IDEAS home Printed from https://ideas.repec.org/a/eee/finana/v88y2023ics1057521923002119.html
   My bibliography  Save this article

Does alternative data reduce stock price crash risk? Evidence from third-party online sales disclosure in China

Author

Listed:
  • Li, Qian
  • Liu, Shangqun

Abstract

This study empirically investigates the effect of releasing alternative data on firm-specific price crash risk. Using the public launch of a firm's third-party online sales data in a well-known Chinese financial database as an exogenous shock, we find that stock price crash risk significantly decreases with the disclosure of third-party online sales data. The results are robust to a series of endogeneity corrections and robustness checks. We also find that the reduction of stock price crash risk is due to the decrease in managers' bad news withholdings and the increase in the accuracy of market expectations. In addition, the negative association between third-party online sales disclosure and crash risk is more pronounced for firms with weaker external governance, higher earnings volatility, greater likelihood of sales manipulation, and lower book-to-market ratio. Our findings yield important implications for a comprehensive understanding of the information disclosure effect of online sales data in the capital market and the mechanisms to reduce stock price crash risk.

Suggested Citation

  • Li, Qian & Liu, Shangqun, 2023. "Does alternative data reduce stock price crash risk? Evidence from third-party online sales disclosure in China," International Review of Financial Analysis, Elsevier, vol. 88(C).
  • Handle: RePEc:eee:finana:v:88:y:2023:i:c:s1057521923002119
    DOI: 10.1016/j.irfa.2023.102695
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1057521923002119
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.irfa.2023.102695?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. Smith, Clifford Jr. & Watts, Ross L., 1992. "The investment opportunity set and corporate financing, dividend, and compensation policies," Journal of Financial Economics, Elsevier, vol. 32(3), pages 263-292, December.
    2. Huang, Jiekun, 2018. "The customer knows best: The investment value of consumer opinions," Journal of Financial Economics, Elsevier, vol. 128(1), pages 164-182.
    3. Froot, Kenneth & Kang, Namho & Ozik, Gideon & Sadka, Ronnie, 2017. "What do measures of real-time corporate sales say about earnings surprises and post-announcement returns?," Journal of Financial Economics, Elsevier, vol. 125(1), pages 143-162.
    4. Jin, Li & Myers, Stewart C., 2006. "R2 around the world: New theory and new tests," Journal of Financial Economics, Elsevier, vol. 79(2), pages 257-292, February.
    5. Chen, Yunsen & Xie, Yuan & You, Hong & Zhang, Yanan, 2018. "Does crackdown on corruption reduce stock price crash risk? Evidence from China," Journal of Corporate Finance, Elsevier, vol. 51(C), pages 125-141.
    6. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2001. "Forecasting crashes: trading volume, past returns, and conditional skewness in stock prices," Journal of Financial Economics, Elsevier, vol. 61(3), pages 345-381, September.
    7. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    8. Gennotte, Gerard & Leland, Hayne, 1990. "Market Liquidity, Hedging, and Crashes," American Economic Review, American Economic Association, vol. 80(5), pages 999-1021, December.
    9. Jeong†Bon Kim & Liandong Zhang, 2016. "Accounting Conservatism and Stock Price Crash Risk: Firm†level Evidence," Contemporary Accounting Research, John Wiley & Sons, vol. 33(1), pages 412-441, March.
    10. Abadie, Alberto & Imbens, Guido W., 2011. "Bias-Corrected Matching Estimators for Average Treatment Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(1), pages 1-11.
    11. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    12. Dichu Bao & Simon Yu Kit Fung & Lixin (Nancy) Su, 2018. "Can Shareholders Be at Rest after Adopting Clawback Provisions? Evidence from Stock Price Crash Risk," Contemporary Accounting Research, John Wiley & Sons, vol. 35(3), pages 1578-1615, September.
    13. Balachandran, Balasingham & Duong, Huu Nhan & Luong, Hoang & Nguyen, Lily, 2020. "Does takeover activity affect stock price crash risk? Evidence from international M&A laws," Journal of Corporate Finance, Elsevier, vol. 64(C).
    14. Kim, Jeong-Bon & Li, Yinghua & Zhang, Liandong, 2011. "Corporate tax avoidance and stock price crash risk: Firm-level analysis," Journal of Financial Economics, Elsevier, vol. 100(3), pages 639-662, June.
    15. Hutton, Amy P. & Marcus, Alan J. & Tehranian, Hassan, 2009. "Opaque financial reports, R2, and crash risk," Journal of Financial Economics, Elsevier, vol. 94(1), pages 67-86, October.
    16. 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.
    17. Dimson, Elroy, 1979. "Risk measurement when shares are subject to infrequent trading," Journal of Financial Economics, Elsevier, vol. 7(2), pages 197-226, June.
    18. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    19. Hope, Ole-Kristian & Ma, Mark (Shuai) & Thomas, Wayne B., 2013. "Tax avoidance and geographic earnings disclosure," Journal of Accounting and Economics, Elsevier, vol. 56(2), pages 170-189.
    20. Chen, Gongmeng & Firth, Michael & Gao, Daniel N. & Rui, Oliver M., 2006. "Ownership structure, corporate governance, and fraud: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 12(3), pages 424-448, June.
    21. Md Miran Hossain & Babak Mammadov & Hamid Vakilzadeh, 2022. "Wisdom of the crowd and stock price crash risk: evidence from social media," Review of Quantitative Finance and Accounting, Springer, vol. 58(2), pages 709-742, February.
    22. Chang, Xin & Chen, Yangyang & Zolotoy, Leon, 2017. "Stock Liquidity and Stock Price Crash Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(4), pages 1605-1637, August.
    23. Mola, Simona & Guidolin, Massimo, 2009. "Affiliated mutual funds and analyst optimism," Journal of Financial Economics, Elsevier, vol. 93(1), pages 108-137, July.
    24. Ho, Daniel E. & Imai, Kosuke & King, Gary & Stuart, Elizabeth A., 2007. "Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference," Political Analysis, Cambridge University Press, vol. 15(3), pages 199-236, July.
    25. Sumit Agarwal & Wenlan Qian & Xin Zou, 2021. "Disaggregated Sales and Stock Returns," Management Science, INFORMS, vol. 67(11), pages 7167-7183, November.
    26. Kim, Jeong-Bon & Li, Yinghua & Zhang, Liandong, 2011. "CFOs versus CEOs: Equity incentives and crashes," Journal of Financial Economics, Elsevier, vol. 101(3), pages 713-730, September.
    27. Javad Oradi & Javad Izadi, 2019. "Audit committee gender diversity and financial reporting: evidence from restatements," Managerial Auditing Journal, Emerald Group Publishing Limited, vol. 35(1), pages 67-92, October.
    28. Hainmueller, Jens & Xu, Yiqing, 2013. "ebalance: A Stata Package for Entropy Balancing," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 54(i07).
    29. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    30. Zhi Da & Joseph Engelberg & Pengjie Gao, 2011. "In Search of Attention," Journal of Finance, American Finance Association, vol. 66(5), pages 1461-1499, October.
    31. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    32. Gul, Ferdinand A. & Kim, Jeong-Bon & Qiu, Annie A., 2010. "Ownership concentration, foreign shareholding, audit quality, and stock price synchronicity: Evidence from China," Journal of Financial Economics, Elsevier, vol. 95(3), pages 425-442, March.
    33. Hyun-Ah Lee, 2019. "The impact of IFRS adoption on management of bad debt expense and real operational activities: evidence from South Korea," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 26(4), pages 434-456, July.
    34. Yiwei Dou & Ole‐Kristian Hope & Wayne B. Thomas & Youli Zou, 2018. "Blockholder Exit Threats and Financial Reporting Quality," Contemporary Accounting Research, John Wiley & Sons, vol. 35(2), pages 1004-1028, June.
    35. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    36. Feng, Jingwen & Goodell, John W. & Shen, Dehua, 2022. "ESG rating and stock price crash risk: Evidence from China," Finance Research Letters, Elsevier, vol. 46(PB).
    37. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    38. repec:eme:maj000:maj-10-2018-2048 is not listed on IDEAS
    39. An, Zhe & Chen, Chen & Naiker, Vic & Wang, Jun, 2020. "Does media coverage deter firms from withholding bad news? Evidence from stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 64(C).
    40. Luo, Deming & Yao, Zhongwei & Zhu, Yanjian, 2022. "Bubble-crash experience and investment styles of mutual fund managers," Journal of Corporate Finance, Elsevier, vol. 76(C).
    41. Callen, Jeffrey L. & Fang, Xiaohua, 2015. "Religion and Stock Price Crash Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(1-2), pages 169-195, April.
    42. Yu, Fang (Frank), 2008. "Analyst coverage and earnings management," Journal of Financial Economics, Elsevier, vol. 88(2), pages 245-271, May.
    43. Callen, Jeffrey L. & Fang, Xiaohua, 2013. "Institutional investor stability and crash risk: Monitoring versus short-termism?," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 3047-3063.
    44. repec:eme:mfppss:mf-11-2018-0540 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sun, Guanglin & Yin, Ding & Kong, Tao & Yin, Lei, 2024. "The impact of the integration of the digital economy and the real economy on the risk of stock price collapse," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    2. Wang, Kai & Zhao, Jingjing & Zhou, Jun, 2024. "Online sales and stock price synchronicity: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 95(PA).

    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. Wen, Fenghua & Xu, Longhao & Ouyang, Guangda & Kou, Gang, 2019. "Retail investor attention and stock price crash risk: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 65(C).
    2. Chen Chen & Ting‐Chiao Huang & Mukesh Garg & Mehdi Khedmati, 2021. "Governments as customers: Exploring the effects of government customers on supplier firms’ information quality," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 48(9-10), pages 1630-1667, October.
    3. Ma, Rui & Guo, Fei & Li, Dongdong, 2024. "Can public data availability affect stock price crash risk? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 94(C).
    4. Liao, Lin & Sharma, Divesh & Yang, Yitang (Jenny) & Zhao, Rui, 2023. "Adoption and content of key audit matters and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 88(C).
    5. Cao, Hung & Phan, Hieu V. & Silveri, Sabatino, 2024. "Data breach disclosures and stock price crash risk: Evidence from data breach notification laws," International Review of Financial Analysis, Elsevier, vol. 93(C).
    6. Das, Kuntal K. & Yaghoubi, Mona, 2024. "Migration fear and stock price crash risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 91(C).
    7. repec:mth:ijafr8:v:8:y:2018:i:3:p:174-211 is not listed on IDEAS
    8. Balachandran, Balasingham & Duong, Huu Nhan & Luong, Hoang & Nguyen, Lily, 2020. "Does takeover activity affect stock price crash risk? Evidence from international M&A laws," Journal of Corporate Finance, Elsevier, vol. 64(C).
    9. Leilei Gu & Jinyu Liu & Yuchao Peng, 2022. "Locality Stereotype, CEO Trustworthiness and Stock Price Crash Risk: Evidence from China," Journal of Business Ethics, Springer, vol. 175(4), pages 773-797, February.
    10. Li, Yiwei & Zeng, Yeqin, 2019. "The impact of top executive gender on asset prices: Evidence from stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 528-550.
    11. Ji, Qiong & Quan, Xiaofeng & Yin, Hongying & Yuan, Qingbo, 2021. "Gambling preferences and stock price crash risk: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 128(C).
    12. Xu, Yongxin & Xuan, Yuhao & Zheng, Gaoping, 2021. "Internet searching and stock price crash risk: Evidence from a quasi-natural experiment," Journal of Financial Economics, Elsevier, vol. 141(1), pages 255-275.
    13. Richardson, Grant & Obaydin, Ivan & Liu, Chelsea, 2022. "The effect of accounting fraud on future stock price crash risk," Economic Modelling, Elsevier, vol. 117(C).
    14. Hu, Juncheng & Li, Xiaorong & Duncan, Keith & Xu, Jia, 2020. "Corporate relationship spending and stock price crash risk: Evidence from China's anti-corruption campaign," Journal of Banking & Finance, Elsevier, vol. 113(C).
    15. Kim, Jeong-Bon & Liao, Shushu & Liu, Yangke, 2021. "Married CEOs and Stock Price Crash Risk," QBS Working Paper Series 2021/09, Queen's University Belfast, Queen's Business School.
    16. Meng, Yongqiang & Shen, Dehua & Xiong, Xiong, 2023. "When stock price crash risk meets fundamentals," Research in International Business and Finance, Elsevier, vol. 65(C).
    17. An, Zhe & Chen, Chen & Naiker, Vic & Wang, Jun, 2020. "Does media coverage deter firms from withholding bad news? Evidence from stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 64(C).
    18. Jiang, Kangqi & Du, Xinyi & Chen, Zhongfei, 2022. "Firms' digitalization and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 82(C).
    19. Wang, Xiaoxiao & Liu, Haiming, 2022. "The impact of rollover restriction on stock price crash risk," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    20. Zhao, Rui & Zhang, Dayong & Guo, Mengmeng, 2024. "Do natural disasters affect stock price crash risk? Evidence from emerging markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 93(C).
    21. Li, Donghui & Xing, Lu & Zhao, Yang, 2022. "Does extended auditor disclosure deter managerial bad-news hoarding? Evidence from crash risk," Journal of Corporate Finance, Elsevier, vol. 76(C).

    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:finana:v:88:y:2023:i:c:s1057521923002119. 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/inca/620166 .

    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.