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Size and Value in China

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Listed:
  • Jianan Liu
  • Robert F. Stambaugh
  • Yu Yuan

Abstract

We construct size and value factors in China. The size factor excludes the smallest 30% of firms, which are companies valued significantly as potential shells in reverse mergers that circumvent tight IPO constraints. The value factor is based on the earnings-price ratio, which subsumes the book-to-market ratio in capturing all Chinese value effects. Our three-factor model strongly dominates a model formed by just replicating the Fama and French (1993) procedure in China. Unlike that model, which leaves a 17% annual alpha on the earnings- price factor, our model explains most reported Chinese anomalies, including profitability and volatility anomalies.

Suggested Citation

  • Jianan Liu & Robert F. Stambaugh & Yu Yuan, 2018. "Size and Value in China," NBER Working Papers 24458, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:24458
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    References listed on IDEAS

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    1. 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.
    2. John Y. Campbell & Martin Lettau & Burton G. Malkiel & Yexiao Xu, 2001. "Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk," Journal of Finance, American Finance Association, vol. 56(1), pages 1-43, February.
    3. Franklin Allen & Jun 'QJ' Qian & Susan Chenyu Shan & Mengxin Zhao, 2014. "The IPO of Industrial and Commercial Bank of China and the 'Chinese Model' of privatizing large financial institutions," The European Journal of Finance, Taylor & Francis Journals, vol. 20(7-9), pages 599-624, September.
    4. repec:zbw:bofitp:002 is not listed on IDEAS
    5. Basu, Sanjoy, 1983. "The relationship between earnings' yield, market value and return for NYSE common stocks : Further evidence," Journal of Financial Economics, Elsevier, vol. 12(1), pages 129-156, June.
    6. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    7. Baker, Malcolm & Stein, Jeremy C., 2004. "Market liquidity as a sentiment indicator," Journal of Financial Markets, Elsevier, vol. 7(3), pages 271-299, June.
    8. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    9. Carpenter, Jennifer N. & Lu, Fangzhou & Whitelaw, Robert F., 2018. "The real value of China’s stock market," BOFIT Discussion Papers 2, Bank of Finland, Institute for Economies in Transition.
    10. Hirshleifer, David & Kewei Hou & Teoh, Siew Hong & Yinglei Zhang, 2004. "Do investors overvalue firms with bloated balance sheets?," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 297-331, December.
    11. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    12. Pastor, Lubos & Stambaugh, Robert F., 2000. "Comparing asset pricing models: an investment perspective," Journal of Financial Economics, Elsevier, vol. 56(3), pages 335-381, June.
    13. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    14. Francisco Barillas & Jay Shanken, 2018. "Comparing Asset Pricing Models," Journal of Finance, American Finance Association, vol. 73(2), pages 715-754, April.
    15. Floros, Ioannis V. & Sapp, Travis R.A., 2011. "Shell games: On the value of shell companies," Journal of Corporate Finance, Elsevier, vol. 17(4), pages 850-867, September.
    16. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    17. Guo, Bin & Zhang, Wei & Zhang, Yongjie & Zhang, Han, 2017. "The five-factor asset pricing model tests for the Chinese stock market," Pacific-Basin Finance Journal, Elsevier, vol. 43(C), pages 84-106.
    18. repec:zbw:bofitp:2018_001 is not listed on IDEAS
    19. Ball, Ray, 1992. "The earnings-price anomaly," Journal of Accounting and Economics, Elsevier, vol. 15(2-3), pages 319-345, August.
    20. Wang, Yuenan & Di Iorio, Amalia, 2007. "The cross section of expected stock returns in the Chinese A-share market," Global Finance Journal, Elsevier, vol. 17(3), pages 335-349, March.
    21. Kewei Hou & Chen Xue & Lu Zhang, 2015. "Editor's Choice Digesting Anomalies: An Investment Approach," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 650-705.
    22. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    23. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    24. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    25. Eun, Cheol S. & Huang, Wei, 2007. "Asset pricing in China's domestic stock markets: Is there a logic?," Pacific-Basin Finance Journal, Elsevier, vol. 15(5), pages 452-480, November.
    26. Wang, Changyun & Chin, Shengtyng, 2004. "Profitability of return and volume-based investment strategies in China's stock market," Pacific-Basin Finance Journal, Elsevier, vol. 12(5), pages 541-564, November.
    27. Frederick Adjei & Ken Cyree & Mark Walker, 2008. "The determinants and survival of reverse mergers vs IPOs," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 32(2), pages 176-194, April.
    28. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    29. Song, Zheng (Michael) & Xiong, Wei, 2018. "Risks in China’s financial system," BOFIT Discussion Papers 1/2018, Bank of Finland, Institute for Economies in Transition.
    30. repec:zbw:bofitp:2018_002 is not listed on IDEAS
    31. Whitney Newey & Kenneth West, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    32. Gibbons, Michael R & Ross, Stephen A & Shanken, Jay, 1989. "A Test of the Efficiency of a Given Portfolio," Econometrica, Econometric Society, vol. 57(5), pages 1121-1152, September.
    33. Lee, Charles M. C. & Qu, Yuanyu & Shen, Tao, 2017. "Reverse Mergers, Shell Value, and Regulation Risk in Chinese Equity Markets," Research Papers repec:ecl:stabus:3604, Stanford University, Graduate School of Business.
    34. Grace Xing Hu & Can Chen & Yuan Shao & Jiang Wang, 2019. "Fama–French in China: Size and Value Factors in Chinese Stock Returns," International Review of Finance, International Review of Finance Ltd., vol. 19(1), pages 3-44, March.
    35. Dimson, Elroy, 1979. "Risk measurement when shares are subject to infrequent trading," Journal of Financial Economics, Elsevier, vol. 7(2), pages 197-226, June.
    36. Zheng (Michael) Song & Wei Xiong, 2018. "Risks in China's Financial System," Annual Review of Financial Economics, Annual Reviews, vol. 10(1), pages 261-286, November.
    37. Chen, Xuanjuan & Kim, Kenneth A. & Yao, Tong & Yu, Tong, 2010. "On the predictability of Chinese stock returns," Pacific-Basin Finance Journal, Elsevier, vol. 18(4), pages 403-425, September.
    38. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    39. Lin, Qi, 2017. "Noisy prices and the Fama–French five-factor asset pricing model in China," Emerging Markets Review, Elsevier, vol. 31(C), pages 141-163.
    40. Carpenter, Jennifer N. & Lu, Fangzhou & Whitelaw, Robert F., 2018. "The real value of China’s stock market," BOFIT Discussion Papers 2/2018, Bank of Finland, Institute for Economies in Transition.
    41. Zheng Michael Song & Wei Xiong, 2018. "Risks in China’s Financial System," NBER Working Papers 24230, National Bureau of Economic Research, Inc.
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    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation

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