IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v64y2018i6p2833-2855.html
   My bibliography  Save this article

Analyst Information Discovery and Interpretation Roles: A Topic Modeling Approach

Author

Listed:
  • Allen H. Huang

    (Department of Accounting, Hong Kong University of Science and Technology, Kowloon, Hong Kong)

  • Reuven Lehavy

    (Ross School of Business, University of Michigan, Ann Arbor, Michigan 48109)

  • Amy Y. Zang

    (Department of Accounting, Hong Kong University of Science and Technology, Kowloon, Hong Kong)

  • Rong Zheng

    (Department of Information Systems, Business Statistics, and Operations Management, Hong Kong University of Science and Technology, Kowloon, Hong Kong)

Abstract

This study examines analyst information intermediary roles using a textual analysis of analyst reports and corporate disclosures. We employ a topic modeling methodology from computational linguistic research to compare the thematic content of a large sample of analyst reports issued promptly after earnings conference calls with the content of the calls themselves. We show that analysts discuss exclusive topics beyond those from conference calls and interpret topics from conference calls. In addition, we find that investors place a greater value on new information in analyst reports when managers face greater incentives to withhold value-relevant information. Analyst interpretation is particularly valuable when the processing costs of conference call information increase. Finally, we document that investors react to analyst report content that simply confirms managers’ conference call discussions. Overall, our study shows that analysts play the information intermediary roles by discovering information beyond corporate disclosures and by clarifying and confirming corporate disclosures.

Suggested Citation

  • Allen H. Huang & Reuven Lehavy & Amy Y. Zang & Rong Zheng, 2018. "Analyst Information Discovery and Interpretation Roles: A Topic Modeling Approach," Management Science, INFORMS, vol. 64(6), pages 2833-2855, June.
  • Handle: RePEc:inm:ormnsc:v:64:y:2018:i:6:p:2833-2855
    DOI: 10.287/mnsc.2017.2751
    as

    Download full text from publisher

    File URL: https://doi.org/10.287/mnsc.2017.2751
    Download Restriction: no

    File URL: https://libkey.io/10.287/mnsc.2017.2751?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
    ---><---

    References listed on IDEAS

    as
    1. Freeman, Rn & Tse, Sy, 1992. "A Nonlinear Model Of Security Price Responses To Unexpected Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 30(2), pages 185-209.
    2. Marilyn F. Johnson & Ron Kasznik & Karen K. Nelson, 2001. "The Impact of Securities Litigation Reform on the Disclosure of Forward‐Looking Information By High Technology Firms," Journal of Accounting Research, Wiley Blackwell, vol. 39(2), pages 297-327, September.
    3. Stephan Hollander & Maarten Pronk & Erik Roelofsen, 2010. "Does Silence Speak? An Empirical Analysis of Disclosure Choices During Conference Calls," Journal of Accounting Research, Wiley Blackwell, vol. 48(3), pages 531-563, June.
    4. Daniel Bradley & Jonathan Clarke & Suzanne Lee & Chayawat Ornthanalai, 2014. "Are Analysts’ Recommendations Informative? Intraday Evidence on the Impact of Time Stamp Delays," Journal of Finance, American Finance Association, vol. 69(2), pages 645-673, April.
    5. Larry G. Epstein & Martin Schneider, 2008. "Ambiguity, Information Quality, and Asset Pricing," Journal of Finance, American Finance Association, vol. 63(1), pages 197-228, February.
    6. Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2005. "The economic implications of corporate financial reporting," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 3-73, December.
    7. James A. Ohlson, 1991. "The theory of value and earnings, and an introduction to the Ball†Brown analysis," Contemporary Accounting Research, John Wiley & Sons, vol. 8(1), pages 1-19, September.
    8. Frankel, R & Johnson, M & Skinner, DJ, 1999. "An empirical examination of conference calls as a voluntary disclosure medium," Journal of Accounting Research, Wiley Blackwell, vol. 37(1), pages 133-150.
    9. Loughran, Tim & McDonald, Bill, 2013. "IPO first-day returns, offer price revisions, volatility, and form S-1 language," Journal of Financial Economics, Elsevier, vol. 109(2), pages 307-326.
    10. Kadan, Ohad & Madureira, Leonardo & Wang, Rong & Zach, Tzachi, 2012. "Analysts' industry expertise," Journal of Accounting and Economics, Elsevier, vol. 54(2), pages 95-120.
    11. Gregory S. Miller, 2002. "Earnings Performance and Discretionary Disclosure," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 173-204, March.
    12. Amy P. Hutton & Gregory S. Miller & Douglas J. Skinner, 2003. "The Role of Supplementary Statements with Management Earnings Forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 41(5), pages 867-890, December.
    13. 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.
    14. Eugene Soltes, 2014. "Private Interaction Between Firm Management and Sell‐Side Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 52(1), pages 245-272, March.
    15. Rogers, Jonathan L. & Van Buskirk, Andrew, 2009. "Shareholder litigation and changes in disclosure behavior," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 136-156, March.
    16. Sarah Kaplan & Keyvan Vakili, 2015. "The double-edged sword of recombination in breakthrough innovation," Strategic Management Journal, Wiley Blackwell, vol. 36(10), pages 1435-1457, October.
    17. Chen, Shuping & Matsumoto, Dawn & Rajgopal, Shiva, 2011. "Is silence golden? An empirical analysis of firms that stop giving quarterly earnings guidance," Journal of Accounting and Economics, Elsevier, vol. 51(1-2), pages 134-150, February.
    18. Verrecchia, Robert E., 2001. "Essays on disclosure," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 97-180, December.
    19. Mikhail, MB & Walther, BR & Willis, RH, 1997. "Do security analysts improve their performance with experience?," Journal of Accounting Research, Wiley Blackwell, vol. 35, pages 131-157.
    20. 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, Wiley Blackwell, vol. 48(1), pages 1-19, March.
    21. Chen, Shuping & Matsumoto, Dawn & Rajgopal, Shiva, 2011. "Is silence golden? An empirical analysis of firms that stop giving quarterly earnings guidance," Journal of Accounting and Economics, Elsevier, vol. 51(1), pages 134-150.
    22. Ramnath, Sundaresh & Rock, Steve & Shane, Philip, 2008. "The financial analyst forecasting literature: A taxonomy with suggestions for further research," International Journal of Forecasting, Elsevier, vol. 24(1), pages 34-75.
    23. Yang Bao & Anindya Datta, 2014. "Simultaneously Discovering and Quantifying Risk Types from Textual Risk Disclosures," Management Science, INFORMS, vol. 60(6), pages 1371-1391, June.
    24. Gregory S. Miller, 2006. "The Press as a Watchdog for Accounting Fraud," Journal of Accounting Research, Wiley Blackwell, vol. 44(5), pages 1001-1033, December.
    25. Feng Li & Russell Lundholm & Michael Minnis, 2013. "A Measure of Competition Based on 10‐K Filings," Journal of Accounting Research, Wiley Blackwell, vol. 51(2), pages 399-436, May.
    26. 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.
    27. Boni, Leslie & Womack, Kent L., 2006. "Analysts, Industries, and Price Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(1), pages 85-109, March.
    28. Emery, Douglas R. & Li, Xi, 2009. "Are the Wall Street Analyst Rankings Popularity Contests?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(2), pages 411-437, April.
    29. Chen, Xia & Cheng, Qiang & Lo, Kin, 2010. "On the relationship between analyst reports and corporate disclosures: Exploring the roles of information discovery and interpretation," Journal of Accounting and Economics, Elsevier, vol. 49(3), pages 206-226, April.
    30. Sanjeev Bhojraj & Charles M. C. Lee & Derek K. Oler, 2003. "What's My Line? A Comparison of Industry Classification Schemes for Capital Market Research," Journal of Accounting Research, Wiley Blackwell, vol. 41(5), pages 745-774, December.
    31. Dye, Ronald A., 2001. "An evaluation of "essays on disclosure" and the disclosure literature in accounting," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 181-235, December.
    32. Frankel, Richard & Kothari, S.P. & Weber, Joseph, 2006. "Determinants of the informativeness of analyst research," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 29-54, April.
    33. 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.
    34. Lang, M & Lundholm, R, 1993. "Cross-Sectional Determinants Of Analyst Ratings Of Corporate Disclosures," Journal of Accounting Research, Wiley Blackwell, vol. 31(2), pages 246-271.
    35. Michael Clement & Richard Frankel & Jeffrey Miller, 2003. "Confirming Management Earnings Forecasts, Earnings Uncertainty, and Stock Returns," Journal of Accounting Research, Wiley Blackwell, vol. 41(4), pages 653-679, September.
    36. Dye, Ronald A, 1986. "Proprietary and Nonproprietary Disclosures," The Journal of Business, University of Chicago Press, vol. 59(2), pages 331-366, April.
    37. Verrecchia, Robert E., 1983. "Discretionary disclosure," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 179-194, April.
    38. Ivkovic, Zoran & Jegadeesh, Narasimhan, 2004. "The timing and value of forecast and recommendation revisions," Journal of Financial Economics, Elsevier, vol. 73(3), pages 433-463, September.
    39. Field, Laura & Lowry, Michelle & Shu, Susan, 2005. "Does disclosure deter or trigger litigation?," Journal of Accounting and Economics, Elsevier, vol. 39(3), pages 487-507, September.
    40. Stickel, Scott E, 1992. "Reputation and Performance among Security Analysts," Journal of Finance, American Finance Association, vol. 47(5), pages 1811-1836, December.
    41. Healy, Paul M. & Palepu, Krishna G., 2001. "Information asymmetry, corporate disclosure, and the capital markets: A review of the empirical disclosure literature," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 405-440, September.
    42. Kevin M. Quinn & Burt L. Monroe & Michael Colaresi & Michael H. Crespin & Dragomir R. Radev, 2010. "How to Analyze Political Attention with Minimal Assumptions and Costs," American Journal of Political Science, John Wiley & Sons, vol. 54(1), pages 209-228, January.
    43. Edward Xuejun Li & K. Ramesh & Min Shen & Joanna Shuang Wu, 2015. "Do Analyst Stock Recommendations Piggyback on Recent Corporate News? An Analysis of Regular‐Hour and After‐Hours Revisions," Journal of Accounting Research, Wiley Blackwell, vol. 53(4), pages 821-861, September.
    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. 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.
    2. Bozanic, Zahn & Roulstone, Darren T. & Van Buskirk, Andrew, 2018. "Management earnings forecasts and other forward-looking statements," Journal of Accounting and Economics, Elsevier, vol. 65(1), pages 1-20.
    3. Stephan Hollander & Maarten Pronk & Erik Roelofsen, 2010. "Does Silence Speak? An Empirical Analysis of Disclosure Choices During Conference Calls," Journal of Accounting Research, Wiley Blackwell, vol. 48(3), pages 531-563, June.
    4. Christian Leuz & Peter D. Wysocki, 2016. "The Economics of Disclosure and Financial Reporting Regulation: Evidence and Suggestions for Future Research," Journal of Accounting Research, Wiley Blackwell, vol. 54(2), pages 525-622, May.
    5. Yongtae Kim & Lixin (Nancy) Su & Xindong (Kevin) Zhu, 2017. "Does the cessation of quarterly earnings guidance reduce investors’ short-termism?," Review of Accounting Studies, Springer, vol. 22(2), pages 715-752, June.
    6. Heitzman, Shane & Wasley, Charles & Zimmerman, Jerold, 2010. "The joint effects of materiality thresholds and voluntary disclosure incentives on firms' disclosure decisions," Journal of Accounting and Economics, Elsevier, vol. 49(1-2), pages 109-132, February.
    7. Nagar, Venky & Schoenfeld, Jordan, 2021. "Shareholder monitoring and discretionary disclosure," Journal of Accounting and Economics, Elsevier, vol. 72(1).
    8. Kristian D. Allee & Theodore E. Christensen & Bryan S. Graden & Kenneth J. Merkley, 2021. "The Genesis of Voluntary Disclosure: An Analysis of Firms’ First Earnings Guidance," Management Science, INFORMS, vol. 67(3), pages 1914-1938, March.
    9. Daniel Aobdia, 2018. "Employee mobility, noncompete agreements, product-market competition, and company disclosure," Review of Accounting Studies, Springer, vol. 23(1), pages 296-346, March.
    10. Jaehong Lee & Eunjoo Cho & Jong Sung Park, 2019. "Towards a More Transparent Disclosure for Corporate Sustainability: Focusing on the Regulation of Unfaithful Disclosure Designation," Sustainability, MDPI, vol. 11(22), pages 1-26, November.
    11. Billings, Mary Brooke & Jennings, Robert & Lev, Baruch, 2015. "On guidance and volatility," Journal of Accounting and Economics, Elsevier, vol. 60(2), pages 161-180.
    12. Michał Dzieliński & Alexander F. Wagner & Richard J. Zeckhauser, 2017. "Straight Talkers and Vague Talkers: The Effects of Managerial Style in Earnings Conference Calls," NBER Working Papers 23425, National Bureau of Economic Research, Inc.
    13. Agapova, Anna & Madura, Jeff, 2016. "Market uncertainty and earnings guidance," The Quarterly Review of Economics and Finance, Elsevier, vol. 61(C), pages 97-111.
    14. Seo, Hojun, 2021. "Peer effects in corporate disclosure decisions," Journal of Accounting and Economics, Elsevier, vol. 71(1).
    15. Imhof, Michael J & Seavey, Scott E., 2018. "How investors value cash and cash flows when managers commit to providing earnings forecasts," Advances in accounting, Elsevier, vol. 41(C), pages 74-87.
    16. Hurwitz, Helen, 2017. "The understatement of large negative earnings news in managers’ annual guidance," Journal of Contemporary Accounting and Economics, Elsevier, vol. 13(2), pages 119-133.
    17. Cowan, Arnold R. & Salotti, Valentina, 2020. "Anti-selective disclosure regulation and analyst forecast accuracy and usefulness," Journal of Corporate Finance, Elsevier, vol. 64(C).
    18. Wang, Fengrong & Mbanyele, William & Muchenje, Linda, 2022. "Economic policy uncertainty and stock liquidity: The mitigating effect of information disclosure," Research in International Business and Finance, Elsevier, vol. 59(C).
    19. E. Cheynel & M. Liu-Watts, 2020. "A simple structural estimator of disclosure costs," Review of Accounting Studies, Springer, vol. 25(1), pages 201-245, March.
    20. Hans B. Christensen & Luzi Hail & Christian Leuz, 2021. "Mandatory CSR and sustainability reporting: economic analysis and literature review," Review of Accounting Studies, Springer, vol. 26(3), pages 1176-1248, September.

    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:inm:ormnsc:v:64:y:2018:i:6:p:2833-2855. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.