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Pair analyst coverage and return comovement: Evidence from China

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  • Yi, Biao
  • Xiang, Xueman

Abstract

This paper examines whether pair analyst coverage strengthens return comovement in the Chinese stock market. We verify two impact mechanisms. First, consistent with the Coverage-Specific Spillover Hypothesis in Muslu et al. (2014), we find that analyst report conveys coverage-specific information that emphasizes commonalities among stocks in coverage and spillovers to prices of other stocks covered by the issuing analyst. Second, we develop and validate a new channel, the Related-News Diffusion Hypothesis, which argues that analysts expedite information flow across connected stocks in their coverage more greatly than they do across connected stocks outside their coverage. Furthermore, we find that stock pairs with greater pair analyst coverage display higher return comovement. Our findings have important implications for the information intermediary role of Chinese analysts in producing coverage-specific information and expediting inter-firm information flow.

Suggested Citation

  • Yi, Biao & Xiang, Xueman, 2023. "Pair analyst coverage and return comovement: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
  • Handle: RePEc:eee:pacfin:v:77:y:2023:i:c:s0927538x22002037
    DOI: 10.1016/j.pacfin.2022.101908
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    1. Huafeng (Jason) Chen & Shaojun (Jenny) Chen & Zhuo Chen & Feng Li, 2019. "Empirical Investigation of an Equity Pairs Trading Strategy," Management Science, INFORMS, vol. 65(1), pages 370-389, January.
    2. Lior Menzly & Oguzhan Ozbas, 2010. "Market Segmentation and Cross‐predictability of Returns," Journal of Finance, American Finance Association, vol. 65(4), pages 1555-1580, August.
    3. Allaudeen Hameed & Randall Morck & Jianfeng Shen & Bernard Yeung, 2015. "Information, Analysts, and Stock Return Comovement," Review of Financial Studies, Society for Financial Studies, vol. 28(11), pages 3153-3187.
    4. Kallberg, Jarl & Pasquariello, Paolo, 2008. "Time-series and cross-sectional excess comovement in stock indexes," Journal of Empirical Finance, Elsevier, vol. 15(3), pages 481-502, June.
    5. Lee, Charles M.C. & Sun, Stephen Teng & Wang, Rongfei & Zhang, Ran, 2019. "Technological links and predictable returns," Journal of Financial Economics, Elsevier, vol. 132(3), pages 76-96.
    6. Israelsen, Ryan D., 2016. "Does Common Analyst Coverage Explain Excess Comovement?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(4), pages 1193-1229, August.
    7. Christopher A Parsons & Riccardo Sabbatucci & Sheridan Titman, 2020. "Geographic Lead-Lag Effects," Review of Financial Studies, Society for Financial Studies, vol. 33(10), pages 4721-4770.
    8. Lauren Cohen & Andrea Frazzini, 2008. "Economic Links and Predictable Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1977-2011, August.
    9. Box, Travis, 2018. "Qualitative similarity and stock price comovement," Journal of Banking & Finance, Elsevier, vol. 91(C), pages 49-69.
    10. Liu, Jianan & Stambaugh, Robert F. & Yuan, Yu, 2019. "Size and value in China," Journal of Financial Economics, Elsevier, vol. 134(1), pages 48-69.
    11. Newey, Whitney & West, Kenneth, 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.
    12. Liu, Mark H., 2011. "Analysts’ Incentives to Produce Industry-Level versus Firm-Specific Information," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(3), pages 757-784, June.
    13. Chan, Kalok & Hameed, Allaudeen, 2006. "Stock price synchronicity and analyst coverage in emerging markets," Journal of Financial Economics, Elsevier, vol. 80(1), pages 115-147, April.
    14. Yonca Ertimur & Jayanthi Sunder & Shyam V. Sunder, 2007. "Measure for Measure: The Relation between Forecast Accuracy and Recommendation Profitability of Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 45(3), pages 567-606, June.
    15. Yi, Biao & Guo, Shuxin, 2022. "Common analyst links and predictable returns: Evidence from China," The North American Journal of Economics and Finance, Elsevier, vol. 63(C).
    16. Kaustia, Markku & Rantala, Ville, 2021. "Common Analysts: Method for Defining Peer Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(5), pages 1505-1536, August.
    17. Guo, Li & Li, Frank Weikai & John Wei, K.C., 2020. "Security analysts and capital market anomalies," Journal of Financial Economics, Elsevier, vol. 137(1), pages 204-230.
    18. Ali, Usman & Hirshleifer, David, 2020. "Shared analyst coverage: Unifying momentum spillover effects," Journal of Financial Economics, Elsevier, vol. 136(3), pages 649-675.
    19. Boni, Leslie & Womack, Kent L., 2006. "Analysts, Industries, and Price Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(1), pages 85-109, March.
    20. Volkan Muslu & Michael Rebello & Yexiao Xu, 2014. "Sell‐Side Analyst Research and Stock Comovement," Journal of Accounting Research, Wiley Blackwell, vol. 52(4), pages 911-954, September.
    21. Christo Pirinsky & Qinghai Wang, 2006. "Does Corporate Headquarters Location Matter for Stock Returns?," Journal of Finance, American Finance Association, vol. 61(4), pages 1991-2015, August.
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    More about this item

    Keywords

    Pair analyst coverage; Return comovement; Coverage-specific information; Inter-firm information transfer; Chinese stock market;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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