Costs Associated with Exit or Disposal Activities: A Topic Modeling Investigation of Disclosure and Market Reaction
Document Type
Article
Keywords
SEC; exit and disposal activities; 8-K filings; Latent Dirichlet Allocation (LDA)
Identifier Data
https://doi.org/10.1002/isaf.1545
Publisher
Wiley
Publication Source
Intelligent Systems in Accounting, Finance and Mangement
Rights Management
CC-BY-NC-ND
Abstract
The Securities and Exchange Commission (SEC) mandates disclosure of exit or disposal activity events in 8-K filings. We use Latent Dirichlet Allocation (LDA), a topic modeling method from computational linguistics, to investigate the possibility that substantively different event types may be subsumed under Item 2.05, the SEC category for costs associated with exit or disposal activities. Our analysis reveals that four distinct topics are reported under the Item 2.05 umbrella category: (1) restructuring, (2) disposal of a line of business, (3) plant closings, and (4) layoffs/workforce reductions. We then investigate various aspects of these 8-K filings. We find that the market reacts most negatively to workforce reductions that are reported in the absence of a broader strategic initiative. Subsequent amendments to the Item 2.05 8-K filings are significantly more likely for restructuring initiatives, and significantly less likely for layoffs. Asset impairment charges most frequently accompany line-of-business disposals and plant closings. Our results demonstrate that there are meaningful differences between the event types reported within Item 2.05 filings and that LDA provides a useful means of differentiating among these event types.
