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Do changes in MD&A section tone predict investment behavior?

Author

Listed:
  • John Berns
  • Patty Bick
  • Ryan Flugum
  • Reza Houston

Abstract

We find that changes in managerial tone predict firm corporate investment activities. Tone changes within the Management Discussion and Analysis section of the 10‐K are positively related to subsequent capital investments and M&A activity. We find the predictive content of tone changes to be present at the firm and industry‐levels, and when accounting for alternative sources of incremental information associated with firm investment activities. Our findings broaden the scope of information encapsulated by changes in financial statement tone.

Suggested Citation

  • John Berns & Patty Bick & Ryan Flugum & Reza Houston, 2022. "Do changes in MD&A section tone predict investment behavior?," The Financial Review, Eastern Finance Association, vol. 57(1), pages 129-153, February.
  • Handle: RePEc:bla:finrev:v:57:y:2022:i:1:p:129-153
    DOI: 10.1111/fire.12280
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    as
    1. Durnev, Art & Mangen, Claudine, 2020. "The spillover effects of MD&A disclosures for real investment: The role of industry competition," Journal of Accounting and Economics, Elsevier, vol. 70(1).
    2. Malmendier, Ulrike & Tate, Geoffrey, 2008. "Who makes acquisitions? CEO overconfidence and the market's reaction," Journal of Financial Economics, Elsevier, vol. 89(1), pages 20-43, July.
    3. Mitchell, Mark L. & Mulherin, J. Harold, 1996. "The impact of industry shocks on takeover and restructuring activity," Journal of Financial Economics, Elsevier, vol. 41(2), pages 193-229, June.
    4. Jan Bell, 1984. "The Effect of Presentation Form on the Use of Information in Annual Reports," Management Science, INFORMS, vol. 30(2), pages 169-185, February.
    5. Nicola Gennaioli & Yueran Ma & Andrei Shleifer, 2016. "Expectations and Investment," NBER Macroeconomics Annual, University of Chicago Press, vol. 30(1), pages 379-431.
    6. Ulrike Malmendier & Geoffrey Tate, 2005. "CEO Overconfidence and Corporate Investment," Journal of Finance, American Finance Association, vol. 60(6), pages 2661-2700, December.
    7. Abel, Andrew B & Eberly, Janice C, 1994. "A Unified Model of Investment under Uncertainty," American Economic Review, American Economic Association, vol. 84(5), pages 1369-1384, December.
    8. Amir, Eli & Lev, Baruch, 1996. "Value-relevance of nonfinancial information: The wireless communications industry," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 3-30, October.
    9. Thompson, Samuel B., 2011. "Simple formulas for standard errors that cluster by both firm and time," Journal of Financial Economics, Elsevier, vol. 99(1), pages 1-10, January.
    10. Morck, Randall & Shleifer, Andrei & Vishny, Robert W, 1990. "Do Managerial Objectives Drive Bad Acquisitions?," Journal of Finance, American Finance Association, vol. 45(1), pages 31-48, March.
    11. N. Chidambaran & Kose John & Zhaoyun Shangguan & Gopala Vasudevan, 2010. "Hot and cold merger markets," Review of Quantitative Finance and Accounting, Springer, vol. 34(3), pages 327-349, April.
    12. Tim Loughran & Bill Mcdonald, 2014. "Measuring Readability in Financial Disclosures," Journal of Finance, American Finance Association, vol. 69(4), pages 1643-1671, August.
    13. Nguyen, Nam H. & Phan, Hieu V., 2017. "Policy Uncertainty and Mergers and Acquisitions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 613-644, April.
    14. Barro, Robert J, 1990. "Government Spending in a Simple Model of Endogenous Growth," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 103-126, October.
    15. Shleifer, Andrei & Vishny, Robert W., 2003. "Stock market driven acquisitions," Journal of Financial Economics, Elsevier, vol. 70(3), pages 295-311, December.
    16. Tobin, James, 1969. "A General Equilibrium Approach to Monetary Theory," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 1(1), pages 15-29, February.
    17. 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.
    18. Heather Li, 2019. "Repetitive disclosures in the MD&A," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 46(9-10), pages 1063-1096, October.
    19. Jonathan B. Berk & Richard C. Green & Vasant Naik, 1999. "Optimal Investment, Growth Options, and Security Returns," Journal of Finance, American Finance Association, vol. 54(5), pages 1553-1607, October.
    20. 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.
    21. Joon Mahn Lee & Byoung‐Hyoun Hwang & Hailiang Chen, 2017. "Are founder CEOs more overconfident than professional CEOs? Evidence from S&P 1500 companies," Strategic Management Journal, Wiley Blackwell, vol. 38(3), pages 751-769, March.
    22. Ahsan Habib & Mostafa Monzur Hasan & Haiyan Jiang, 2018. "Stock price crash risk: review of the empirical literature," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 211-251, November.
    23. Kearney, Colm & Liu, Sha, 2014. "Textual sentiment in finance: A survey of methods and models," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 171-185.
    24. Ron Giammarino & Murray Carlson & Adlai Fisher, 2004. "Corporate Investment and Asset Price Dynamics: Implications for Post-SEO Performance," 2004 Meeting Papers 812, Society for Economic Dynamics.
    25. Richard J. Rosen, 2006. "Merger Momentum and Investor Sentiment: The Stock Market Reaction to Merger Announcements," The Journal of Business, University of Chicago Press, vol. 79(2), pages 987-1017, March.
    26. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    27. Peters, Ryan H. & Taylor, Lucian A., 2017. "Intangible capital and the investment-q relation," Journal of Financial Economics, Elsevier, vol. 123(2), pages 251-272.
    28. Rossi, Stefano & Gulen, Huseyin & Ion, Mihai, 2019. "Credit Cycles, Expectations, and Corporate Investment," CEPR Discussion Papers 13679, C.E.P.R. Discussion Papers.
    29. Michael Gort, 1969. "An Economic Disturbance Theory of Mergers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 83(4), pages 624-642.
    30. Bonaime, Alice & Gulen, Huseyin & Ion, Mihai, 2018. "Does policy uncertainty affect mergers and acquisitions?," Journal of Financial Economics, Elsevier, vol. 129(3), pages 531-558.
    31. Gregor Andrade & Mark Mitchell & Erik Stafford, 2001. "New Evidence and Perspectives on Mergers," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 103-120, Spring.
    32. Volkan Muslu & Suresh Radhakrishnan & K. R. Subramanyam & Dongkuk Lim, 2015. "Forward-Looking MD&A Disclosures and the Information Environment," Management Science, INFORMS, vol. 61(5), pages 931-948, May.
    33. Jegadeesh, Narasimhan & Wu, Di, 2013. "Word power: A new approach for content analysis," Journal of Financial Economics, Elsevier, vol. 110(3), pages 712-729.
    34. repec:bla:jfinan:v:59:y:2004:i:6:p:2577-2603 is not listed on IDEAS
    35. Guay, Wayne & Samuels, Delphine & Taylor, Daniel, 2016. "Guiding through the Fog: Financial statement complexity and voluntary disclosure," Journal of Accounting and Economics, Elsevier, vol. 62(2), pages 234-269.
    36. Pavel G. Savor & Qi Lu, 2009. "Do Stock Mergers Create Value for Acquirers?," Journal of Finance, American Finance Association, vol. 64(3), pages 1061-1097, June.
    37. Zhe An & Zhian Chen & Donghui Li & Lu Xing, 2018. "Individualism and stock price crash risk," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1208-1236, December.
    38. Doris M. Merkl-Davies & Niamh Brennan, 2007. "Discretionary disclosure strategies in corporate narratives : incremental information or impression management?," Open Access publications 10197/2907, Research Repository, University College Dublin.
    39. Ho, Po-Hsin & Huang, Chia-Wei & Lin, Chih-Yung & Yen, Ju-Fang, 2016. "CEO overconfidence and financial crisis: Evidence from bank lending and leverage," Journal of Financial Economics, Elsevier, vol. 120(1), pages 194-209.
    40. Hayashi, Fumio, 1982. "Tobin's Marginal q and Average q: A Neoclassical Interpretation," Econometrica, Econometric Society, vol. 50(1), pages 213-224, January.
    41. 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.
    42. Jia, Ning, 2018. "Corporate innovation strategy and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 53(C), pages 155-173.
    43. Roll, Richard, 1986. "The Hubris Hypothesis of Corporate Takeovers," The Journal of Business, University of Chicago Press, vol. 59(2), pages 197-216, April.
    44. 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.
    45. Jiang, Fuwei & Lee, Joshua & Martin, Xiumin & Zhou, Guofu, 2019. "Manager sentiment and stock returns," Journal of Financial Economics, Elsevier, vol. 132(1), pages 126-149.
    46. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    47. Christopher W. Anderson & Luis Garcia‐Feijóo, 2006. "Empirical Evidence on Capital Investment, Growth Options, and Security Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 171-194, February.
    48. 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.
    49. Rau, P. Raghavendra & Stouraitis, Aris, 2011. "Patterns in the Timing of Corporate Event Waves," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(1), pages 209-246, February.
    50. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    51. Titman, Sheridan & Wei, K. C. John & Xie, Feixue, 2004. "Capital Investments and Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(4), pages 677-700, December.
    52. Harford, Jarrad, 2005. "What drives merger waves?," Journal of Financial Economics, Elsevier, vol. 77(3), pages 529-560, September.
    53. 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.
    54. S. P. Kothari & Susan Shu & Peter D. Wysocki, 2009. "Do Managers Withhold Bad News?," Journal of Accounting Research, Wiley Blackwell, vol. 47(1), pages 241-276, March.
    55. Sumit Agarwal & Vincent Y. S. Chen & Weina Zhang, 2016. "The Information Value of Credit Rating Action Reports: A Textual Analysis," Management Science, INFORMS, vol. 62(8), pages 2218-2240, August.
    56. Kathleen Fuller & Jeffry Netter & Mike Stegemoller, 2002. "What Do Returns to Acquiring Firms Tell Us? Evidence from Firms That Make Many Acquisitions," Journal of Finance, American Finance Association, vol. 57(4), pages 1763-1793, August.
    57. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    58. Angela K. Davis & Isho Tama†Sweet, 2012. "Managers’ Use of Language Across Alternative Disclosure Outlets: Earnings Press Releases versus MD&A," Contemporary Accounting Research, John Wiley & Sons, vol. 29(3), pages 804-837, September.
    59. 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.
    60. Feng Li, 2010. "The Information Content of Forward‐Looking Statements in Corporate Filings—A Naïve Bayesian Machine Learning Approach," Journal of Accounting Research, Wiley Blackwell, vol. 48(5), pages 1049-1102, December.
    61. Campbell, T. Colin & Gallmeyer, Michael & Johnson, Shane A. & Rutherford, Jessica & Stanley, Brooke W., 2011. "CEO optimism and forced turnover," Journal of Financial Economics, Elsevier, vol. 101(3), pages 695-712, September.
    62. An, Heng & Zhang, Ting, 2013. "Stock price synchronicity, crash risk, and institutional investors," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 1-15.
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    3. Elshandidy, Tamer & Ahmed, Yousry, 2023. "Stock price informativeness of risk disclosure: Does time orientation matter?," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 149-162.

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