Case and Shiller
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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). -
The Principles of Economics Textbook
The Principles of Economics Textbook: An Analysis of Its Past, Present & Future by Vitali Bourchtein An honors thesis submitted in partial fulfillment of the requirements for the degree of Bachelor of Science Undergraduate College Leonard N. Stern School of Business New York University May 2011 Professor Marti G. Subrahmanyam Professor Simon Bowmaker Faculty Advisor Thesis Advisor Bourchtein 1 Table of Contents Abstract ............................................................................................................................................4 Thank You .......................................................................................................................................4 Introduction ......................................................................................................................................5 Summary ..........................................................................................................................................5 Part I: Literature Review ..................................................................................................................6 David Colander – What Economists Do and What Economists Teach .......................................6 David Colander – The Art of Teaching Economics .....................................................................8 David Colander – What We Taught and What We Did: The Evolution of US Economic Textbooks (1830-1930) ..............................................................................................................10 -
Nber Working Paper Series Imperfect Information And
NBER WORKING PAPER SERIES IMPERFECT INFORMATION AND AGGREGATE SUPPLY N. Gregory Mankiw Ricardo Reis Working Paper 15773 http://www.nber.org/papers/w15773 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambridge, MA 02138 February 2010 We are grateful to students at Columbia University and Faculdade de Economia do Porto for sitting through classes that served as the genesis for this survey, and to Stacy Carlson, Benjamin Friedman, John Leahy, and Neil Mehrotra for useful comments. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research. NBER working papers are circulated for discussion and comment purposes. They have not been peer- reviewed or been subject to the review by the NBER Board of Directors that accompanies official NBER publications. © 2010 by N. Gregory Mankiw and Ricardo Reis. All rights reserved. Short sections of text, not to exceed two paragraphs, may be quoted without explicit permission provided that full credit, including © notice, is given to the source. Imperfect Information and Aggregate Supply N. Gregory Mankiw and Ricardo Reis NBER Working Paper No. 15773 February 2010 JEL No. D8,E1,E3 ABSTRACT This paper surveys the research in the past decade on imperfect information models of aggregate supply and the Phillips curve. This new work has emphasized that information is dispersed and disseminates slowly across a population of agents who strategically interact in their use of information. We discuss the foundations on which models of aggregate supply rest, as well as the micro-foundations for two classes of imperfect information models: models with partial information, where agents observe economic conditions with noise, and models with delayed information, where they observe economic conditions with a lag. -
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. -
Inattentive Consumers
Inattentive Consumers Ricardo Reis∗ Department of Economics and Woodrow Wilson School, Princeton University, Princeton, NJ 08544, USA Abstract This paper studies the consumption decisions of agents who face costs of acquiring, absorbing and processing information. These consumers rationally choose to only sporadically update their information and re-compute their optimal consumption plans. In between updating dates, they remain inattentive. This behavior implies that news disperses slowly throughout the population, so events have a gradual and delayed effect on aggregate consumption. The model predicts that aggregate consumption adjusts slowly to shocks, and is able to explain the excess sensitivity and excess smoothness puzzles. In addition, individual consumption is sensitive to ordinary and unexpected past news, but it is not sensitive to extraordinary or predictable events. The model further predicts that some people rationally choose to not plan, live hand-to-mouth, and save less, while other people sporadically update their plans. The longer are these plans, the more they save. Evidence using U.S. aggregate and microeconomic data generally supports these predictions. JEL classification codes: E2, D9, D1, D8 ∗I am grateful to N. Gregory Mankiw, Alberto Alesina, Robert Barro, and David Laibson for their guidance and to Andrew Abel, Susanto Basu, John Campbell, Larry Christiano, Mariana Colacelli, Benjamin Friedman, Jens Hilscher, Yves Nosbusch, David Romer, John Shea, Monica Singhal, Adam Szeidl, Bryce Ward, Justin Wolfers, and numerous seminar participants for useful comments. The Fundação Ciência e Tecnologia, Praxis XXI and the Eliot Memorial fellowship provided financial support. Tel.: +1-609-258-8531; fax: +1-609-258-5349. E-mail address: [email protected]. -
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 281 Syllabus - Part 2
Econ 281 Syllabus - Part 2 Instructor: Johannes Wieland 1 Requirements See Ross Starr’s syllabus. I expect you to have read the starred papers on the reading list before class. 2 Class presentations Everyone attending class must present a non-starred paper from this syllabus or from Ross’s syllabus. This includes those auditing the class unless there are no more slots left. Papers must be picked by the end of week 6. 3 Preliminary outline 1. Lecture 1 (11/2/2015): Introduction. Firm credit frictions — amplification and propagation. ∗ Ben S Bernanke and Mark Gertler. Agency costs, net worth, and business fluctuations. American Economic Review, 79(1):14–31, 1989 ∗ Charles T Carlstrom and Timothy S Fuerst. Agency costs, net worth, and business fluctuations: A computable general equilibrium analysis. The American Economic Review, pages 893–910, 1997 2. Lecture 2 (11/4/2015): Firm credit frictions — dynamic amplification and empirical evidence. ∗ Ben S Bernanke, Mark Gertler, and Simon Gilchrist. The financial accelerator in a quantitative business cycle framework. Handbook of macroeconomics, 1:1341–1393, 1999 ∗ Ben S Bernanke. Nonmonetary effects of the financial crisis in the propagation of the great depression. The American Economic Review, 73(3):257–276, 1983 ∗ Mark Gertler and Simon Gilchrist. Monetary policy, business cycles, and the behavior of small manufacturing firms. The Quarterly Journal of Economics, pages 309–340, 1994 Markus K Brunnermeier and Yuliy Sannikov. A macroeconomic model with a financial sector. The American Economic Review, 104(2):379–421, 2014 1 Markus K Brunnermeier, Thomas M Eisenbach, and Yuliy Sannikov. Macroeconomics with fi- nancial frictions: A survey. -
The Constraint on Public Debt When R<G but G<M
The constraint on public debt when r < g but g < m Ricardo Reis LSE March 2021 Abstract With real interest rates below the growth rate of the economy, but the marginal prod- uct of capital above it, the public debt can be lower than the present value of primary surpluses because of a bubble premia on the debt. The government can run a deficit forever. In a model that endogenizes the bubble premium as arising from the safety and liquidity of public debt, more government spending requires a larger bubble pre- mium, but because people want to hold less debt, there is an upper limit on spending. Inflation reduces the fiscal space, financial repression increases it, and redistribution of wealth or income taxation have an unconventional effect on fiscal capacity through the bubble premium. JEL codes: D52, E62, G10, H63. Keywords: Debt limits, debt sustainability, incomplete markets, misallocation. * Contact: [email protected]. I am grateful to Adrien Couturier and Rui Sousa for research assistance, to John Cochrane, Daniel Cohen, Fiorella de Fiore, Xavier Gabaix, N. Gregory Mankiw, Jean-Charles Rochet, John Taylor, Andres Velasco, Ivan Werning, and seminar participants at the ASSA, Banque de France - PSE, BIS, NBER Economic Fluctuations group meetings, Princeton University, RIDGE, and University of Zurich for comments. This paper was written during a Lamfalussy fellowship at the BIS, whom I thank for its hospitality. This project has received funding from the European Union’s Horizon 2020 research and innovation programme, INFL, under grant number No. GA: 682288. First draft: November 2020. 1 Introduction Almost every year in the past century (and maybe longer), the long-term interest rate on US government debt (r) was below the growth rate of output (g). -
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. -
Imperfect Macroeconomic Expectations: Yes, But, We Disagree∗
Imperfect Macroeconomic Expectations: Yes, But, We Disagree∗ Ricardo Reis LSE June 2020 1 Introduction I have been doing research on expectations in macroeconomics for twenty years. When I started, back in the year 2000, almost every model assumed rational expectations. There were no alternative assumptions that were simultaneously (i) tractable across models, (ii) consistent within each model, and (iii) with few parameters to set. At the same time, most empirical studies of survey data rejected the null hypothesis of rational expectations. In the data, people’s stated forecast errors turned out to be sometimes biased, often persis- tent, and always inefficient. At the time, it felt that progress required new models to fill this gap. So, this is what I did, writing models of sticky information and inattentiveness that only had one parame- ter to calibrate, that could be inserted as assumptions in any model of dynamic decisions, and that were as easy to solve as models with rational-expectations (Mankiw and Reis, 2002, 2010). Many others were in the same pursuit, and in these two decades the theoreti- cal literature has flourished with models of expectation that are as good or better in satis- fying these criteria, including: dispersed private information (Woodford, 2003, Angeletos and Lian, 2016), rational inattention (Sims, 2003, Mackowiak, Matejka and Wiederholt, ∗Contact: [email protected]. I am grateful to Adrien Couturier and Jose Alberto Ferreira for research assistance. This project has received funding from the European Union’s Horizon 2020 research and inno- vation programme, INFL, under grant number No. GA: 682288. -
Flat Tax: an Overview of the Hall-Rabushka Proposal
. Flat Tax: An Overview of the Hall-Rabushka Proposal James M. Bickley Specialist in Public Finance November 29, 2011 Congressional Research Service 7-5700 www.crs.gov 98-529 CRS Report for Congress Prepared for Members and Committees of Congress c11173008 . Flat Tax: An Overview of the Hall-Rabushka Proposal Summary The President and leading Members of Congress have stated that fundamental tax reform is a major policy objective for the 112th Congress. The concept of replacing individual and corporate income taxes and estate and gift taxes with a flat rate consumption tax is one option to reform the U.S. tax system. The term “flat tax” is often associated with a proposal formulated by Robert E. Hall and Alvin Rabushka (H-R), two senior fellows at the Hoover Institution. In the 112th Congress, two bills have been introduced that included a flat tax based on the concepts of Hall- Rabushka: the Freedom Flat Tax Act (H.R. 1040) and the Simplified, Manageable, and Responsible Tax Act (S. 820). In addition, Republican presidential candidate Herman Cain has proposed a tax reform plan that includes a modified H-R flat tax. This report analyzes the Hall- Rabushka flat tax concept. Although the current tax structure is referred to as an income tax, it actually contains elements of both an income and a consumption-based tax. A consumption base is neither inherently superior nor inherently inferior to an income base. The combined individual and business taxes proposed by H-R can be viewed as a modified value- added tax (VAT). The individual wage tax would be imposed on wages (and salaries) and pension receipts. -
CURRICULUM VITAE August, 2015
CURRICULUM VITAE August, 2015 Robert James Shiller Current Position Sterling Professor of Economics Yale University Cowles Foundation for Research in Economics P.O. Box 208281 New Haven, Connecticut 06520-8281 Delivery Address Cowles Foundation for Research in Economics 30 Hillhouse Avenue, Room 11a New Haven, CT 06520 Home Address 201 Everit Street New Haven, CT 06511 Telephone 203-432-3708 Office 203-432-6167 Fax 203-787-2182 Home [email protected] E-mail http://www.econ.yale.edu/~shiller Home Page Date of Birth March 29, 1946, Detroit, Michigan Marital Status Married, two grown children Education 1967 B.A. University of Michigan 1968 S.M. Massachusetts Institute of Technology 1972 Ph.D. Massachusetts Institute of Technology Employment Sterling Professor of Economics, Yale University, 2013- Arthur M. Okun Professor of Economics, Yale University 2008-13 Stanley B. Resor Professor of Economics Yale University 1989-2008 Professor of Economics, Yale University, 1982-, with joint appointment with Yale School of Management 2006-, Professor Adjunct of Law in semesters starting 2006 Visiting Professor, Department of Economics, Massachusetts Institute of Technology, 1981-82. Professor of Economics, University of Pennsylvania, and Professor of Finance, The Wharton School, 1981-82. Visitor, National Bureau of Economic Research, Cambridge, Massachusetts, and Visiting Scholar, Department of Economics, Harvard University, 1980-81. Associate Professor, Department of Economics, University of Pennsylvania, 1974-81. 1 Research Fellow, National Bureau of Economic Research, Research Center for Economics and Management Science, Cambridge; and Visiting Scholar, Department of Economics, Massachusetts Institute of Technology, 1974-75. Assistant Professor, Department of Economics, University of Minnesota, 1972-74.