Keywords
disclosure regulation, textual analysis, Latent Dirichlet Allocation, financial reporting
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.
Original Publication Citation
“The Evolution of 10-K Textual Disclosure: Evidence from Latent Dirichlet Allocation” (with Mark Lang and Lorien Stice-Lawrence) Journal of Accounting and Economics 64, no.2-3 (2017): 221-245.
BYU ScholarsArchive Citation
Dyer, Travis; Lang, Mark; and Stice-Lawrence, Lorien, "The Evolution of 10-K Textual Disclosure: Evidence from Latent Dirichlet Allocation" (2017). Faculty Publications. 8429.
https://scholarsarchive.byu.edu/facpub/8429
Document Type
Peer-Reviewed Article
Publication Date
2017
Publisher
Journal of Accounting and Economics
Language
English
College
Marriott School of Business
Department
Accountancy
Copyright Status
©2017 Elsevier B.V. All rights reserved.
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