IDEAS home Printed from https://ideas.repec.org/a/eee/jfinec/v175y2026ics0304405x25001801.html

Implicit extrapolation and the beliefs channel of investment demand

Author

Listed:
  • Liu, Haoyang
  • Palmer, Christopher

Abstract

We document implicit extrapolation in investment decision-making that exceeds the extrapolation inferable from stated expectations. Locally experienced returns predict individual real-estate investment decisions even conditional on an investor’s forecasted home-price growth and risk aversion. Moreover, estimates of this experience effect on investment are larger than implied by the combined effect of past returns on stated expectations and stated expectations on investment. We demonstrate that heterogeneous forecast confidence helps explain why many investors rely on past returns over their survey-elicited forecasts. As their rationale, such survey respondents frequently cite intentional extrapolation or a lack of confidence in other belief factors.

Suggested Citation

  • Liu, Haoyang & Palmer, Christopher, 2026. "Implicit extrapolation and the beliefs channel of investment demand," Journal of Financial Economics, Elsevier, vol. 175(C).
  • Handle: RePEc:eee:jfinec:v:175:y:2026:i:c:s0304405x25001801
    DOI: 10.1016/j.jfineco.2025.104172
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304405X25001801
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfineco.2025.104172?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Manuel Adelino & Antoinette Schoar & Felipe Severino, 2018. "Perception of House Price Risk and Homeownership," NBER Working Papers 25090, National Bureau of Economic Research, Inc.
    2. Zigang Li & Stijn Van Nieuwerburgh & Wang Renxuan, 2023. "Understanding Rationality and Disagreement in House Price Expectations," NBER Working Papers 31516, National Bureau of Economic Research, Inc.
    3. John Ameriks & Gábor Kézdi & Minjoon Lee & Matthew D. Shapiro, 2020. "Heterogeneity in Expectations, Risk Tolerance, and Household Stock Shares: The Attenuation Puzzle," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 633-646, July.
    4. Robin Greenwood & Samuel G. Hanson & Lawrence J. Jin, 2019. "Reflexivity in Credit Markets," NBER Working Papers 25747, National Bureau of Economic Research, Inc.
    5. Larry G. Epstein & Martin Schneider, 2008. "Ambiguity, Information Quality, and Asset Pricing," Journal of Finance, American Finance Association, vol. 63(1), pages 197-228, February.
    6. Maarten Meeuwis & Jonathan A. Parker & Antoinette Schoar & Duncan Simester, 2022. "Belief Disagreement and Portfolio Choice," Journal of Finance, American Finance Association, vol. 77(6), pages 3191-3247, December.
    7. Koşar, Gizem & Ransom, Tyler & van der Klaauw, Wilbert, 2022. "Understanding migration aversion using elicited counterfactual choice probabilities," Journal of Econometrics, Elsevier, vol. 231(1), pages 123-147.
    8. Annamaria Lusardi, 2008. "Financial Literacy: An Essential Tool for Informed Consumer Choice?," NFI Working Papers 2008-WP-13, Indiana State University, Scott College of Business, Networks Financial Institute.
    9. Barberis, Nicholas & Greenwood, Robin & Jin, Lawrence & Shleifer, Andrei, 2015. "X-CAPM: An extrapolative capital asset pricing model," Journal of Financial Economics, Elsevier, vol. 115(1), pages 1-24.
    10. Itzhak Ben-David & Elyas Fermand & Camelia M. Kuhnen & Geng Li, 2018. "Expectations Uncertainty and Household Economic Behavior," NBER Working Papers 25336, National Bureau of Economic Research, Inc.
    11. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2009. "The Age of Reason: Financial Decisions over the Life Cycle and Implications for Regulation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 40(2 (Fall)), pages 51-117.
    12. Alex Chinco & Samuel M. Hartzmark & Abigail B. Sussman, 2022. "A New Test of Risk Factor Relevance," Journal of Finance, American Finance Association, vol. 77(4), pages 2183-2238, August.
    13. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    14. Hassan Afrouzi & Spencer Yongwook Kwon & Augustin Landier & Yueran Ma & David Thesmar, 2020. "Overreaction and Working Memory," NBER Working Papers 27947, National Bureau of Economic Research, Inc.
    15. Raj Chetty & László Sándor & Adam Szeidl, 2017. "The Effect of Housing on Portfolio Choice," Journal of Finance, American Finance Association, vol. 72(3), pages 1171-1212, June.
    16. Ulrike Malmendier & Stefan Nagel, 2011. "Depression Babies: Do Macroeconomic Experiences Affect Risk Taking?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 373-416.
    17. Yao-Min Chiang & David Hirshleifer & Yiming Qian & Ann E. Sherman, 2011. "Do Investors Learn from Experience? Evidence from Frequent IPO Investors," The Review of Financial Studies, Society for Financial Studies, vol. 24(5), pages 1560-1589.
    18. Francesco D’Acunto & Ulrike Malmendier & Juan Ospina & Michael Weber, 2019. "Exposure to Daily Price Changes and Inflation Expectations," NBER Working Papers 26237, National Bureau of Economic Research, Inc.
    19. Kindermann, Fabian & Le Blanc, Julia & Piazzesi, Monika & Schneider, Martin, 2021. "Learning about Housing Cost: Survey Evidence from the German House Price Boom," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242386, Verein für Socialpolitik / German Economic Association.
    20. Robin Greenwood & Andrei Shleifer, 2014. "Expectations of Returns and Expected Returns," The Review of Financial Studies, Society for Financial Studies, vol. 27(3), pages 714-746.
    21. Liu, Hongqi & Peng, Cameron & Xiong, Wei A. & Xiong, Wei, 2022. "Taming the bias zoo," Journal of Financial Economics, Elsevier, vol. 143(2), pages 716-741.
    22. Olivier Armantier & Giorgio Topa & Wilbert Van der Klaauw & Basit Zafar, 2017. "An overview of the Survey of Consumer Expectations," Economic Policy Review, Federal Reserve Bank of New York, issue 23-2, pages 51-72.
    23. Richard T. Carson & Theodore Groves & John A. List, 2014. "Consequentiality: A Theoretical and Experimental Exploration of a Single Binary Choice," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 1(1), pages 171-207.
    24. Glaeser, Edward L. & Nathanson, Charles G., 2017. "An extrapolative model of house price dynamics," Journal of Financial Economics, Elsevier, vol. 126(1), pages 147-170.
    25. Malmendier, Ulrike & Pouzo, Demian & Vanasco, Victoria, 2020. "Investor experiences and financial market dynamics," Journal of Financial Economics, Elsevier, vol. 136(3), pages 597-622.
    26. Stefano Giglio & Matteo Maggiori & Johannes Stroebel & Stephen Utkus, 2021. "The joint dynamics of investor beliefs and trading during the COVID-19 crash," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(4), pages 2010316118-, January.
    27. Gene Amromin & Steven A. Sharpe, 2014. "From the Horse's Mouth: Economic Conditions and Investor Expectations of Risk and Return," Management Science, INFORMS, vol. 60(4), pages 845-866, April.
    28. Michael D. Hurd, 2009. "Subjective Probabilities in Household Surveys," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 543-564, May.
    29. Rebecca L. Thornton, 2008. "The Demand for, and Impact of, Learning HIV Status," American Economic Review, American Economic Association, vol. 98(5), pages 1829-1863, December.
    30. Ulrike Malmendier, 2021. "Experience Effects in Finance: Foundations, Applications, and Future Directions," NBER Working Papers 29074, National Bureau of Economic Research, Inc.
    31. Stefan Nagel & Zhengyang Xu, 2022. "Asset Pricing with Fading Memory," The Review of Financial Studies, Society for Financial Studies, vol. 35(5), pages 2190-2245.
    32. Olivier Armantier & Wändi Bruine de Bruin & Giorgio Topa & Wilbert van der Klaauw & Basit Zafar, 2015. "Inflation Expectations And Behavior: Do Survey Respondents Act On Their Beliefs?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(2), pages 505-536, May.
    33. Engelberg, Joseph & Manski, Charles F. & Williams, Jared, 2009. "Comparing the Point Predictions and Subjective Probability Distributions of Professional Forecasters," Journal of Business & Economic Statistics, American Statistical Association, vol. 27, pages 30-41.
    34. Xavier Gabaix, 2014. "A Sparsity-Based Model of Bounded Rationality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1661-1710.
    35. Markku Kaustia & Samuli Knüpfer, 2008. "Do Investors Overweight Personal Experience? Evidence from IPO Subscriptions," Journal of Finance, American Finance Association, vol. 63(6), pages 2679-2702, December.
    36. Charles, Constantin & Frydman, Cary & Kilic, Mete, 2024. "Insensitive investors," LSE Research Online Documents on Economics 120788, London School of Economics and Political Science, LSE Library.
    37. Adam, Klaus & Matveev, Dmitry & Nagel, Stefan, 2021. "Do survey expectations of stock returns reflect risk adjustments?," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 723-740.
    38. Charles F. Manski, 2004. "Measuring Expectations," Econometrica, Econometric Society, vol. 72(5), pages 1329-1376, September.
    39. Laibson, David I. & Agarwal, Sumit & Driscoll, John C. & Gabaix, Xavier, 2009. "The Age of Reason: Financial Decisions over the Life-Cycle with Implications for Regulation," Scholarly Articles 4554335, Harvard University Department of Economics.
    40. Monika Piazzesi & Martin Schneider, 2009. "Momentum Traders in the Housing Market: Survey Evidence and a Search Model," American Economic Review, American Economic Association, vol. 99(2), pages 406-411, May.
    41. Filmer, Deon & Schady, Norbert, 2009. "Are there diminishing returns to transfer size in conditional cash transfers ?," Policy Research Working Paper Series 4999, The World Bank.
    42. Isaac M. Lipkus & Greg Samsa & Barbara K. Rimer, 2001. "General Performance on a Numeracy Scale among Highly Educated Samples," Medical Decision Making, , vol. 21(1), pages 37-44, February.
    43. Liu, Hongqi & Peng, Cameron & Wei, Xiong & Wei, Xiong, 2022. "Taming the bias zoo," LSE Research Online Documents on Economics 109301, London School of Economics and Political Science, LSE Library.
    44. Olivier Armantier & Wändi Bruine de Bruin & Giorgio Topa & Wilbert Klaauw & Basit Zafar, 2015. "Inflation Expectations And Behavior: Do Survey Respondents Act On Their Beliefs?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 505-536, May.
    45. Ulrike Malmendier & Stefan Nagel, 2016. "Learning from Inflation Experiences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 53-87.
    46. Drerup, Tilman & Enke, Benjamin & von Gaudecker, Hans-Martin, 2017. "The precision of subjective data and the explanatory power of economic models," Journal of Econometrics, Elsevier, vol. 200(2), pages 378-389.
    47. Ulrike Malmendier, 2021. "Experience Effects in Finance: Foundations, Applications, and Future Directions [X-capm: an extrapolative capital asset pricing model]," Review of Finance, European Finance Association, vol. 25(5), pages 1339-1363.
    48. James J. Choi & Adriana Z. Robertson, 2020. "What Matters to Individual Investors? Evidence from the Horse's Mouth," Journal of Finance, American Finance Association, vol. 75(4), pages 1965-2020, August.
    49. Benjamin Enke & Thomas Graeber, 2023. "Cognitive Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(4), pages 2021-2067.
    50. Merton, Robert C, 1969. "Lifetime Portfolio Selection under Uncertainty: The Continuous-Time Case," The Review of Economics and Statistics, MIT Press, vol. 51(3), pages 247-257, August.
    51. Stefano Giglio & Matteo Maggiori & Johannes Stroebel & Stephen Utkus, 2021. "Five Facts about Beliefs and Portfolios," American Economic Review, American Economic Association, vol. 111(5), pages 1481-1522, May.
    52. Constantin Charles & Cary Frydman & Mete Kilic, 2024. "Insensitive Investors," Journal of Finance, American Finance Association, vol. 79(4), pages 2473-2503, August.
    53. Nicholas C. Barberis & Lawrence J. Jin, 2023. "Model-free and Model-based Learning as Joint Drivers of Investor Behavior," NBER Working Papers 31081, National Bureau of Economic Research, Inc.
    54. Michael Bailey & Ruiqing Cao & Theresa Kuchler & Johannes Stroebel, 2018. "The Economic Effects of Social Networks: Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2224-2276.
    55. Cary Frydman & Lawrence J Jin, 2022. "Efficient Coding and Risky Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(1), pages 161-213.
    56. Christoph March & Anthony Ziegelmeyer & Ben Greiner & René Cyranek, 2016. "Pay Few Subjects but Pay Them Well: Cost-Effectiveness of Random Incentive Systems," CESifo Working Paper Series 5988, CESifo.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Peter Andre & Felix Chopra & Luca Michels & Johannes Wohlfart, 2026. "Do People Have Economic Expectations?," CESifo Working Paper Series 12603, CESifo.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sarah Kiesl-Reiter & Melanie Lührmann & Jonathan Shaw & Joachim Winter, 2025. "The formation of subjective house price expectations: the role of perceptions and local economic conditions," IFS Working Papers W25/58, Institute for Fiscal Studies.
    2. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    3. Heinke, Steve & Olschewski, Sebastian & Rieskamp, Jörg, 2024. "Experiences, demand for risky investments, and implications for price dynamics," Journal of Behavioral and Experimental Finance, Elsevier, vol. 43(C).
    4. Sarah Kiesl-Reiter & Melanie Lührmann & Jonathan Shaw & Joachim Winter, 2024. "The Formation of Subjective House Price Expectations," Rationality and Competition Discussion Paper Series 491, CRC TRR 190 Rationality and Competition.
    5. Stefano Giglio & Matteo Maggiori & Johannes Stroebel & Stephen Utkus, 2021. "Five Facts about Beliefs and Portfolios," American Economic Review, American Economic Association, vol. 111(5), pages 1481-1522, May.
    6. Cassella, Stefano & Chen, Te-Feng & Gulen, Huseyin & Liu, Yan, 2025. "Extracting extrapolative beliefs from market prices: An augmented present-value approach," Journal of Financial Economics, Elsevier, vol. 164(C).
    7. Luis Armona & Andreas Fuster & Basit Zafar, 2019. "Home Price Expectations and Behaviour: Evidence from a Randomized Information Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1371-1410.
    8. Andreas Fuster & Ricardo Perez-Truglia & Mirko Wiederholt & Basit Zafar, 2022. "Expectations with Endogenous Information Acquisition: An Experimental Investigation," The Review of Economics and Statistics, MIT Press, vol. 104(5), pages 1059-1078, December.
    9. Theresa Kuchler & Monika Piazzesi & Johannes Stroebel, 2022. "Housing Market Expectations," NBER Working Papers 29909, National Bureau of Economic Research, Inc.
    10. Kiesl-Reiter, Sarah, 2024. "Subjective Expectations about Joint Return Distributions," VfS Annual Conference 2024 (Berlin): Upcoming Labor Market Challenges 302423, Verein für Socialpolitik / German Economic Association.
    11. Theresa Kuchler & Basit Zafar, 2019. "Personal Experiences and Expectations about Aggregate Outcomes," Journal of Finance, American Finance Association, vol. 74(5), pages 2491-2542, October.
    12. Sias, Richard & Starks, Laura T. & Turtle, H.J., 2023. "The negativity bias and perceived return distributions: Evidence from a pandemic," Journal of Financial Economics, Elsevier, vol. 147(3), pages 627-657.
    13. Klaus Adam & Oliver Pfäuti & Timo Reinelt, 2020. "Falling Natural Rates, Rising Housing Volatility and the Optimal Inflation Target," CRC TR 224 Discussion Paper Series crctr224_2020_235, University of Bonn and University of Mannheim, Germany.
    14. Bender, Svetlana & Choi, James J. & Dyson, Danielle & Robertson, Adriana Z., 2022. "Millionaires speak: What drives their personal investment decisions?," Journal of Financial Economics, Elsevier, vol. 146(1), pages 305-330.
    15. Laudenbach, Christine & Loos, Benjamin & Pirschel, Jenny & Wohlfart, Johannes, 2021. "The trading response of individual investors to local bankruptcies," Journal of Financial Economics, Elsevier, vol. 142(2), pages 928-953.
    16. Francesco D’Acunto & Daniel Hoang & Maritta Paloviita & Michael Weber, 2023. "IQ, Expectations, and Choice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(5), pages 2292-2325.
    17. Charles, Constantin & Frydman, Cary & Kilic, Mete, 2024. "Insensitive investors," LSE Research Online Documents on Economics 120788, London School of Economics and Political Science, LSE Library.
    18. Andries, Marianne & Bianchi, Milo & Huynh, Karen & Pouget, Sebastien, 2024. "Return Predictability, Expectations, and Investment: Experimental Evidence," CEPR Discussion Papers 19239, Centre for Economic Policy Research.
    19. Jiang, Zhengyang & Peng, Cameron & Yan, Hongjun, 2024. "Personality differences and investment decision-making," LSE Research Online Documents on Economics 121634, London School of Economics and Political Science, LSE Library.
    20. Cocco, João F. & Gomes, Francisco & Lopes, Paula, 2025. "Evidence on expectations of household finances," LSE Research Online Documents on Economics 125547, London School of Economics and Political Science, LSE Library.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jfinec:v:175:y:2026:i:c:s0304405x25001801. See general information about how to correct material in RePEc.

    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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505576 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.