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Feedback effect of social media on corporate investment Efficiency: Evidence from Firm’s Twitter presence and engagement

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  • Singh, Atul
  • Tang, Vicki Wei

Abstract

We examine whether social media presence and engagement have a feedback effect on corporate investment efficiency. Utilizing 352 million responses from the corporate Twitter accounts of 2062 US firms, we find that both underinvesting and overinvesting firms deviate less from predicted investment levels after initiating presence on Twitter. Furthermore, the more engaged the followers are, the smaller the deviation from expected investment levels. The effects are robust to including information incorporated in stock prices and other information sources. Our findings provide evidence that managerial learning is one channel underlying the link between social media and corporate investment efficiency. Cross-sectional results suggest that the managerial learning effect is more pronounced for consumer-facing firms. We also find that underinvesting firms learn from their peers’ social media presence. Additionally, firms’ operational efficiency also improves, corroborating the feedback effect of social media. Additional tests rule out endogeneity-related issues.

Suggested Citation

  • Singh, Atul & Tang, Vicki Wei, 2025. "Feedback effect of social media on corporate investment Efficiency: Evidence from Firm’s Twitter presence and engagement," Journal of Contemporary Accounting and Economics, Elsevier, vol. 21(3).
  • Handle: RePEc:eee:jocaae:v:21:y:2025:i:3:s1815566925000505
    DOI: 10.1016/j.jcae.2025.100503
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    as
    1. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    2. Edmans, Alex & Jayaraman, Sudarshan & Schneemeier, Jan, 2017. "The source of information in prices and investment-price sensitivity," Journal of Financial Economics, Elsevier, vol. 126(1), pages 74-96.
    3. Gregory S. Miller, 2006. "The Press as a Watchdog for Accounting Fraud," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 44(5), pages 1001-1033, December.
    4. Jeff L. McMullin & Bryce Schonberger, 2020. "Entropy-balanced accruals," Review of Accounting Studies, Springer, vol. 25(1), pages 84-119, March.
    5. David Easley & Soeren Hvidkjaer & Maureen O'Hara, 2002. "Is Information Risk a Determinant of Asset Returns?," Journal of Finance, American Finance Association, vol. 57(5), pages 2185-2221, October.
    6. Vicki Wei Tang, 2018. "Wisdom of Crowds: Cross‐Sectional Variation in the Informativeness of Third‐Party‐Generated Product Information on Twitter," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 56(3), pages 989-1034, June.
    7. Biddle, Gary C. & Hilary, Gilles & Verdi, Rodrigo S., 2009. "How does financial reporting quality relate to investment efficiency?," Journal of Accounting and Economics, Elsevier, vol. 48(2-3), pages 112-131, December.
    8. Peter Demerjian & Baruch Lev & Sarah McVay, 2012. "Quantifying Managerial Ability: A New Measure and Validity Tests," Management Science, INFORMS, vol. 58(7), pages 1229-1248, July.
    9. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    10. 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.
    11. 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.
    12. Elizabeth Blankespoor & Bradley E. Hendricks & Joseph Piotroski & Christina Synn, 2022. "Real-time revenue and firm disclosure," Review of Accounting Studies, Springer, vol. 27(3), pages 1079-1116, September.
    13. Huang, Jiekun, 2018. "The customer knows best: The investment value of consumer opinions," Journal of Financial Economics, Elsevier, vol. 128(1), pages 164-182.
    14. Stephen Brown & Stephen A. Hillegeist, 2007. "How disclosure quality affects the level of information asymmetry," Review of Accounting Studies, Springer, vol. 12(2), pages 443-477, September.
    15. Avanidhar Subrahmanyam & Sheridan Titman, 1999. "The Going‐Public Decision and the Development of Financial Markets," Journal of Finance, American Finance Association, vol. 54(3), pages 1045-1082, June.
    16. Easley, David & O'Hara, Maureen, 1987. "Price, trade size, and information in securities markets," Journal of Financial Economics, Elsevier, vol. 19(1), pages 69-90, September.
    17. Dow, James & Gorton, Gary, 1997. "Stock Market Efficiency and Economic Efficiency: Is There a Connection?," Journal of Finance, American Finance Association, vol. 52(3), pages 1087-1129, July.
    18. Gilles Hilary & Gary C. Biddle, 2006. "Accounting Quality and Firm-Level Capital Investment," Post-Print hal-00481720, HAL.
    19. Malcolm Baker & Jeremy C. Stein & Jeffrey Wurgler, 2003. "When Does the Market Matter? Stock Prices and the Investment of Equity-Dependent Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 969-1005.
    20. Opler, Tim & Pinkowitz, Lee & Stulz, Rene & Williamson, Rohan, 1999. "The determinants and implications of corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 52(1), pages 3-46, April.
    21. Harris, Milton & Raviv, Artur, 1993. "Differences of Opinion Make a Horse Race," The Review of Financial Studies, Society for Financial Studies, vol. 6(3), pages 473-506.
    22. Blanchard, Olivier Jean & Lopez-de-Silanes, Florencio & Shleifer, Andrei, 1994. "What do firms do with cash windfalls?," Journal of Financial Economics, Elsevier, vol. 36(3), pages 337-360, December.
    23. Lian Fen Lee & Amy P. Hutton & Susan Shu, 2015. "The Role of Social Media in the Capital Market: Evidence from Consumer Product Recalls," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 53(2), pages 367-404, May.
    24. Goldstein, Itay & Yang, Liyan, 2019. "Good disclosure, bad disclosure," Journal of Financial Economics, Elsevier, vol. 131(1), pages 118-138.
    25. Coën, Alain & de La Bruslerie, Hubert, 2019. "The informational dimensions of the Amihud (2002) illiquidity measure: Evidence from the M&A market," Finance Research Letters, Elsevier, vol. 29(C), pages 23-29.
    26. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    27. Edward Lorenz, 2013. "Innovation, work Organisation and Systems of Social Protection," Post-Print halshs-00931547, HAL.
    28. R. Glenn Hubbard, 1998. "Capital-Market Imperfections and Investment," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 193-225, March.
    29. Eberly, Janice C., 1997. "International evidence on investment and fundamentals," European Economic Review, Elsevier, vol. 41(6), pages 1055-1078, June.
    30. Qi Chen & Itay Goldstein & Wei Jiang, 2007. "Price Informativeness and Investment Sensitivity to Stock Price," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 619-650.
    31. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    32. Easley, David, et al, 1996. "Liquidity, Information, and Infrequently Traded Stocks," Journal of Finance, American Finance Association, vol. 51(4), pages 1405-1436, September.
    33. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    34. Bai, Jennie & Philippon, Thomas & Savov, Alexi, 2016. "Have financial markets become more informative?," Journal of Financial Economics, Elsevier, vol. 122(3), pages 625-654.
    35. Philip Bond & Alex Edmans & Itay Goldstein, 2012. "The Real Effects of Financial Markets," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 339-360, October.
    36. Grossman, Sanford J & Stiglitz, Joseph E, 1980. "On the Impossibility of Informationally Efficient Markets," American Economic Review, American Economic Association, vol. 70(3), pages 393-408, June.
    37. Shanling Li & Jennifer Shang & Sandra A. Slaughter, 2010. "Why Do Software Firms Fail? Capabilities, Competitive Actions, and Firm Survival in the Software Industry from 1995 to 2007," Information Systems Research, INFORMS, vol. 21(3), pages 631-654, September.
    38. Alex Edmans & Itay Goldstein & Wei Jiang, 2012. "The Real Effects of Financial Markets: The Impact of Prices on Takeovers," Journal of Finance, American Finance Association, vol. 67(3), pages 933-971, June.
    39. Brian J. Bushee & John E. Core & Wayne Guay & Sophia J.W. Hamm, 2010. "The Role of the Business Press as an Information Intermediary," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 48(1), pages 1-19, March.
    40. Tor-Erik Bakke & Toni M. Whited, 2010. "Which Firms Follow the Market? An Analysis of Corporate Investment Decisions," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1941-1980.
    41. Luo, Yadong, 2005. "How does globalization affect corporate governance and accountability? A perspective from MNEs," Journal of International Management, Elsevier, vol. 11(1), pages 19-41, March.
    42. Barry L. Bayus, 2013. "Crowdsourcing New Product Ideas over Time: An Analysis of the Dell IdeaStorm Community," Management Science, INFORMS, vol. 59(1), pages 226-244, June.
    43. Michael Luca & Georgios Zervas, 2016. "Fake It Till You Make It: Reputation, Competition, and Yelp Review Fraud," Management Science, INFORMS, vol. 62(12), pages 3412-3427, December.
    44. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
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    Keywords

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    JEL classification:

    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • M21 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Economics - - - Business Economics
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

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