Learning about Risk and Return: A Simple Model of Bubbles and Crashes
Abstract
This paper demonstrates that an asset pricing model with least-squares learning can lead to bubbles and crashes as endogenous responses to the fundamentals driving asset prices. When agents are risk-averse they generate forecasts of the conditional variance of a stock's return. Recursive updating of the conditional variance and expected return implies two mechanisms through which learning impacts stock prices: occasional shocks may lead agents to lower their risk estimate and increase their expected return, thereby triggering a bubble; along a bubble path recursive estimates of risk will increase and crash the bubble.Download Info
If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.Bibliographic Info
Paper provided by University of Oregon Economics Department in its series University of Oregon Economics Department Working Papers with number 2008-1.Length:
Date of creation:
Date of revision:
Handle: RePEc:ore:uoecwp:2008-1
Contact details of provider:
Postal: 1285 University of Oregon, 435 PLC, Eugene, OR 97403-1285
Phone: (541) 346-4661
Fax: (541) 346-1243
Email:
Web page: http://economics.uoregon.edu/
More information through EDIRC
Related research
Keywords: Risk; asset pricing; bubbles; adaptive learning.;Other versions of this item:
- William A. Branch & George W. Evans, 2011. "Learning about Risk and Return: A Simple Model of Bubbles and Crashes," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(3), pages 159-91, July.
- Branch, William A. & Evans, George W., 2010. "Learning about Risk and Return: A Simple Model of Bubbles and Crashes," SIRE Discussion Papers 2010-33, Scottish Institute for Research in Economics (SIRE).
- William A. Branch & George W. Evans, . " Learning about Risk and Return: A Simple Model of Bubbles and Crashes," CDMA Working Paper Series 1010, Centre for Dynamic Macroeconomic Analysis, revised Apr 2010.
- G12 - Financial Economics - - General Financial Markets - - - Asset Pricing
- G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies
- D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
- D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search, Learning, and Information
This paper has been announced in the following NEP Reports:
- NEP-ALL-2008-02-23 (All new papers)
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- William A. Branch & George W. Evans, 2010.
"Asset Return Dynamics and Learning,"
Review of Financial Studies,
Society for Financial Studies, vol. 23(4), pages 1651-1680, April.
- Wiliam Branch & George W. Evans, . "Asset Return Dynamics and Learning," University of Oregon Economics Department Working Papers 2006-14, University of Oregon Economics Department.
- In-Koo Cho & Kenneth Kasa, 2003.
"Learning Dynamics and Endogenous Currency Crises,"
Computing in Economics and Finance 2003
132, Society for Computational Economics.
- Cho, In-Koo & Kasa, Kenneth, 2008. "Learning Dynamics And Endogenous Currency Crises," Macroeconomic Dynamics, Cambridge University Press, vol. 12(02), pages 257-285, April.
- Albert Marcet & Juan P. Nicolini, 1995.
"Recurrent hyperinflations and learning,"
Economics Working Papers
244, Department of Economics and Business, Universitat Pompeu Fabra, revised Nov 2001.
- Albert Marcet & Juan P. Nicolini, 2003. "Recurrent Hyperinflations and Learning," American Economic Review, American Economic Association, vol. 93(5), pages 1476-1498, December.
- Marcet, Albert & Nicolini, Juan Pablo, 1998. "Recurrent Hyperinflations and Learning," CEPR Discussion Papers 1875, C.E.P.R. Discussion Papers.
- Marcet, A. & Nicolini, J.P., 1997. "Recurrent Hyperinflations and Learning," Papers 9721, Centro de Estudios Monetarios Y Financieros-.
- Jean-Michel Grandmont, 1998. "Expectations Formation and Stability of Large Socioeconomic Systems," Econometrica, Econometric Society, vol. 66(4), pages 741-782, July.
- Kenneth D. West, 1988.
"A Specification Test for Speculative Bubbles,"
NBER Working Papers
2067, National Bureau of Economic Research, Inc.
- West, Kenneth D, 1987. "A Specification Test for Speculative Bubbles," The Quarterly Journal of Economics, MIT Press, vol. 102(3), pages 553-80, August.
- Thomas Sargent & Noah Williams & Tao Zha, 2006.
"The Conquest of South American Inflation,"
NBER Working Papers
12606, National Bureau of Economic Research, Inc.
- Thomas Sargent & Noah Williams & Tao Zha, 2009. "The Conquest of South American Inflation," Journal of Political Economy, University of Chicago Press, vol. 117(2), pages 211-256, 04.
- Thomas Sargent & Noah Williams & Tao Zha, 2006. "The conquest of South American inflation," Working Paper 2006-20, Federal Reserve Bank of Atlanta.
- De Long, J Bradford & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, 1990.
"Noise Trader Risk in Financial Markets,"
Journal of Political Economy,
University of Chicago Press, vol. 98(4), pages 703-38, August.
- J. Bradford De Long & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, . "Noise Trader Risk in Financial Markets," J. Bradford De Long's Working Papers _124, University of California at Berkeley, Economics Department.
- De Long, J. Bradford & Shleifer, Andrei & Summers, Lawrence H. & Waldmann, Robert J., 1990. "Noise Trader Risk in Financial Markets," Scholarly Articles 3725552, Harvard University Department of Economics.
- Volker Bohm & Carl Chiarella, 2000.
"Mean Variance Preferences, Expectations Formation, and the Dynamics of Random Asset Prices,"
Research Paper Series
46, Quantitative Finance Research Centre, University of Technology, Sydney.
- Volker Böhm & Carl Chiarella, 2005. "Mean Variance Preferences, Expectations Formation, And The Dynamics Of Random Asset Prices," Mathematical Finance, Wiley Blackwell, vol. 15(1), pages 61-97.
- Harrison Hong & Jose Scheinkman & Wei Xiong, 2005.
"Asset Float and Speculative Bubbles,"
Levine's Bibliography
122247000000000861, UCLA Department of Economics.
- Harrison Hong & José Scheinkman & Wei Xiong, 2006. "Asset Float and Speculative Bubbles," Journal of Finance, American Finance Association, vol. 61(3), pages 1073-1117, 06.
- Harrison Hong & Jose Scheinkman & Wei Xiong, 2005. "Asset Float and Speculative Bubbles," NBER Working Papers 11367, National Bureau of Economic Research, Inc.
- Hong, Harrison & Scheinkman, José & Xiong, Wei, 2008.
"Advisors and asset prices: A model of the origins of bubbles,"
Journal of Financial Economics,
Elsevier, vol. 89(2), pages 268-287, August.
- Harrison Hong & Jose A. Scheinkman & Wei Xiong, 2007. "Advisors and Asset Prices: A Model of the Origins of Bubbles," NBER Working Papers 13504, National Bureau of Economic Research, Inc.
- Harrison Hong & Jose Scheinkman & Wei Xiong, 2005. "Advisors and Asset Prices: A Model of the Origins of Bubbles," Levine's Bibliography 122247000000001003, UCLA Department of Economics.
- Klaus Adam & Albert Marcet & Juan Pablo Nicolini, 2006. "Learning and Stock Market Volatility," Computing in Economics and Finance 2006 15, Society for Computational Economics.
- Allen F. & Morris S. & Postlewaite A., 1993. "Finite Bubbles with Short Sale Constraints and Asymmetric Information," Journal of Economic Theory, Elsevier, vol. 61(2), pages 206-229, December.
- Manuel S. Santos & Michael Woodford, 1997.
"Rational Asset Pricing Bubbles,"
Econometrica,
Econometric Society, vol. 65(1), pages 19-58, January.
- Santos, Manuel S. & Woodford, Michael, . "Rational asset pricing bubbles," Open Access publications from Universidad Carlos III de Madrid info:hdl:10016/3913, Universidad Carlos III de Madrid.
- Manuel S. Santos & Michael Woodford, 1993. "Rational Asset Pricing Bubbles," Working Papers 9304, Centro de Investigacion Economica, ITAM.
- In-Koo Cho & Thomas J. Sargent, 2000.
"Escaping Nash inflation,"
Working Paper Series
23, European Central Bank.
- Cho, In-Koo & Williams, Noah & Sargent, Thomas J, 2002. "Escaping Nash Inflation," Review of Economic Studies, Wiley Blackwell, vol. 69(1), pages 1-40, January.
- Blanchard, Olivier Jean, 1979. "Speculative bubbles, crashes and rational expectations," Economics Letters, Elsevier, vol. 3(4), pages 387-389.
- Bruce McGough, 2003.
"Shocking Escapes,"
Computing in Economics and Finance 2003
294, Society for Computational Economics.
- Bruce McGough, 2006. "Shocking Escapes," Economic Journal, Royal Economic Society, vol. 116(511), pages 507-528, 04.
- Geweke, John, 2001. "A note on some limitations of CRRA utility," Economics Letters, Elsevier, vol. 71(3), pages 341-345, June.
- Kenneth A. Froot & Maurice Obstfeld, 1992.
"Intrinsic Bubbles: The Case of Stock Prices,"
NBER Working Papers
3091, National Bureau of Economic Research, Inc.
- Froot, Kenneth A & Obstfeld, Maurice, 1991. "Intrinsic Bubbles: The Case of Stock Prices," American Economic Review, American Economic Association, vol. 81(5), pages 1189-214, December.
- Merton, Robert C., 1980.
"On estimating the expected return on the market : An exploratory investigation,"
Journal of Financial Economics,
Elsevier, vol. 8(4), pages 323-361, December.
- Robert C. Merton, 1980. "On Estimating the Expected Return on the Market: An Exploratory Investigation," NBER Working Papers 0444, National Bureau of Economic Research, Inc.
- George W. Evans & Seppo Honkapohja, .
"Economic Dynamics with Learning: New Stability Results,"
Computing in Economics and Finance 1997
51, Society for Computational Economics.
- Evans, George W & Honkapohja, Seppo, 1998. "Economic Dynamics with Learning: New Stability Results," Review of Economic Studies, Wiley Blackwell, vol. 65(1), pages 23-44, January.
- Branch, William A. & Evans, George W., 2006.
"A simple recursive forecasting model,"
Economics Letters,
Elsevier, vol. 91(2), pages 158-166, May.
- Wiliam Branch & George W. Evans, 2005. "A Simple Recursive Forecasting Model," University of Oregon Economics Department Working Papers 2005-3, University of Oregon Economics Department, revised 01 Feb 2005.
- Eva Carceles Poveda & Chryssi Giannitsarou, 2006.
"Asset pricing with adaptive learning,"
Computing in Economics and Finance 2006
25, Society for Computational Economics.
- Eva Carceles-Poveda & Chryssi Giannitsarou, 2008. "Asset Pricing with Adaptive Learning," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(3), pages 629-651, July.
- Carceles-Poveda, Eva & Giannitsarou, Chryssi, 2007. "Asset Pricing with Adaptive Learning," CEPR Discussion Papers 6223, C.E.P.R. Discussion Papers.
- Evans, George W, 1991. "Pitfalls in Testing for Explosive Bubbles in Asset Prices," American Economic Review, American Economic Association, vol. 81(4), pages 922-30, September.
- Jonathan Lewellen & Jay Shanken, 2002. "Learning, Asset-Pricing Tests, and Market Efficiency," Journal of Finance, American Finance Association, vol. 57(3), pages 1113-1145, 06.
- Martin L. Weitzman, 2007. "Subjective Expectations and Asset-Return Puzzles," American Economic Review, American Economic Association, vol. 97(4), pages 1102-1130, September.
- Eli Ofek & Matthew Richardson, 2003. "DotCom Mania: The Rise and Fall of Internet Stock Prices," Journal of Finance, American Finance Association, vol. 58(3), pages 1113-1138, 06.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
- Fabio Milani, 2008. "Learning about the Interdependence between the Macroeconomy and the Stock Market," Working Papers 070819, University of California-Irvine, Department of Economics.
- Chakraborty, Avik & Evans, George W., 2008.
"Can perpetual learning explain the forward-premium puzzle?,"
Journal of Monetary Economics,
Elsevier, vol. 55(3), pages 477-490, April.
- George W. Evans & Avik Chakraborty, 2006. "Can Perpetual Learning Explain the Forward Premium Puzzle?," University of Oregon Economics Department Working Papers 2006-8, University of Oregon Economics Department, revised 20 Aug 2006.
- Sudipto Bhattacharya & Charles Goodhart & Dimitrios Tsomocos & Alexandros Vardoulakis, 2011. "Minsky’s Financial Instability Hypothesis and the Leverage Cycle," FMG Special Papers sp202, Financial Markets Group.
- George W. Evans, 2011. "Comment on "Natural Expectations, Macroeconomic Dynamics, and Asset Pricing"," NBER Chapters, in: NBER Macroeconomics Annual 2011, Volume 26, pages 61-71 National Bureau of Economic Research, Inc.
- Lof, Matthijs, 2012. "Rational Speculators, Contrarians and Excess Volatility," MPRA Paper 43490, University Library of Munich, Germany.
- David G. Mayes, 2008. "Avoiding the Next Crisis," CESifo Forum, Ifo Institute for Economic Research at the University of Munich, vol. 9(4), pages 44-50, December.
- Michele Berardi, 2012. "Endogenous time-varying risk aversion and asset return," Centre for Growth and Business Cycle Research Discussion Paper Series 168, Economics, The Univeristy of Manchester.
- Cars Hommes & Mei Zhu, 2013. "Behavioral Learning Equilibria," Tinbergen Institute Discussion Papers 13-014/II, Tinbergen Institute.
Lists
This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.Statistics
Access and download statisticsCorrections
When requesting a correction, please mention this item's handle: RePEc:ore:uoecwp:2008-1For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Bill Harbaugh).
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.

