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Asset Pricing with Fading Memory

Author

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  • Stefan Nagel

    (University of Chicago)

  • Zhengyang Xu

    (University of Michigan)

Abstract

Building on recent evidence that lifetime experiences shape individuals’ macroeconomic expectations, we study asset prices in an economy in which a representative agent learns with fading memory from experienced endowment growth. The agent updates subjective beliefs with constant gain, which in- duces memory loss, but is otherwise Bayesian in evaluating uncertainty. The model produces perpetual learning, substantial priced long-run growth rate uncertainty, and, conveniently, a stationary economy. This approach resolves many asset pricing puzzles and it reconciles model-implied subjective belief dynamics with survey data on individual investor return expectations within a simple setting with IID endowment growth, constant risk aversion, and a gain parameter calibrated to microdata estimates. The objective equity premium is high and strongly counter-cyclical in the sense of being negatively related to experienced stock market payout growth (a long-run weighted average of past growth rates). In contrast, the subjective equity premium is slightly pro-cyclical. As a consequence, subjective expectations errors are predictable and negatively related to past experienced payout growth. Consistent with this theory, we show empirically that experienced payout growth is negatively related to future stock market excess returns. Based on expectations data from individual investor surveys spanning several decades, we show that this measure of experienced growth is also strongly negatively related to subjective expectations errors.

Suggested Citation

  • Stefan Nagel & Zhengyang Xu, 2019. "Asset Pricing with Fading Memory," 2019 Meeting Papers 71, Society for Economic Dynamics.
  • Handle: RePEc:red:sed019:71
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    2. Artem Kuriksha, 2021. "An Economy of Neural Networks: Learning from Heterogeneous Experiences," Papers 2110.11582, arXiv.org.
    3. Cheng, Ing-Haw & Hsiaw, Alice, 2022. "Distrust in experts and the origins of disagreement," Journal of Economic Theory, Elsevier, vol. 200(C).
    4. Cakici, Nusret & Zaremba, Adam, 2023. "Recency bias and the cross-section of international stock returns," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 84(C).
    5. 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.
    6. Can Gao & Ian W. R. Martin, 2021. "Volatility, Valuation Ratios, and Bubbles: An Empirical Measure of Market Sentiment," Journal of Finance, American Finance Association, vol. 76(6), pages 3211-3254, December.
    7. Mark Egan & Alexander MacKay & Hanbin Yang, 2022. "Recovering Investor Expectations from Demand for Index Funds [American Association of Individual Investors (AAII) Investor Sentiment Survey]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(5), pages 2559-2599.
    8. Nagel, Stefan & Xu, Zhengyang, 2023. "Dynamics of subjective risk premia," Journal of Financial Economics, Elsevier, vol. 150(2).
    9. 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.
    10. Buss, Adrian & Vilkov, Grigory & Uppal, Raman, 2020. "Investor Sophistication and Portfolio Dynamics," CEPR Discussion Papers 15116, C.E.P.R. Discussion Papers.
    11. Pedro Bordalo & Nicola Gennaioli & Rafael La Porta & Andrei Shleifer, 2020. "Belief Overreaction and Stock Market Puzzles," NBER Working Papers 27283, National Bureau of Economic Research, Inc.
    12. 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.
    13. Pooya Molavi & Alireza Tahbaz-Salehi & Andrea Vedolin, 2021. "Model Complexity, Expectations, and Asset Prices," NBER Working Papers 28408, National Bureau of Economic Research, Inc.
    14. Weber, Martin & Kieren, Pascal & Mueller-Dethard, Jan, 2020. "Why so Negative? Belief Formation and Risk Taking in Boom and Bust Markets," CEPR Discussion Papers 14647, C.E.P.R. Discussion Papers.
    15. 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.
    16. Charles, Constantin & Frydman, Cary & Kilic, Mete, 2023. "Insensitive Investors," LSE Research Online Documents on Economics 120788, London School of Economics and Political Science, LSE Library.
    17. Guihai Zhao, 2020. "Learning, Equilibrium Trend, Cycle, and Spread in Bond Yields," Staff Working Papers 20-14, Bank of Canada.
    18. Pascal J. Maenhout & Andrea Vedolin & Hao Xing, 2020. "Generalized Robustness and Dynamic Pessimism," NBER Working Papers 26970, National Bureau of Economic Research, Inc.
    19. Radke, Lucas & Wicknig, Florian, 2021. "Experience-Based Heterogeneity in Expectations and Monetary Policy," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242414, Verein für Socialpolitik / German Economic Association.
    20. Ye Li & Chen Wang, 2023. "Valuation Duration of the Stock Market," Papers 2310.07110, arXiv.org.
    21. Da, Zhi & Huang, Xing & Jin, Lawrence J., 2021. "Extrapolative beliefs in the cross-section: What can we learn from the crowds?," Journal of Financial Economics, Elsevier, vol. 140(1), pages 175-196.
    22. Anmol Bhandari & Jaroslav Borovicka & Paul Ho, 2019. "Survey Data and Subjective Beliefs in Business Cycle Models," Working Paper 19-14, Federal Reserve Bank of Richmond.
    23. Li, Kai & Liu, Jun, 2023. "Extrapolative asset pricing," Journal of Economic Theory, Elsevier, vol. 210(C).
    24. Lars A. Lochstoer & Tyler Muir, 2022. "Volatility Expectations and Returns," Journal of Finance, American Finance Association, vol. 77(2), pages 1055-1096, April.

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    JEL classification:

    • E03 - Macroeconomics and Monetary Economics - - General - - - Behavioral Macroeconomics
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G4 - Financial Economics - - Behavioral Finance

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