only if the direct re- sponse (from the corresponding consumption-saving model) involves an increase in aggregate savings. One implication of this result is that, from a qualitative point of view, behavioral biases matter for long-run equilibrium if and only if they change the direction of the direct response. We show how to apply this result with the popular quasi-hyperbolic discounting preferences, self-control and temptation utilities and systematic misperceptions, clarifying the conditions under which usual comparative statics hold and those under which they are reversed. Keywords: behavioral economics, comparative statics, general equilibrium, neoclassical growth. JEL Classification: D90, D50, O41. *We thank Xavier Gabaix for very useful discussion and comments. Thanks also to Drew Fudenberg, Marcus Hagedorn, David Laibson, Paul Milgrom and Kevin Reffett, as well as participants at the TUS-IV-2017 conference in Paris, and seminar participants at Lund University and the University of Oslo for helpful comments and suggestions. -
Behavioral Economics Fischbacher 2009 2010
Behavioral Economics, Winter Term 2009/2010 Urs Fischbacher, [email protected] Mo 14-16 Uhr (G309) Neoclassical economic models rest on the assumptions of rationality and selfishness. Behavioral economics investigates departures from these assumptions and develops alternative models. In this lecture, we will discuss inconsistencies in intertemporal decisions, the role of reference points, money illusion and non-selfish behavior. We will analyze models that aim in a better description of actual human behavior. Content 19.10.2009 Introduction 26.10.2009 Intertemporal choice (β, δ ) preferences 02.11.2009 Consumption optimization 09.11.2009 Empirical tests 16.11.2009 Reference points Introduction 23.11.2009 Köszegi und Rabin (2006) 30.11.2009 Empirical tests 07.12.2009 Money Illusion 14.12.2009 Dual selfs Animal spirit model 21.12.2009 Non -selfish prefernces Introduction 11.01.2010 Social Preference Theories: Inequity Aversion 18.01.2010 Social Preference Theories: Reciprocity 25.01.2010 Testing Theories 01.02.2010 Field evidence 08.02.2010 Questions and Answers Main literature You find an entertaining introduction in behavioral economics in George A. Akerlof and Robert J. Shiller, 2009, “Animal Spirits: How Human Psychology Drives the Economy, and Why It Matters for Global Capitalism”, Princeton University Press, Princeton. We will focus on theoretical papers. The main papers are, in order of appearance: O’Donoghue, Ted and Matthew Rabin, 1999, “Doing it Now or Later,” American Economic Review, 89(1), 103-24. David Laibson, Andrea Repetto and Jeremy Tobacman (2003) “A Debt Puzzle” in eds. Philippe Aghion, Roman Frydman, Joseph Stiglitz, Michael Woodford, Knowledge, Information, and Expectations in Modern Economics: In Honor of Edmund S. -
David Laibson RAND Summer 2006
David Laibson RAND Summer 2006 All readings are recommended. Starred readings will be particularly useful complements for the lecture. George Akerlof "Procastination and Obedience," The Richard T. Ely Lecture, American Economic Review, Papers and Proceedings, May 1991. *George-Marios Angeletos, David Laibson, Andrea Repetto, Jeremy Tobacman and Stephen Weinberg,“The Hyperbolic Consumption Model: Calibration, Simulation, and Empirical Evaluation ” Journal of Economic Perspectives, August 2001, pp. 47-68. Shlomo Benartzi and Richard H. Thaler "How Much Is Investor Autonomy Worth?" Journal of Finance, 2002, 57(4), pp. 1593-616. Camerer, Colin F., George Loewenstein and Drazen Prelec. Mar. 2005. "Neuroeconomics: How neuroscience can inform economics." Journal of Economic Literature. Vol. 34, No. 1. Colin Camerer, Samuel Issacharoff, George Loewenstein, Ted O'Donoghue, and Matthew Rabin. Jan 2003. "Regulation for Conservatives: Behavioral Economics and the Case for 'Assymetric Paternalism.'" University of Pennsylvania Law Review. 151, 1211- 1254. *James Choi, David Laibson, and Brigitte Madrian. $100 Bills on the Sidewalk: Suboptimal Saving in 401(k) Plans July 16, 2005. *James Choi, Brigitte Madrian, David Laibson, and Andrew Metrick. Optimal Defaults and Active Decisions December 3, 2004. James Choi, David Laibson, and Brigitte C. Madrian “Are Education and Empowerment Enough? Under-Diversification in 401(k) Plans” forthcoming, Brookings Papers on Economic Activity. *James Choi, David Laibson, Brigitte Madrian, and Andrew Metrick “Optimal Defaults” American Economic Review Papers and Proceedings, May 2003, pp. 180-185. Dominique J.-F. de Quervain, Urs Fischbacher, Valerie Treyer, Melanie Schellhammer, Ulrich Schnyder, Alfred Buck, Ernst Fehr. The Neural Basis of Altruistic Punishment Science 305, 27 August 2004, 1254-1258 Shane Frederick, George Loewenstein, and O'Donoghue, T. -
FE Guerra-Pujol* More Than Fifty Years Ago Ronald Coase Published
MODELLING THE COASE THEOREM F E Guerra-Pujol* More than fifty years ago Ronald Coase published ‘The Problem of Social Cost’. In his paper, Professor Coase presents an intriguing idea that has since become known among economists and lawyers as the ‘Coase Theorem’. Unlike most modern forms of economic analysis, however, Coase’s Theorem is based on a verbal argument and is almost always proved arithmetically. That is to say, the Coase Theorem is not really a theorem in the formal or mathematical sense of the word. Our objective in this paper, then, is to remedy this deficiency by formalizing the logic of the Coase Theorem. In summary, we combine Coase’s intuitive insights with the formal methods of game theory. TABLE OF CONTENTS I. INTRODUCTION ...................................................................................... 180 II. BRIEF BACKGROUND: THEORETICAL SIGNIFICANCE OF THE COASE THEOREM .................................................................................... 180 III. COASE’S ARITHMETICAL MODELS OF THE COASE THEOREM (STRAY CATTLE AND RAILWAY SPARKS) ................................................ 182 1. Stray Cattle ..................................................................................... 182 2. Railway Sparks ............................................................................... 184 3. Some Non-Arithmetical Models of Coase’s Theorem ........................... 185 IV. COASIAN GAMES ...................................................................................... 189 1. A Two-Player Coasian -
Georgy Egorov
GEORGY EGOROV Curriculum Vitae January 2013 Dept. of Managerial Economics and Decision Sciences Ph: +1-847-467-2154 Kellogg School of Management Fax: +1-847-467-1220 Northwestern University [email protected] Personal Born October 12, 1979, in Moscow Russian citizen, U.S. permanent resident Academic positions 2010 – Assistant Professor of Managerial Economics, Kellogg School of Management, Northwestern University 2010 – Faculty Research Fellow, NBER 2009 – 2010 Senior Lecture & Jacobs Scholar (tenure-track), Kellogg School of Management, Northwestern University Higher education 2005 – 2009 Ph.D. in Economics, Harvard University 2005 – 2008 M.A. in Economics, Harvard University 2001 – 2003 M.A. in Economics (cum laude), New Economic School, Moscow majors in Economic Policy, Finance, Managerial Economics 1996 – 2001 M.S. in Mathematics (summa cum laude), Moscow State University, Dept. of Mechanics and Mathematics Research interests Political economy, economic theory, game theory Teaching experience 2011 – Social Choice and Voting Models (graduate) 2010 – Values and Crisis Decision-Making (part-time MBA program) 2006-2008 TA at Harvard University: Contract Theory (graduate), Economic Theory (graduate), Game Theory in Economics (undergraduate) 2003-2004 TA at New Economic School: Political Economy, Auction Theory (both graduate) 2003-2004 TA, then lecturer, State University of the Humanities (Moscow): Public Economics (undergraduate) Other employment and education 2007 – 2009 Research Assistant (Harvard, MIT, NBER) 2003 – 2005 -
Why Did the West Extend the Franchise?: Democracy, Inequality and Growth in Historical Perspective
WHYDID THEWEST EXTEND THEFRANCHISE? DEMOCRACY,INEQUALITY,AND GROWTHIN HISTORICAL PERSPECTIVE* DARON ACEMOGLU AND JAMES A. ROBINSON During thenineteenth century mostWestern societies extended voting rights, adecisionthat led tounprecedented redistributive programs. We argue that these politicalreforms can be viewed as strategic decisions by the political elite to preventwidespread social unrest and revolution. Political transition, rather than redistributionunder existing political institutions, occurs becausecurrent trans- fersdo not ensure future transfers, while the extension of the franchise changes futurepolitical equilibria and acts as a commitmentto redistribution. Our theory alsooffers a novelexplanation for the Kuznets curve inmany Western economies duringthis period, with the fall in inequality following redistribution due to democratization. I. INTRODUCTION Thenineteenth century was aperiodof fundamental political reformand unprecedentedchanges in taxation and redistribu- tion.Britain, forexample, was transformedfrom an ‘‘oligarchy’’ runby an eliteto a democracy.Thefranchise was extendedin 1832 and thenagain in 1867 and 1884, transferringvoting rights toportionsof the society with noprevious political representation. Thedecades afterthe political reformswitnessed radical social reforms,increased taxation, and theextension of educationto the masses.Moreover, as notedby Kuznets,inequality ,whichwas previouslyincreasing, started todecline during this period:the Gini coefficientfor income inequality in England and Waleshad risenfrom