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The evolution of 10-K textual disclosure: Evidence from Latent Dirichlet Allocation

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  • Dyer, Travis
  • Lang, Mark
  • Stice-Lawrence, Lorien

Abstract

We document marked trends in 10-K disclosure over the period 1996–2013, with increases in length, boilerplate, stickiness, and redundancy and decreases in specificity, readability, and the relative amount of hard information. We use Latent Dirichlet Allocation (LDA) to examine specific topics and find that new FASB and SEC requirements explain most of the increase in length and that 3 of the 150 topics—fair value, internal controls, and risk factor disclosures—account for virtually all of the increase. These three disclosures also play a major role in explaining the trends in the remaining textual characteristics.

Suggested Citation

  • Dyer, Travis & Lang, Mark & Stice-Lawrence, Lorien, 2017. "The evolution of 10-K textual disclosure: Evidence from Latent Dirichlet Allocation," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 221-245.
    • Handle: RePEc:eee:jaecon:v:64:y:2017:i:2:p:221-245
    DOI: 10.1016/j.jacceco.2017.07.002
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    References listed on IDEAS

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    1. Gallemore, John & Labro, Eva, 2015. "The importance of the internal information environment for tax avoidance," Journal of Accounting and Economics, Elsevier, vol. 60(1), pages 149-167.
    2. Grimmer, Justin, 2010. "A Bayesian Hierarchical Topic Model for Political Texts: Measuring Expressed Agendas in Senate Press Releases," Political Analysis, Cambridge University Press, vol. 18(1), pages 1-35, January.
    3. Demerjian, Peter R., 2011. "Accounting standards and debt covenants: Has the “balance sheet approach” led to a decline in the use of balance sheet covenants?," Journal of Accounting and Economics, Elsevier, vol. 52(2), pages 178-202.
    4. Tim Loughran & Bill Mcdonald, 2014. "Measuring Readability in Financial Disclosures," Journal of Finance, American Finance Association, vol. 69(4), pages 1643-1671, August.
    5. Robert M. Bushman & Alina Lerman & X. Frank Zhang, 2016. "The Changing Landscape of Accrual Accounting," Journal of Accounting Research, Wiley Blackwell, vol. 54(1), pages 41-78, March.
    6. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    7. Collins, Daniel W. & Maydew, Edward L. & Weiss, Ira S., 1997. "Changes in the value-relevance of earnings and book values over the past forty years," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 39-67, December.
    8. Karen K. Nelson & A. C. Pritchard, 2016. "Carrot or Stick? The Shift from Voluntary to Mandatory Disclosure of Risk Factors," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 13(2), pages 266-297, June.
    9. Srivastava, Anup, 2014. "Why have measures of earnings quality changed over time?," Journal of Accounting and Economics, Elsevier, vol. 57(2), pages 196-217.
    10. Yen†Jung Lee, 2012. "The Effect of Quarterly Report Readability on Information Efficiency of Stock Prices," Contemporary Accounting Research, John Wiley & Sons, vol. 29(4), pages 1137-1170, December.
    11. Hoberg, Gerard & Lewis, Craig, 2017. "Do fraudulent firms produce abnormal disclosure?," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 58-85.
    12. Ole-Kristian Hope & Danqi Hu & Hai Lu, 2016. "The benefits of specific risk-factor disclosures," Review of Accounting Studies, Springer, vol. 21(4), pages 1005-1045, December.
    13. Francis, J & Schipper, K, 1999. "Have financial statements lost their relevance?," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 319-352.
    14. Lawrence, Alastair, 2013. "Individual investors and financial disclosure," Journal of Accounting and Economics, Elsevier, vol. 56(1), pages 130-147.
    15. Lang, Mark & Stice-Lawrence, Lorien, 2015. "Textual analysis and international financial reporting: Large sample evidence," Journal of Accounting and Economics, Elsevier, vol. 60(2), pages 110-135.
    16. Givoly, Dan & Hayn, Carla, 2000. "The changing time-series properties of earnings, cash flows and accruals: Has financial reporting become more conservative?," Journal of Accounting and Economics, Elsevier, vol. 29(3), pages 287-320, June.
    17. Lev, B & Zarowin, P, 1999. "The boundaries of financial reporting and how to extend them," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 353-385.
    18. Stephen V. Brown & Jennifer Wu Tucker, 2011. "Large‐Sample Evidence on Firms’ Year‐over‐Year MD&A Modifications," Journal of Accounting Research, Wiley Blackwell, vol. 49(2), pages 309-346, May.
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