IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2306.12119.html
   My bibliography  Save this paper

The Impact of Customer Online Satisfaction on Stock Returns: Evidence from the E-commerce Reviews in China

Author

Listed:
  • Zhi Su
  • Danni Wu
  • Zhenkun Zhou
  • Junran Wu
  • Libo Yin

Abstract

This paper investigates the significance of consumer opinions in relation to value in China's A-share market. By analyzing a large dataset comprising over 18 million product reviews by customers on JD.com, we demonstrate that sentiments expressed in consumer reviews can influence stock returns, indicating that consumer opinions contain valuable information that can impact the stock market. Our findings show that Customer Negative Sentiment Tendency (CNST) and One-Star Tendency (OST) have a negative effect on expected stock returns, even after controlling for firm characteristics such as market risk, illiquidity, idiosyncratic volatility, and asset growth. Further analysis reveals that the predictive power of CNST is stronger in firms with high sentiment conditions, growth companies, and firms with lower accounting transparency. We also find that CNST negatively predicts revenue surprises, earnings surprises, and cash flow shocks. These results suggest that online satisfaction derived from big data analysis of customer reviews contains novel information about firms' fundamentals.

Suggested Citation

  • Zhi Su & Danni Wu & Zhenkun Zhou & Junran Wu & Libo Yin, 2023. "The Impact of Customer Online Satisfaction on Stock Returns: Evidence from the E-commerce Reviews in China," Papers 2306.12119, arXiv.org.
  • Handle: RePEc:arx:papers:2306.12119
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2306.12119
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kewei Hou & Mathijs A van Dijk & Laura StarksEditor, 2019. "Resurrecting the Size Effect: Firm Size, Profitability Shocks, and Expected Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 32(7), pages 2850-2889.
    2. 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.
    3. Ye Liu & Xindan Li & Haijian Zeng & Yunbi An, 2017. "Political connections, auditor choice and corporate accounting transparency: evidence from private sector firms in China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 57(4), pages 1071-1099, December.
    4. Chi, Wentao & Chen, Yun, 2021. "Employee satisfaction and the cost of corporate borrowing," Finance Research Letters, Elsevier, vol. 40(C).
    5. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    6. Robert Jacobson & Natalie Mizik, 2009. "The Financial Markets and Customer Satisfaction: Reexamining Possible Financial Market Mispricing of Customer Satisfaction," Marketing Science, INFORMS, vol. 28(5), pages 810-819, 09-10.
    7. Laurent Fresard, 2010. "Financial Strength and Product Market Behavior: The Real Effects of Corporate Cash Holdings," Journal of Finance, American Finance Association, vol. 65(3), pages 1097-1122, June.
    8. Xueming Luo, 2009. "Quantifying the Long-Term Impact of Negative Word of Mouth on Cash Flows and Stock Prices," Marketing Science, INFORMS, vol. 28(1), pages 148-165, 01-02.
    9. Barber, Brad M & Darrough, Masako N, 1996. "Product Reliability and Firm Value: The Experience of American and Japanese Automakers, 1973-1992," Journal of Political Economy, University of Chicago Press, vol. 104(5), pages 1084-1099, October.
    10. Seshadri Tirunillai & Gerard J. Tellis, 2012. "Does Chatter Really Matter? Dynamics of User-Generated Content and Stock Performance," Marketing Science, INFORMS, vol. 31(2), pages 198-215, March.
    11. Lee, Charles M.C. & Ma, Paul & Wang, Charles C.Y., 2015. "Search-based peer firms: Aggregating investor perceptions through internet co-searches," Journal of Financial Economics, Elsevier, vol. 116(2), pages 410-431.
    12. Eric K. Kelley & Paul C. Tetlock, 2013. "How Wise Are Crowds? Insights from Retail Orders and Stock Returns," Journal of Finance, American Finance Association, vol. 68(3), pages 1229-1265, June.
    13. Chung, San-Lin & Hung, Chi-Hsiou & Yeh, Chung-Ying, 2012. "When does investor sentiment predict stock returns?," Journal of Empirical Finance, Elsevier, vol. 19(2), pages 217-240.
    14. Laurent Fresard, 2010. "Financial Strength and Product Market Behavior: The Real Effects of Corporate Cash Holdings," Post-Print hal-00537081, HAL.
    15. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    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. Huang, Jiekun, 2018. "The customer knows best: The investment value of consumer opinions," Journal of Financial Economics, Elsevier, vol. 128(1), pages 164-182.
    2. Aobdia, Daniel & Cheng, Lin, 2018. "Unionization, product market competition, and strategic disclosure," Journal of Accounting and Economics, Elsevier, vol. 65(2), pages 331-357.
    3. Maurizio Rocca & Raffaele Staglianò & Tiziana Rocca & Alfio Cariola & Ekaterina Skatova, 2019. "Cash holdings and SME performance in Europe: the role of firm-specific and macroeconomic moderators," Small Business Economics, Springer, vol. 53(4), pages 1051-1078, December.
    4. Yao, Youfu & Hong, Yun, 2023. "Can comment letters impact excess cash holdings? Evidence from China," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 900-922.
    5. Harris, Oneil & Nguyen, Trung, 2022. "Director co-option and future market share growth," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    6. Tuli, Kapil R. & Mukherjee, Anirban & Dekimpe, Marnik G., 2012. "On the Value Relevance of Retailer Advertising Spending and Same-store Sales Growth," Journal of Retailing, Elsevier, vol. 88(4), pages 447-461.
    7. Bernard, Darren & Blackburne, Terrence & Thornock, Jacob, 2020. "Information flows among rivals and corporate investment," Journal of Financial Economics, Elsevier, vol. 136(3), pages 760-779.
    8. Kee-Hong Bae & Jin Wang, 2015. "Why Do Firms in Customer–Supplier Relationships Hold More Cash?," International Review of Finance, International Review of Finance Ltd., vol. 15(4), pages 489-520, December.
    9. Tiziana La Rocca & Maurizio La Rocca & Francesco Fasano & Alfio Cariola, 2023. "Does a country's environmental policy affect the value of small and medium sized enterprises liquidity in the energy sector?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(1), pages 277-290, January.
    10. Liu, Ya-Fei & Li, Hui & Liang, Sai, 2022. "Any reputation is a good reputation: influence of investor-perceived reputation in restructuring on hospitality firm performance," Annals of Tourism Research, Elsevier, vol. 92(C).
    11. Pezone, Vincenzo, 2017. "Unemployment Risk and Payout Policies," MPRA Paper 83918, University Library of Munich, Germany.
    12. Shehub Bin Hasan & Md Samsul Alam & Sudharshan Reddy Paramati & Md Shahidul Islam, 2022. "Does firm-level political risk affect cash holdings?," Review of Quantitative Finance and Accounting, Springer, vol. 59(1), pages 311-337, July.
    13. Ali, Ashiq & Klasa, Sandy & Yeung, Eric, 2014. "Industry concentration and corporate disclosure policy," Journal of Accounting and Economics, Elsevier, vol. 58(2), pages 240-264.
    14. Heitor Almeida & Murillo Campello & Igor Cunha & Michael S. Weisbach, 2014. "Corporate Liquidity Management: A Conceptual Framework and Survey," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 135-162, December.
    15. Im, Hyun Joong & Park, Young Joon & Shon, Janghoon, 2015. "Product market competition and the value of innovation: Evidence from US patent data," Economics Letters, Elsevier, vol. 137(C), pages 78-82.
    16. Solomon, David H. & Soltes, Eugene & Sosyura, Denis, 2014. "Winners in the spotlight: Media coverage of fund holdings as a driver of flows," Journal of Financial Economics, Elsevier, vol. 113(1), pages 53-72.
    17. Huang, Hsing-Hua & Lee, Han-Hsing, 2013. "Product market competition and credit risk," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 324-340.
    18. Najah Attig & Sean Cleary, 2014. "Organizational Capital and Investment-Cash Flow Sensitivity: The Effect of Management Quality Practices," Financial Management, Financial Management Association International, vol. 43(3), pages 473-504, September.
    19. Thakur, Bhanu Pratap Singh & Kannadhasan, M., 2019. "Corruption and cash holdings: Evidence from emerging market economies," Emerging Markets Review, Elsevier, vol. 38(C), pages 1-17.
    20. Nguyen, Justin Hung & Qiu, Buhui, 2022. "Right-to-Work laws and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 76(C).

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:arx:papers:2306.12119. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.