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Population age structure, industry return, and portfolio strategy: Capitalizing on the trend of population aging in China

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  • Xu, Suoer
  • Zhang, Linlin
  • An, Yunbi

Abstract

In this paper, we develop a framework to establish an explicit relationship between population age structure and industry returns. Our model suggests that shifts in population age structure lead to varying aggregate demand dynamics across industries, which would translate into cash-flow news affecting industry returns. We propose a semi-structural approach to estimate this relationship and incorporate it into portfolio strategies within an improved Black-Litterman framework. Using Chinese data, we find that leading demand changes driven by population shifts have significantly positive effects on industry returns. Our population-based portfolios consistently outperform the benchmark portfolios in backtesting. Furthermore, incorporating population age structure into portfolios generates modest yet significant positive alpha returns, after controlling for Fama-French factors. We also identify both well and poorly performing industries in China under the future trend of population aging. Our findings are practically relevant for institutional investors seeking to capitalize on a nation's demographic transition.

Suggested Citation

  • Xu, Suoer & Zhang, Linlin & An, Yunbi, 2025. "Population age structure, industry return, and portfolio strategy: Capitalizing on the trend of population aging in China," Pacific-Basin Finance Journal, Elsevier, vol. 94(C).
    • Handle: RePEc:eee:pacfin:v:94:y:2025:i:c:s0927538x25003026
    DOI: 10.1016/j.pacfin.2025.102965
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Lin, Xiaoji, 2012. "Endogenous technological progress and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 103(2), pages 411-427.
    3. Gustavo Manso, 2011. "Motivating Innovation," Journal of Finance, American Finance Association, vol. 66(5), pages 1823-1860, October.
    4. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    5. Tuomo Vuolteenaho, 2002. "What Drives Firm‐Level Stock Returns?," Journal of Finance, American Finance Association, vol. 57(1), pages 233-264, February.
    6. Robert D. Arnott & Denis B. Chaves, 2012. "“Demographic Changes, Financial Markets, and the Economy”: Author Response," Financial Analysts Journal, Taylor & Francis Journals, vol. 68(5), pages 14-16, September.
    7. Pyo, Sujin & Lee, Jaewook, 2018. "Exploiting the low-risk anomaly using machine learning to enhance the Black–Litterman framework: Evidence from South Korea," Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 1-12.
    8. Favero, Carlo A. & Gozluklu, Arie E. & Tamoni, Andrea, 2011. "Demographic Trends, the Dividend-Price Ratio, and the Predictability of Long-Run Stock Market Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(5), pages 1493-1520, October.
    9. Robert D. Arnott & Denis B. Chaves, 2012. "Demographic Changes, Financial Markets, and the Economy," Financial Analysts Journal, Taylor & Francis Journals, vol. 68(1), pages 23-46, January.
    10. Author-Name: John Geanakoplos & Michael Magill & Martine Quinzii, 2004. "Demography and the Long-Run Predictability of the Stock Market," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 35(1), pages 241-326.
    11. Axel Börsch‐Supan & Alexander Ludwig & Joachim Winter, 2006. "Ageing, Pension Reform and Capital Flows: A Multi‐Country Simulation Model," Economica, London School of Economics and Political Science, vol. 73(292), pages 625-658, November.
    12. Gu, Lifeng, 2016. "Product market competition, R&D investment, and stock returns," Journal of Financial Economics, Elsevier, vol. 119(2), pages 441-455.
    13. James M. Poterba, 2001. "Demographic Structure And Asset Returns," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 565-584, November.
    14. Edward L. Glaeser & Gary S. Becker & Kevin M. Murphy, 1999. "Population and Economic Growth," American Economic Review, American Economic Association, vol. 89(2), pages 145-149, May.
    15. Stefano G. Athanasoulis, 2006. "Asset Prices and Consumption in a Model of Perpetual Youth," The Journal of Business, University of Chicago Press, vol. 79(6), pages 2835-2868, November.
    16. Zhi Da & Umit G. Gurun & Mitch Warachka, 2014. "Frog in the Pan: Continuous Information and Momentum," The Review of Financial Studies, Society for Financial Studies, vol. 27(7), pages 2171-2218.
    17. Andrew B. Abel, 2001. "Will Bequests Attenuate The Predicted Meltdown In Stock Prices When Baby Boomers Retire?," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 589-595, November.
    18. Yunus Aksoy & Henrique S. Basso & Ron P. Smith & Tobias Grasl, 2019. "Demographic Structure and Macroeconomic Trends," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(1), pages 193-222, January.
    19. Kocuk, Burak & Cornuéjols, Gérard, 2020. "Incorporating Black-Litterman views in portfolio construction when stock returns are a mixture of normals," Omega, Elsevier, vol. 91(C).
    20. Huang, Shiyang & Lee, Charles M.C. & Song, Yang & Xiang, Hong, 2022. "A frog in every pan: Information discreteness and the lead-lag returns puzzle," Journal of Financial Economics, Elsevier, vol. 145(2), pages 83-102.
    21. Diego Comin & Mark Gertler, 2006. "Medium-Term Business Cycles," American Economic Review, American Economic Association, vol. 96(3), pages 523-551, June.
    22. Michael W. Brandt & Pedro Santa-Clara & Rossen Valkanov, 2009. "Parametric Portfolio Policies: Exploiting Characteristics in the Cross-Section of Equity Returns," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3411-3447, September.
    23. Zhang, Linlin & Gu, Jiale & An, Yunbi, 2023. "The optimal delayed retirement age in aging China: Determination and impact analysis," China Economic Review, Elsevier, vol. 79(C).
    24. Andrew Ang & Angela Maddaloni, 2005. "Do Demographic Changes Affect Risk Premiums? Evidence from International Data," The Journal of Business, University of Chicago Press, vol. 78(1), pages 341-380, January.
    25. Andrew B. Abel, 2003. "The Effects of a Baby Boom on Stock Prices and Capital Accumulation in the Presence of Social Security," Econometrica, Econometric Society, vol. 71(2), pages 551-578, March.
    26. Pierre-Olivier Gourinchas & Jonathan A. Parker, 2002. "Consumption Over the Life Cycle," Econometrica, Econometric Society, vol. 70(1), pages 47-89, January.
    27. Lee, King Fuei, 2011. "Demographics, dividend clienteles and the dividend premium," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(4), pages 368-375.
    28. Michael Magill, 2004. "Demography and the Stock Market," Theory workshop papers 658612000000000080, UCLA Department of Economics.
    29. Goyal, Amit, 2004. "Demographics, Stock Market Flows, and Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(1), pages 115-142, March.
    30. Amadeu DaSilva & Mira Farka & Christos Giannikos, 2011. "Habit Formation in an Overlapping Generations Model with Borrowing Constraints," European Financial Management, European Financial Management Association, vol. 17(4), pages 705-725, September.
    31. Yogo, Motohiro, 2016. "Portfolio choice in retirement: Health risk and the demand for annuities, housing, and risky assets," Journal of Monetary Economics, Elsevier, vol. 80(C), pages 17-34.
    32. Jensen, Richard, 1983. "Innovation adoption and diffusion when there are competing innovations," Journal of Economic Theory, Elsevier, vol. 29(1), pages 161-171, February.
    33. Gârleanu, Nicolae & Kogan, Leonid & Panageas, Stavros, 2012. "Displacement risk and asset returns," Journal of Financial Economics, Elsevier, vol. 105(3), pages 491-510.
    34. Bakshi, Gurdip S & Chen, Zhiwu, 1994. "Baby Boom, Population Aging, and Capital Markets," The Journal of Business, University of Chicago Press, vol. 67(2), pages 165-202, April.
    35. Stefano DellaVigna & Joshua M. Pollet, 2007. "Demographics and Industry Returns," American Economic Review, American Economic Association, vol. 97(5), pages 1667-1702, December.
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