IDEAS home Printed from https://ideas.repec.org/a/eee/riibaf/v73y2025ipbs0275531924004616.html
   My bibliography  Save this article

Registration reform and stock mispricing: Causal inference based on double machine learning

Author

Listed:
  • Wang, Yewen
  • Tang, Jiaxuan
  • Li, Cheng

Abstract

The reform of the capital market registration system will affect not only the pricing of issuance in the primary market but also the pricing of circulation in the secondary market. This article evaluates the effects of fundamental institutional reforms in the capital market from the perspective of stock mispricing in the secondary market. The study finds that the registration system reform reduces stock mispricing in the secondary market, producing significant spillover effects. Mechanism analysis indicates that the registration system reform, centered on information, reduces stock mispricing by mitigating two types of agency problems and suppressing investor sentiment. This effect of rational pricing is more pronounced in companies with good internal governance and high external attention. Further analysis shows that the registration system reform primarily corrects the mispricing of undervalued stocks. These findings clarify that the registration system reform can enhance the market-based pricing mechanism, providing essential insights for China and other countries that have implemented or are about to implement capital market registration system reforms.

Suggested Citation

  • Wang, Yewen & Tang, Jiaxuan & Li, Cheng, 2025. "Registration reform and stock mispricing: Causal inference based on double machine learning," Research in International Business and Finance, Elsevier, vol. 73(PB).
  • Handle: RePEc:eee:riibaf:v:73:y:2025:i:pb:s0275531924004616
    DOI: 10.1016/j.ribaf.2024.102668
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0275531924004616
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ribaf.2024.102668?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2018. "Double/debiased machine learning for treatment and structural parameters," Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-68, February.
    2. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    3. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    4. 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.
    5. Chan, Kalok & Wang, Junbo & Wei, K. C. John, 2004. "Underpricing and long-term performance of IPOs in China," Journal of Corporate Finance, Elsevier, vol. 10(3), pages 409-430, June.
    6. Nanda, Vikram & Narayanan, M. P., 1999. "Disentangling Value: Financing Needs, Firm Scope, and Divestitures," Journal of Financial Intermediation, Elsevier, vol. 8(3), pages 174-204, July.
    7. Ashesh Rambachan & Jonathan Roth, 2023. "A More Credible Approach to Parallel Trends," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(5), pages 2555-2591.
    8. Barbara Biasi & Heather Sarsons, 2022. "Flexible Wages, Bargaining, and the Gender Gap," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(1), pages 215-266.
    9. Berkman, Henk & Cole, Rebel A. & Fu, Lawrence J., 2010. "Political Connections and Minority-Shareholder Protection: Evidence from Securities-Market Regulation in China," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(6), pages 1391-1417, December.
    10. R. H. Coase, 2013. "The Problem of Social Cost," Journal of Law and Economics, University of Chicago Press, vol. 56(4), pages 837-877.
    11. Sreedhar T. Bharath & Paolo Pasquariello & Guojun Wu, 2009. "Does Asymmetric Information Drive Capital Structure Decisions?," The Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 3211-3243, August.
    12. Juan Díaz & Tomás Rau & Jorge Rivera, 2015. "A Matching Estimator Based on a Bilevel Optimization Problem," The Review of Economics and Statistics, MIT Press, vol. 97(4), pages 803-812, October.
    13. Hou, Kewei & van Dijk, Mathijs A. & Zhang, Yinglei, 2012. "The implied cost of capital: A new approach," Journal of Accounting and Economics, Elsevier, vol. 53(3), pages 504-526.
    14. Seo, Hojun, 2021. "Peer effects in corporate disclosure decisions," Journal of Accounting and Economics, Elsevier, vol. 71(1).
    15. Chia-Wei Chen & Christos Pantzalis & Jung Chul Park, 2013. "Press Coverage And Stock Price Deviation From Fundamental Value," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 36(2), pages 175-214, June.
    16. Helmut Farbmacher & Martin Huber & Lukáš Lafférs & Henrika Langen & Martin Spindler, 2022. "Causal mediation analysis with double machine learning [Mediation analysis via potential outcomes models]," The Econometrics Journal, Royal Economic Society, vol. 25(2), pages 277-300.
    17. Paul M. Healy & Stewart C. Myers & Christopher D. Howe, 2002. "R&D Accounting and the Tradeoff Between Relevance and Objectivity," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 677-710, June.
    18. Harold Demsetz, 1968. "The Cost of Transacting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 82(1), pages 33-53.
    19. Joao Gomes & Leonid Kogan & Lu Zhang, 2003. "Equilibrium Cross Section of Returns," Journal of Political Economy, University of Chicago Press, vol. 111(4), pages 693-732, August.
    20. Konan Chan & Louis K. C. Chan & Narasimhan Jegadeesh & Josef Lakonishok, 2006. "Earnings Quality and Stock Returns," The Journal of Business, University of Chicago Press, vol. 79(3), pages 1041-1082, May.
    21. Kirill Borusyak & Xavier Jaravel & Jann Spiess, 2024. "Revisiting Event-Study Designs: Robust and Efficient Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(6), pages 3253-3285.
    22. Elizabeth Blankespoor & Ed Dehaan & John Wertz & Christina Zhu, 2019. "Why Do Individual Investors Disregard Accounting Information? The Roles of Information Awareness and Acquisition Costs," Journal of Accounting Research, Wiley Blackwell, vol. 57(1), pages 53-84, March.
    23. Aabo, Tom & Pantzalis, Christos & Park, Jung Chul, 2017. "Idiosyncratic volatility: An indicator of noise trading?," Journal of Banking & Finance, Elsevier, vol. 75(C), pages 136-151.
    24. Denise A. Jones, 2007. "Voluntary Disclosure in R&D†Intensive Industries," Contemporary Accounting Research, John Wiley & Sons, vol. 24(2), pages 489-522, June.
    25. Rhodes-Kropf, Matthew & Robinson, David T. & Viswanathan, S., 2005. "Valuation waves and merger activity: The empirical evidence," Journal of Financial Economics, Elsevier, vol. 77(3), pages 561-603, September.
    26. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    27. T. Clifton Green & Byoung-Hyoun Hwang, 2012. "Initial Public Offerings as Lotteries: Skewness Preference and First-Day Returns," Management Science, INFORMS, vol. 58(2), pages 432-444, February.
    28. Lev, Baruch & Sougiannis, Theodore, 1996. "The capitalization, amortization, and value-relevance of R&D," Journal of Accounting and Economics, Elsevier, vol. 21(1), pages 107-138, February.
    29. Singh, Manohar & Davidson III, Wallace N., 2003. "Agency costs, ownership structure and corporate governance mechanisms," Journal of Banking & Finance, Elsevier, vol. 27(5), pages 793-816, May.
    30. Dong Lou, 2014. "Attracting Investor Attention through Advertising," The Review of Financial Studies, Society for Financial Studies, vol. 27(6), pages 1797-1829.
    31. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    32. Michael C. Jensen, 2005. "Agency Costs of Overvalued Equity," Financial Management, Financial Management Association, vol. 34(1), Spring.
    33. Francis, Jennifer & LaFond, Ryan & Olsson, Per & Schipper, Katherine, 2005. "The market pricing of accruals quality," Journal of Accounting and Economics, Elsevier, vol. 39(2), pages 295-327, June.
    34. Caleb Rawson, 2022. "Correction to: Manager perception and proprietary investment disclosure," Review of Accounting Studies, Springer, vol. 27(4), pages 1526-1526, December.
    35. Frankel, Richard & Lee, Charles M. C., 1998. "Accounting valuation, market expectation, and cross-sectional stock returns," Journal of Accounting and Economics, Elsevier, vol. 25(3), pages 283-319, June.
    36. X. Frank Zhang, 2006. "Information Uncertainty and Stock Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 105-137, February.
    37. Gregory W. Brown & Michael T. Cliff, 2005. "Investor Sentiment and Asset Valuation," The Journal of Business, University of Chicago Press, vol. 78(2), pages 405-440, March.
    38. Li, Wencong & Yang, Xingquan & Yin, Xingqiang, 2022. "Non-state shareholders entering of state-owned enterprises and equity mispricing: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 84(C).
    39. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    40. Berkman, Henk & Cole, Rebel A. & Fu, Lawrence J., 2009. "Expropriation through loan guarantees to related parties: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 33(1), pages 141-156, January.
    41. Tian, Lihui, 2011. "Regulatory underpricing: Determinants of Chinese extreme IPO returns," Journal of Empirical Finance, Elsevier, vol. 18(1), pages 78-90, January.
    42. Jiyoon Lee, 2021. "Information Asymmetry, Mispricing, and Security Issuance," Journal of Finance, American Finance Association, vol. 76(6), pages 3401-3446, December.
    43. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    44. Caleb Rawson, 2022. "Manager perception and proprietary investment disclosure," Review of Accounting Studies, Springer, vol. 27(4), pages 1493-1525, December.
    45. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    46. J. Barry Lin & Christos Pantzalis & Jung Chul Park, 2010. "Corporate Hedging Policy and Equity Mispricing," The Financial Review, Eastern Finance Association, vol. 45(3), pages 803-824, August.
    47. Brad M. Barber & Terrance Odean, 2008. "All That Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors," The Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 785-818, April.
    48. Francesca Cornelli & David Goldreich & Alexander Ljungqvist, 2006. "Investor Sentiment and Pre‐IPO Markets," Journal of Finance, American Finance Association, vol. 61(3), pages 1187-1216, June.
    49. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    50. Joseph E. Engelberg & Christopher A. Parsons, 2011. "The Causal Impact of Media in Financial Markets," Journal of Finance, American Finance Association, vol. 66(1), pages 67-97, February.
    51. Deng, Qi & Zheng, Linhong & Peng, Jiaqi & Li, Xu & Zhou, Zhong-guo & Hussein, Monica & Chen, Dingyi & Swartz, Mick, 2024. "The impacts of registration regime implementation on IPO pricing efficiency," International Review of Financial Analysis, Elsevier, vol. 93(C).
    52. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    53. Zhu Yang & Kung-Cheng Ho & Xixi Shen & Lisi Shi, 2020. "Disclosure Quality Rankings and Stock Misvaluation – Evidence from Chinese Stock Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(14), pages 3468-3489, November.
    54. Miller, Edward M, 1977. "Risk, Uncertainty, and Divergence of Opinion," Journal of Finance, American Finance Association, vol. 32(4), pages 1151-1168, September.
    55. Jose A. Scheinkman & Wei Xiong, 2003. "Overconfidence and Speculative Bubbles," Journal of Political Economy, University of Chicago Press, vol. 111(6), pages 1183-1219, December.
    56. Shan, Yuan George, 2015. "Value relevance, earnings management and corporate governance in China," Emerging Markets Review, Elsevier, vol. 23(C), pages 186-207.
    57. Ang, Tze Chuan ‘Chewie’ & Lam, F.Y. Eric C. & Wei, K.C. John, 2020. "Mispricing firm-level productivity," Journal of Empirical Finance, Elsevier, vol. 58(C), pages 139-163.
    58. Mashruwala, Christina & Rajgopal, Shivaram & Shevlin, Terry, 2006. "Why is the accrual anomaly not arbitraged away? The role of idiosyncratic risk and transaction costs," Journal of Accounting and Economics, Elsevier, vol. 42(1-2), pages 3-33, October.
    59. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    60. Kim, Jinhwan & Valentine, Kristen, 2021. "The innovation consequences of mandatory patent disclosures," Journal of Accounting and Economics, Elsevier, vol. 71(2).
    61. Chaney, Paul K. & Lewis, Craig M., 1995. "Earnings management and firm valuation under asymmetric information," Journal of Corporate Finance, Elsevier, vol. 1(3-4), pages 319-345, April.
    62. Nicholas C. Barberis, 2013. "Thirty Years of Prospect Theory in Economics: A Review and Assessment," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 173-196, Winter.
    63. Gennaro Bernile & Evgeny Lyandres, 2011. "Understanding Investor Sentiment: The Case of Soccer," Financial Management, Financial Management Association International, vol. 40(2), pages 357-380, June.
    64. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    65. Sloan, Richard G. & You, Haifeng, 2015. "Wealth transfers via equity transactions," Journal of Financial Economics, Elsevier, vol. 118(1), pages 93-112.
    66. John Gardner, 2022. "Two-stage differences in differences," Papers 2207.05943, arXiv.org.
    Full references (including those not matched with items on IDEAS)

    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. Feng, Xunan & Johansson, Anders C. & Wei, Dengxi, 2023. "Judging a book by its cover: Analysts and attention-driven price patterns in China's IPO market," Pacific-Basin Finance Journal, Elsevier, vol. 78(C).
    2. Salim Chahine & Gonul Colak & Iftekhar Hasan & Mohamad Mazboudi, 2020. "Investor relations and IPO performance," Review of Accounting Studies, Springer, vol. 25(2), pages 474-512, June.
    3. Yuan, Li & Tao, Jing & Li, Haitong & Dai, Pengyi, 2024. "Narrative innovation disclosure and stock price crash risk: Evidence from Chinese listed firms," Research in International Business and Finance, Elsevier, vol. 71(C).
    4. Ulrike Malmendier, 2018. "Behavioral Corporate Finance," NBER Working Papers 25162, National Bureau of Economic Research, Inc.
    5. David Hirshleife, 2015. "Behavioral Finance," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 133-159, December.
    6. J. Barry Lin & Christos Pantzalis & Jung Chul Park, 2017. "Corporate derivatives use policy and information environment," Review of Quantitative Finance and Accounting, Springer, vol. 49(1), pages 159-194, July.
    7. Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
    8. Hillert, Alexander & Jacobs, Heiko & Müller, Sebastian, 2018. "Journalist disagreement," Journal of Financial Markets, Elsevier, vol. 41(C), pages 57-76.
    9. Li, Xiaoqing & Qiao, Penghua & Zhao, Lin, 2019. "CEO media exposure, political connection and Chinese firms' stock price synchronicity," International Review of Economics & Finance, Elsevier, vol. 63(C), pages 61-75.
    10. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, March.
    11. Li, Daiyue & Jin, Yanhong & Cheng, Mingwang, 2024. "Unleashing the power of industrial robotics on firm productivity: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 224(C), pages 500-520.
    12. Aissia, Dorsaf Ben, 2016. "Home and foreign investor sentiment and the stock returns," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 71-77.
    13. Chen, Chen & Hanlon, Dean & Khedmati, Mehdi & Wake, James, 2023. "Annual report readability and equity mispricing," Journal of Contemporary Accounting and Economics, Elsevier, vol. 19(3).
    14. Xu, Weidong & Luo, Zijun & Li, Donghui, 2024. "Investor–firm interactions and corporate investment efficiency: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 84(C).
    15. Yao, Shouyu & Wang, Chunfeng & Cui, Xin & Fang, Zhenming, 2019. "Idiosyncratic skewness, gambling preference, and cross-section of stock returns: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 464-483.
    16. Dami'an Vergara, 2022. "Minimum Wages and Optimal Redistribution," Papers 2202.00839, arXiv.org, revised Dec 2022.
    17. Turan G. Bali & Andriy Bodnaruk & Anna Scherbina & Yi Tang, 2018. "Unusual News Flow and the Cross Section of Stock Returns," Management Science, INFORMS, vol. 64(9), pages 4137-4155, September.
    18. Chan, Konan & Lin, Yueh-Hsiang & Wang, Yanzhi, 2017. "Limits-to-arbitrage, investment frictions, and innovation anomalies," Pacific-Basin Finance Journal, Elsevier, vol. 43(C), pages 1-14.
    19. Andrea Mattozzi & Samuel Nocito & Francesco Sobbrio, 2022. "Fact-Checking Politicians," CESifo Working Paper Series 10122, CESifo.
    20. Hu, Shing-yang & Lin, Yueh-Hsiang & Lai, Christine W., 2016. "The effect of overvaluation on investment and accruals: The role of information," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 181-201.

    More about this item

    Keywords

    Registration system; Stock mispricing; Double machine learning; Parallel trends sensitivity test;
    All these keywords.

    JEL classification:

    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

    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:riibaf:v:73:y:2025:i:pb:s0275531924004616. 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/ribaf .

    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.