Investor Psychology and Asset Pricing
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Good Day Sunshine: Stock Returns and the Weather
THE JOURNAL OF FINANCE VOL. LVIII, NO. 3 JUNE 2003 Good Day Sunshine: Stock Returns and theWeather DAVID HIRSHLEIFER and TYLER SHUMWAY n ABSTRACT Psychological evidence and casual intuition predict that sunny weather is as- sociated with upbeat mood. This paper examines the relationship between morning sunshine in the city of a country’s leading stock exchange and daily market index returns across 26 countries from 1982 to 1997. Sunshine is strongly signi¢cantly correlated with stock returns. After controlling for sun- shine, rain and snow are unrelated to returns. Substantial use of weather- based strategies was optimal for a trader with very low transactions costs. However, because these strategies involve frequent trades, fairly modest costs eliminate the gains.These ¢ndings are di⁄cult to reconcile with fully rational price setting. SUNSHINE AFFECTS MOOD, as evidenced by song and verse, daily experience, and formal psychological studies. But does sunlight a¡ect the stock market? The traditional e⁄cient markets view says no, with minor quali¢cations. If sun- light a¡ects the weather, it can a¡ect agricultural and perhaps other weather- related ¢rms. But in modern economies in which agriculture plays a modest role, it seems unlikely that whether it is cloudy outside the stock exchange today should a¡ect the rational price of the nation’s stock market index. (Even in coun- tries where agriculture plays a large role, it is not clear that one day of sunshine versus cloud cover at the stock exchange should be very informative about har- vest yield.) An alternative view is that sunlight a¡ects mood, and that people tend to eval- uate future prospects more optimistically when they are in a good mood than when they are in a bad mood. -
Visibility Bias in the Transmission of Consumption Beliefs and Undersaving
NBER WORKING PAPER SERIES VISIBILITY BIAS IN THE TRANSMISSION OF CONSUMPTION BELIEFS AND UNDERSAVING Bing Han David Hirshleifer Johan Walden Working Paper 25566 http://www.nber.org/papers/w25566 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambridge, MA 02138 February 2019 We thank Pierluigi Balduzzi, Martin Cherkes, Marco Cipriani, Douglas Bernheim, Andreas Fuster, Giacomo de Giorgi, Mariassunta Giannetti, Luigi Guiso, Robert Korajczyk, Theresa Kuchler, Chris Malloy, Timothy McQuade, Peter Reiss, Nick Roussanov, Erling Skancke, Andy Skrzypacz, Tano Santos, Siew Hong Teoh, Bernie Yeung, Youqing Zhou, David Benjamin Zuckerman, and participants at the Amerian Economics Association meetings in Boston, the MIT Conference on Evolution and Financial Markets, the National Bureau of Economic Research Behavioral Finance Working Group meeting at UCSD, the OSU Alumni Conference at Ohio State University, the Miami Behavioral Finance Conference at the University of Miami, the SFS Finance Cavalcade at the University of Toronto; the WISE18 Workshop on Information and Social Economics at Caltech; and seminar participants at Arizona State University, Boston College, Calgary University, Caltech, Cheung Kong Graduate School of Business, Columbia University, Hong Kong Polytechnic University, London Business School, National University of Singapore, New York Federal Reserve Board, Peking University, Renmin University, Shanghai University of Finance and Economics, Southwest University of Finance and Economics, Stanford University, University of Hong Kong, University of Houston, University of International Business and Economics, University of Texas Austin, and York University for very helpful comments; and Lin Sun and Qiguang Wang for very helpful comments and research assistance. David Hirshleifer is a paid advisor to EvoShare, a firm that helps employees save more for retirement. -
The Past, Present, and Future of Economics: a Celebration of the 125-Year Anniversary of the JPE and of Chicago Economics
The Past, Present, and Future of Economics: A Celebration of the 125-Year Anniversary of the JPE and of Chicago Economics Introduction John List Chairperson, Department of Economics Harald Uhlig Head Editor, Journal of Political Economy The Journal of Political Economy is celebrating its 125th anniversary this year. For that occasion, we decided to do something special for the JPE and for Chicago economics. We invited our senior colleagues at the de- partment and several at Booth to contribute to this collection of essays. We asked them to contribute around 5 pages of final printed pages plus ref- erences, providing their own and possibly unique perspective on the var- ious fields that we cover. There was not much in terms of instructions. On purpose, this special section is intended as a kaleidoscope, as a colorful assembly of views and perspectives, with the authors each bringing their own perspective and personality to bear. Each was given a topic according to his or her spe- cialty as a starting point, though quite a few chose to deviate from that, and that was welcome. Some chose to collaborate, whereas others did not. While not intended to be as encompassing as, say, a handbook chapter, we asked our colleagues that it would be good to point to a few key papers published in the JPE as a way of celebrating the influence of this journal in their field. It was suggested that we assemble the 200 most-cited papers published in the JPE as a guide and divvy them up across the contribu- tors, and so we did (with all the appropriate caveats). -
The Impact of Institutional Trading on Stock Prices*
Journal of Financial Economics 31(1992) 13-43. North-Holland The impact of institutional trading on stock prices* Josef Lakonishok Cnirersity of Illinois at (;rbana-Champaign. Champuign. IL 61820. USA Andrei Shleifer Hurcard tiniwrsir~. Cambridge. MA 02138. L’SA Robert W. Vishny L’nicersiry 01’ Chicago, Chicago. IL 60637, USA Received September 1991, tinal version received March 1992 This paper uses new data on the holdings of 769 tax-exempt (predominantly pension) funds. to evaluate the potential effect of their trading on stock prices. We address two aspects of trading by these money managers: herding, which refers to buying (selling) simultaneously the same stocks as other managers buy (sell), and positive-feedback trading, which refers to buying past winners and selling past losers. These two aspects of trading are commonly a part of the argument that institutions destabilize stock prices. The evidence suggests that pension managers do not strongly pursue these potentially destabilizing practices. 1. Introduction Instead of merely buying and holding the market portfolio, most investors follow strategies of actively picking and trading stocks. When investors trade actively, their buying and selling decisions may move stock prices. Understand- ing the behavior of stock prices thus requires an understanding of the invest- ment strategies of active investors. Correspondence ro: Robert W. Vishny, Graduate School of Business, University of Chicago, 1101 East 58th Street. Chicago, IL 60637, USA. *We are grateful to Louis than, Kenneth Froot (the referee). Lawrence Harris. hIark Mitchell. Jay Ritter. Jeremy Stein. and Richard Thaier for helpful comments; and especially to Gil Beebower and Vasant Kamath for their helpful advice. -
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. -
The Capital Asset Pricing Model (CAPM) of William Sharpe (1964)
Journal of Economic Perspectives—Volume 18, Number 3—Summer 2004—Pages 25–46 The Capital Asset Pricing Model: Theory and Evidence Eugene F. Fama and Kenneth R. French he capital asset pricing model (CAPM) of William Sharpe (1964) and John Lintner (1965) marks the birth of asset pricing theory (resulting in a T Nobel Prize for Sharpe in 1990). Four decades later, the CAPM is still widely used in applications, such as estimating the cost of capital for firms and evaluating the performance of managed portfolios. It is the centerpiece of MBA investment courses. Indeed, it is often the only asset pricing model taught in these courses.1 The attraction of the CAPM is that it offers powerful and intuitively pleasing predictions about how to measure risk and the relation between expected return and risk. Unfortunately, the empirical record of the model is poor—poor enough to invalidate the way it is used in applications. The CAPM’s empirical problems may reflect theoretical failings, the result of many simplifying assumptions. But they may also be caused by difficulties in implementing valid tests of the model. For example, the CAPM says that the risk of a stock should be measured relative to a compre- hensive “market portfolio” that in principle can include not just traded financial assets, but also consumer durables, real estate and human capital. Even if we take a narrow view of the model and limit its purview to traded financial assets, is it 1 Although every asset pricing model is a capital asset pricing model, the finance profession reserves the acronym CAPM for the specific model of Sharpe (1964), Lintner (1965) and Black (1972) discussed here. -
Tyler Shumway John C
Tyler Shumway John C. and Sally S. Morley Professor of Finance University of Michigan Office: Ross School of Business University of Michigan 701 Tappan Street Ann Arbor, MI 48109-1234 (734) 763-4129 [email protected] http://www-personal.umich.edu/~shumway Education Ph.D., University of Chicago Graduate School of Business, 1996 B.A., Brigham Young University (Economics), 1991 Academic Appointments Ross School of Business, University of Michigan John C. and Sally S. Morley Professor of Finance, 2016-present Professor of Finance, 2010-2015 Associate Professor of Finance, 2002-2010 Assistant Professor of Finance, 1996-2002 Lecturer of Finance, 1995-1996 Stanford Graduate School of Business, Visiting Associate Professor of Finance, 2004-2005 Marriott School of Business, Brigham Young University, Visiting Professor, 2017-2018 Journal Publications The Delisting Bias in CRSP Data, Journal of Finance, March 1997, 327-340. The Delisting Bias in CRSP's Nasdaq Data and its Implications for the Size Effect (with Vincent Warther), Journal of Finance, December 1999, 2361-2379. Forecasting Bankruptcy More Accurately: A Simple Hazard Model, Journal of Business, January 2001, 101-124. Expected Option Returns (with Joshua Coval), Journal of Finance, June 2001, 983-1009. Is Sound Just Noise? (with Joshua Coval), Journal of Finance, October 2001, 1887-1910. Good Day Sunshine: Stock Returns and the Weather (With David Hirshleifer), Journal of Finance, June 2003, 1009-1032. Do Behavioral Biases Affect Prices? (with Joshua Coval), Journal of Finance, February 2005, 1-34. Forecasting Default with the Merton Distance to Default Model (with Sreedhar Bharath), Review of Financial Studies, May 2008, 1339-1369. -
Eugene F. Fama Booth School, University of Chicago, Chicago, IL, USA
Two Pillars of Asset Pricing Prize Lecture, December 8, 2013 by Eugene F. Fama Booth School, University of Chicago, Chicago, IL, USA. he Nobel Foundation asks that the Prize lecture cover the work for which T the Prize is awarded. Te announcement of this year’s Prize cites empirical work in asset pricing. I interpret this to include work on efcient capital markets and work on developing and testing asset pricing models—the two pillars, or perhaps more descriptive, the Siamese twins of asset pricing. I start with ef- cient markets and then move on to asset pricing models. EFFICIENT CAPITAL MARKEts A. Early Work Te year 1962 was a propitious time for Ph.D. research at the University of Chi- cago. Computers were coming into their own, liberating econometricians from their mechanical calculators. It became possible to process large amounts of data quickly, at least by previous standards. Stock prices are among the most acces- sible data, and there was burgeoning interest in studying the behavior of stock returns, centered at the University of Chicago (Merton Miller, Harry Roberts, Lester Telser, and Benoit Mandelbrot as a frequent visitor) and MIT (Sidney Alexander, Paul Cootner, Franco Modigliani, and Paul Samuelson). Modigli- ani ofen visited Chicago to work with his longtime coauthor Merton Miller, so there was frequent exchange of ideas between the two schools. It was clear from the beginning that the central question is whether asset prices refect all available information—what I labeled the efcient markets hy- pothesis (Fama 1965b). Te difculty is making the hypothesis testable. We can’t 365 6490_Book.indb 365 11/4/14 2:30 PM 366 The Nobel Prizes test whether the market does what it is supposed to do unless we specify what it is supposed to do. -
B9311-13 Ph.D. Seminar in International Finance Course
Professor Robert J. Hodrick Spring Semester 2012 Uris 414 212-854-3413 [email protected] B9311-13 Ph.D. Seminar in International Finance Course Outline and Reading List The course covers current research topics in international finance. An introduction to the subject at the MBA level and additional background information can be found in Geert Bekaert and Robert J. Hodrick, (B&H), 2012, International Financial Management, 2nd Edition. Upper Saddle River, NJ: Pearson-Prentice Hall, which is available from the bookstore. The readings marked with an (*) are required. All other readings are supplementary. PDF files of the required readings will be posted on the class web site. The only requirement for the course is a paper, which will ideally lead to additional research in the area. Acceptable paper topics include a critical survey of two or three papers, the replication and extension of an empirical paper, or original theoretical or empirical research. I am on campus most weekdays, so please stop by if you have a question. I am also usually free right after class. If you would like to schedule a formal appointment, please send me an e-mail. January 25, Class 1: Foreign Exchange Markets and Interest Rate Parity B&H Chapters 2-6 *Sager, Michael J. and Mark P. Taylor, 2006, “Under the Microscope: The Structure of the Foreign Exchange Market,” International Journal of Finance and Economics 11, pp. 81- 95. *Baba, N., and F. Packer, 2009, “Interpreting Deviations from Covered Interest Parity during the Financial Market Turmoil of 2007–08,” Journal of Banking & Finance 33, 1953-1962. -
Earnings Management and the Long-Run Market Performance of Initial Public Offerings
THE JOURNAL OF FINANCE • VOL. LIII, NO. 6 • DECEMBER 1998 Earnings Management and the Long-Run Market Performance of Initial Public Offerings SIEW HONG TEOH, IVO WELCH, and T. J. WONG* ABSTRACT Issuers of initial public offerings ~IPOs! can report earnings in excess of cash flows by taking positive accruals. This paper provides evidence that issuers with unusu- ally high accruals in the IPO year experience poor stock return performance in the three years thereafter. IPO issuers in the most “aggressive” quartile of earnings managers have a three-year aftermarket stock return of approximately 20 percent less than IPO issuers in the most “conservative” quartile. They also issue about 20 percent fewer seasoned equity offerings. These differences are statistically and economically significant in a variety of specifications. SEVERAL STUDIES FIND THAT INITIAL public offerings ~IPOs! underperform after the issue.1 Over a three-year holding period after the offering, Ritter ~1991! reports substantially lower stock returns ~mean of 227 percent and median of 255 percent! for a sample of 1,526 IPOs going public between 1975 and *Teoh is at the University of Michigan, Welch is at the University of California, Los Angeles, and Wong is at the University of Science and Technology, Hong Kong. We thank Andrew Alford, Joe Aharony, John Barber, Vic Bernard, Shlomo Bernartzi, Robert Bowen, Laura Field, Steve Hansen, David Hirshleifer, Michael Kirschenheiter, Charles Lee, Tim Loughran, Susan Moyer, Gita Rao, Jay Ritter, Jake Thomas, Dan Tinkelman, Sheridan Titman, and workshop partici- pants at the University of British Columbia, Columbia University, New York University, and the University of Washington for helpful comments. -
Social Transmission Bias in Economics and Finance
THE JOURNAL OF FINANCE • VOL. , NO. 0 • APRIL 2020 Presidential Address: Social Transmission Bias in Economics and Finance DAVID HIRSHLEIFER∗ ABSTRACT I discuss a new intellectual paradigm, social economics and finance—the study of the social processes that shape economic thinking and behavior. This emerging field recog- nizes that people observe and talk to each other. A key, underexploited building block of social economics and finance is social transmission bias: systematic directional shift in signals or ideas induced by social transactions. I use five “fables” (models) to illustrate the novelty and scope of the transmission bias approach, and offer sev- eral emergent themes. For example, social transmission bias compounds recursively, which can help explain booms, bubbles, return anomalies, and swings in economic sentiment. THIS ADDRESS DISCUSSES A NEW intellectual paradigm, which I call social eco- nomics and finance—the study of how social interaction affects economic out- comes. In standard analyses of economic behavior, people interact only imper- sonally via trading orders and observation of market price. A missing chapter in our understanding of finance consists of the social processes that shape economic thinking and behavior. Social economics and finance recognizes that people observe each other and talk to each other, where talking includes written text and social media. A key but underexploited intellectual building block of social economics and finance is social transmission bias, the systematic directional modification of ideas or signals as they pass from person to person. ∗David Hirshleifer is at Merage School of Business, University of California. This paper was the Presidential Address of the American Finance Association at the 2020 Annual Meeting in San Diego, CA. -
WAYNE E. FERSON May, 2017
WAYNE E. FERSON May, 2017 University of Southern California Marshall School of Business 3670 Trousdale Parkway, Suite 308 Los Angeles, CA. 90089-0804 home: (310) 374-5030 Office: (213) 740-5615 [email protected] PROFESSIONAL: ACADEMIC APPOINTMENTS (Teaching Responsibilities) 2007 - 2020 Ivadelle and Theodore Johnson Chair of Banking and Finance, Marshall School of Business, University of Southern California, Los Angeles, CA. (financial economics) and Research Associate, National Bureau of Economic Research (since 1995). 2015, 2016 Visiting Scholar, University of Washington (short term, Ph.D lectures). 2010 Visiting Scholar, University of New South Wales (short term, Ph.D lectures). 2010 Visiting Scholar, University of Washington (short term, Ph.D lectures). 2007 Visiting Scholar, University of Toronto (short term, Ph.D lectures). 2007 Bettis Distinguished Scholar, Arizona State University (financial economics), short-term visiting appointment. 2001 - 2006 Collins Chair in Finance, Carroll School of Management, Boston College, Chestnut Hill, MA. (financial economics). 2007-2010, 04 Visiting Scholar, Federal Reserve Bank of Atlanta (short term research appointments). 1992 -2001 Pigott-Paccar Professor of Finance, University of Washington, Seattle, Washington. (Financial Economics and Investments). 1999 Visiting Scholar, Institute for Advanced Studies, Vienna, Austria (doctoral studies). 1998 Visiting Scholar, University of South Carolina (short-term research appointments, lectures to Ph.D. students). 1998, 1995, 94 Visiting Scholar, Arizona State University, Tempe, AZ (short-term research appointments, lectures to Ph.D. students). 1998 Visiting Scholar, University of Miami, Coral Gables, FL. (short term research appointment). 1983 – 1992 Associate Professor of Finance [Assistant professor, 1985-1988; visiting, 1983-1985], Graduate School of Business, University of Chicago, Illinois (Financial Economics and Investments).