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Tracking Real Time Layoffs with SEC Filings: A Preliminary Investigation. (2024). Crane, Leland ; Soto, Paul E ; McClennan, Will ; Harnish, Molly ; Green, Emily ; Williams, Jacob ; Vrankovich, Betsy.
In: Finance and Economics Discussion Series.
RePEc:fip:fedgfe:2024-20.

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  4. Bodnaruk, Andriy, Tim Loughran, and Bill McDonald, “Using 10-K Text to Gauge Financial Constraints,” The Journal of Financial and Quantitative Analysis, 2015, 50 (4), 623–646.

  5. Chen, Tianqi and Carlos Guestrin, “XGBoost: A Scalable Tree Boosting System,” in “Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining” KDD ’16 Association for Computing Machinery New York, NY, USA 2016, pp. 785–794. Compustat North America. S&P Global Market Intelligence, Capital IQ Platform, Wharton Research Data Services, http://wrds.wharton.upenn.edu/.
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  10. Jung, Boochun, Byungki Kim, Woo-Jong Lee, and Choong-Yuel Yoo, “Corporate Layoffs and Accounting Conservatism,” Working Paper 2016-001, KAIST College of Business January 2016.
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  11. Krolikowski, Pawel M. and Kurt G. Lunsford, “Advance Layoff Notices and Aggregate Job Loss,” Journal of Applied Econometrics, 2024, n/a (n/a).

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  14. Loukas, Lefteris, Manos Fergadiotis, Ion Androutsopoulos, and Prodromos Malakasiotis, “EDGAR-CORPUS: Billions of Tokens Make The World Go Round,” in Udo Hahn, Veronique Hoste, and Amanda Stent, eds., Proceedings of the Third Workshop on Economics and Natural Language Processing, Association for Computational Linguistics Punta Cana, Dominican Republic November 2021, pp. 13–18.
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  15. Percent change relative to 2019 2022Q4-2023Q1 2023Q2-2023Q4 8-K Layoffs Events 145.56 81.72 8-Ks, ex. SIC codes 283 and 737 68.78 41.14 Initial UI Claims −2.21 3.77 JOLTS Layoffs −9.48 −10.97 WARN Notices −10.74 7.45
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  18. Tito, Maria D., “Trade in Goods and Services: Measuring Domestic and Export Flows in Buyer-Supplier Data,” FEDS Notes 2019-06-26, Board of Governors of the Federal Reserve System (U.S.) June 2019.
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