Hostname: page-component-cd9895bd7-7cvxr Total loading time: 0 Render date: 2024-12-27T22:10:14.604Z Has data issue: false hasContentIssue false

Getting Back to the Source: A New Approach to Measuring Ex Ante Litigation Risk Using Plaintiff-Lawyer Views of SEC Filings

Published online by Cambridge University Press:  19 December 2022

Antonis Kartapanis*
Affiliation:
Texas A&M University Mays Business School
Christopher G. Yust
Affiliation:
Texas A&M University Mays Business School [email protected]
*
[email protected] (corresponding author)
Rights & Permissions [Opens in a new window]

Abstract

Core share and HTML view are not available for this content. However, as you have access to this content, a full PDF is available via the ‘Save PDF’ action button.

This study introduces a new measure of ex ante litigation risk using scrutiny of SEC filings by the source of securities litigation (plaintiffs’ lawyers) to reduce measurement error, relative to existing measures. We show that plaintiff-lawyer views proxy for the largely unobservable factors that make firms more likely to face litigation risk. Lagged views precede the public bad news revelation that triggers litigation and predicts future realized litigation risk (i.e., securities class actions filings and plaintiff-lawyer investigations) and stock market outcomes. Finally, we provide new insights into the plaintiff-lawyer case selection process that otherwise cannot be observed.

Type
Research Article
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (https://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2022. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

Footnotes

We thank Anwer Ahmed, Matteo Arena (the referee), Jane Barton, Brant Christensen, Dain Donelson, Rachel Flam, Jennifer Glenn, John Griffin, Nicholas Hallman, Jarrad Harford (the editor), Brad Hepfer, Shane Johnson, Elena Karahanna, Burch Kealey, Sarah Marriott, Gonzalo Maturana, John McInnis, Brian Monsen, Paul Ordyna, Arun Rai, Jaime Schmidt, John Schomburger, Sorin Sorescu, Edward Swanson, and Connie Weaver for helpful comments and advice. We thank Triza Nganga and Taylor Paskett for their research assistance. We gratefully acknowledge the research support provided by the Mays Business School. All errors are our own.

References

Abramowicz, M.How Lawyers Compete.” Regulation, 27 (2004), 3839.Google Scholar
Acharya, V. V.; Amihud, Y.; and Bharath, S. T.. “Liquidity Risk of Corporate Bond Returns: Conditional Approach.” Journal of Financial Economics, 110 (2013), 358386.10.1016/j.jfineco.2013.08.002CrossRefGoogle Scholar
Alexander, J. C.Do the Merits Matter? A Study of Settlements in Securities Class Actions.” Stanford Law Review, 43 (1991), 497598.10.2307/1228912CrossRefGoogle Scholar
An, Z.; Chen, C.; Naiker, V.; and Wang, J.. “Does Media Coverage Deter Firms from Withholding Bad News? Evidence from Stock Price Crash Risk.” Journal of Corporate Finance, 64 (2020), 125.10.1016/j.jcorpfin.2020.101664CrossRefGoogle Scholar
Angrist, J. D., and Pischke, J.-S.. Mostly Harmless Econometrics: An Empiricist’s Companion. Princeton, NJ: Princeton University Press (2009).10.1515/9781400829828CrossRefGoogle Scholar
Arena, M., and Ferris, S.. “A Survey of Litigation in Corporate Finance.” Managerial Finance, 43 (2016), 418.10.1108/MF-07-2016-0199CrossRefGoogle Scholar
Arena, M., and Julio, B.. “The Effects of Securities Class Action Litigation on Corporate Liquidity and Investment Policy.” Journal of Financial and Quantitative Analysis, 50 (2015), 251275.10.1017/S0022109015000010CrossRefGoogle Scholar
Arena, M., and Julio, B.. “Litigation Risk Management Through Corporate Payout Policy.” Journal of Financial and Quantitative Analysis, 58 (2023), 148174.10.1017/S002210902200076XCrossRefGoogle Scholar
Armstrong, C.; Blackburne, T.; and Quinn, P.. “Are CEOs’ Purchases More Profitable than they Appear?Journal of Accounting and Economics, 71 (2021), 122.CrossRefGoogle Scholar
Atanasov, V.; Ivanov, V.; and Litvak, K.. “Does Reputation Limit Opportunistic Behavior in the VC Industry? Evidence from Litigation Against VCs.” Journal of Finance, 67 (2012), 22152246.10.1111/j.1540-6261.2012.01785.xCrossRefGoogle Scholar
Avramov, D.Stock Return Predictability and Model Uncertainty.” Journal of Financial Economics, 64 (2002), 423458.CrossRefGoogle Scholar
Badawi, A. B., and Webber, D. H.. “Does the Quality of the Plaintiffs’ Law Firm Matter in Deal Litigation?Journal of Corporate Law, 359 (2015), 101133.Google Scholar
Baginski, S. P.; Hassell, J. M.; and Kimbrough, M. D.. “The Effect of Legal Environment on Voluntary Disclosure: Evidence from Management Earnings Forecasts Issued in U.S. and Canadian Markets.” Accounting Review, 77 (2002), 2550.CrossRefGoogle Scholar
Baker, T., and Griffith, S. J.. Ensuring Corporate Misconduct: How Liability Insurance Undermines Shareholder Litigation. Chicago, IL: University of Chicago Press (2010).CrossRefGoogle Scholar
Baker, L. A.; Perino, M. A.; and Silver, C.. “Is the Price Right? An Empirical Study of Fee-Setting in Securities Class Actions.” Columbia Law Review, 115 (2015), 13711452.Google Scholar
Banerjee, S.; Humphery-Jenner, M.; Nanda, V.; and Tham, M.. “Executive Overconfidence and Securities Class Actions.” Journal of Financial and Quantitative Analysis, 53 (2018), 26852719.10.1017/S0022109018001291CrossRefGoogle Scholar
Bao, Y.; Ke, B.; Li, B.; Yu, Y. J.; and Zhang, J.. “Detecting Accounting Fraud in Publicly Traded U.S. Firms Using a Machine Learning Approach.” Journal of Accounting Research, 58 (2020), 199235.CrossRefGoogle Scholar
Barzuza, M., and Curtis, Q.. “Board Interlocks and Outside Directors’ Protection.” Journal of Legal Studies, 48 (2017), 129160.10.1086/690733CrossRefGoogle Scholar
Beneish, M. D., and Vorst, P.. “The Cost of Fraud Prediction Errors.” Accounting Review, 97 (2022), 91121.10.2308/TAR-2020-0068CrossRefGoogle Scholar
Bentley, J. W.; Christensen, T. E.; Gee, K. H.; and Whipple, B. C.. “Disentangling Managers’ and Analysts’ Non-GAAP Reporting.” Journal of Accounting Research, 56 (2018), 10391081.10.1111/1475-679X.12206CrossRefGoogle Scholar
Berger, M. W., and Gans, R. S.. “Mass Solicitations Dupe Institutional Investors.” Bernstein Litowitz Berger & Grossman LLP, June 19. https://web.archive.org/web/20210225215837/; https://www.blbglaw.com/news/publications/2000-01-01-mass-solicitations-dupe-institutional-investors-by-max-w-berger/_res/id=File1/masssolic.pdf (2003).Google Scholar
Bernard, D.; Blackburne, T.; and Thomas, J.. “Information Flows Among Rivals and Corporate Investment.” Journal of Financial Economics, 136 (2020), 760779.CrossRefGoogle Scholar
Bharath, S. T., and Dittmar, A. K.. “Why Do Firms Use Private Equity to Opt Out of Public Markets?Review of Financial Studies, 23 (2010), 17711818.10.1093/rfs/hhq016CrossRefGoogle Scholar
Billings, M. B., and Cedergren, M. C.. “Strategic Silence, Insider Selling and Litigation Risk.” Journal of Accounting and Economics, 59 (2015), 119142.CrossRefGoogle Scholar
Bird, A.; Karolyi, S. A.; and Ruchti, T. G.. “Information Sharing, Holdup, and External Finance: Evidence from Private Firms.” Review of Financial Studies, 32 (2019), 30753104.10.1093/rfs/hhy110CrossRefGoogle Scholar
Bonaimé, A.; Harford, J.; and Moore, D.. “Payout Policy Trade-Offs and the Rise of 10b5-1 Preset Repurchase Plans.” Management Science, 66 (2020), 27622786.CrossRefGoogle Scholar
Bourveau, T.; Lou, Y.; and Wang, R.. “Shareholder Litigation and Corporate Disclosure: Evidence from Derivative Lawsuits.” Journal of Accounting Research, 56 (2018), 797842.CrossRefGoogle Scholar
Boyer, M. M., and Stern, L. H.. “D&O Insurance and IPO Performance: What Can We Learn from Insurers?Journal of Financial Intermediation, 23 (2014), 504540.CrossRefGoogle Scholar
Brabec, J.; Komárek, T.; Franc, V.; and Machlica, L.. “On Model Evaluation Under Non-constant Class Imbalance.” Computational Science – International Conference on Computational Science, 12140 (2020), 7487.Google Scholar
Brabec, J., and Machlica, L.. “Bad Practices in Evaluation Methodology Relevant to Class-Imbalanced Problems.” Critiquing and Correcting Trends in Machine Learning Workshop at NeurIPS 2018. https://arxiv.org/abs/1812.01388 (2018).Google Scholar
Brandt, M. W.; Brav, A.; Graham, J. R.; and Kumar, A.. “The Idiosyncratic Volatility Puzzle: Time Trend or Speculative Episodes?Review of Financial Studies, 23 (2010), 863899.CrossRefGoogle Scholar
Brochet, F., and Srinivasan, S.. “Accountability of Independent Directors: Evidence from Firms Subject to Securities Litigation.” Journal of Financial Economics, 111 (2014), 430449.CrossRefGoogle Scholar
BTI Consulting. “37 Law Firms Most Feared in Litigation.” October 17. https://bticonsulting.com/themadclientist/37-law-firms-most-feared-in-litigation (2018).Google Scholar
Callen, J. L., and Fang, X.. “Religion and Stock Price Crash Risk.” Journal of Financial and Quantitative Analysis, 50 (2015), 169195.CrossRefGoogle Scholar
Cao, Z., and Narayanamoorthy, G. S.. “Accounting and Litigation Risk: Evidence from Directors’ and Officers’ Insurance Pricing.” Review of Accounting Studies, 19 (2014), 142.CrossRefGoogle Scholar
Chalmers, J. M.; Dann, L. Y.; and Harford, J.. “Managerial Opportunism? Evidence from Directors’ and Officers’ Insurance Purchases.” Journal of Finance, 57 (2002), 609636.10.1111/1540-6261.00436CrossRefGoogle Scholar
Chambers and Partners. “About Us.” https://chambers.com/about-us (2021).Google Scholar
Chen, H.; Cohen, L.; Gurun, U.; Lou, D.; and Malloy, C.. “IQ from IP: Simplifying Search in Portfolio Choice.” Journal of Financial Economics, 138 (2020), 118137.10.1016/j.jfineco.2020.04.014CrossRefGoogle Scholar
Chen, C.; Huang, A. G.; and Jha, R.. “Idiosyncratic Return Volatility and the Information Quality Underlying Managerial Discretion.” Journal of Financial and Quantitative Analysis, 47 (2012), 873899.10.1017/S002210901200018XCrossRefGoogle Scholar
Cheng, C. A.; Huang, H. H.; Li, Y.; and Lobo, G.. “Institutional Monitoring through Shareholder Litigation.” Journal of Financial Economics, 95 (2010), 356383.CrossRefGoogle Scholar
Choi, S. J.Do the Merits Matter Less after the Private Securities Litigation Reform Act?Journal of Law, Economics, and Organization, 23 (2007), 598626.10.1093/jleo/ewm014CrossRefGoogle Scholar
Choi, S. J.; Nelson, K. K.; and Pritchard, A. C.. “The Screening Effect of the Private Securities Litigation Reform Act.” Journal of Empirical Legal Studies, 6 (2009), 3568.CrossRefGoogle Scholar
Choi, S. J., and Thompson, R. B.. “Securities Litigation and Its Lawyers: Changes during the First Decade after the PSLRA.” Columbia Law Review, 106 (2006), 14891533.Google Scholar
Coe, A. “The 4 Firms That Scare General Counsel The Most.” Law360, September 18. https://www.law360.com/articles/1199903/the-4-firms-that-scare-general-counsel-the-most (2019).Google Scholar
Coffee, J. C.Reforming the Securities Class Action: An Essay on Deterrence and Its Implementation.” Columbia Law Review, 106 (2006), 15341586.Google Scholar
Core, J. E.On the Corporate Demand for Directors’ and Officers’ Insurance.” Journal of Risk and Insurance, 64 (1997), 6387.CrossRefGoogle Scholar
Core, J. E.The Directors’ and Officers’ Insurance Premium: An Outside Assessment of the Quality of Corporate Governance.” Journal of Law, Economics, & Organization, 16 (2000), 449477.CrossRefGoogle Scholar
Cornerstone Research. “Securities Class Action Settlements: 2019 Review and Analysis.” https://securities.stanford.edu/research-reports/1996-2019/Securities-Class-Action-Settlements-2019-Review-and-Analysis.pdf (2020).Google Scholar
Cornerstone Research. “Accounting Class Action Filings and Settlements: 2020 Review and Analysis.” https://securities.stanford.edu/research-reports/1996-2020/Accounting-Class-Action-Filings-and-Settlements-2020-Review.pdf (2021).Google Scholar
Cox, J. D.; Thomas, R. S.; and Kiku, D.. “Does the Plaintiff Matter? An Empirical Analysis of Lead Plaintiffs in Securities Class Actions.” Columbia Law Review, 106 (2006), 15871640.Google Scholar
Crane, A. D., and Koch, A.. “Shareholder Litigation and Ownership Structure: Evidence from a Natural Experiment.” Management Science, 64 (2018), 523.CrossRefGoogle Scholar
Dangl, T., and Halling, M.. “Predictive Regressions with Time-Varying Coefficients.” Journal of Financial Economics, 106 (2012), 157181.CrossRefGoogle Scholar
Dechow, P. M.; Sloan, R. G.; and Sweeney, A. P.. “Detecting Earnings Management.” Accounting Review, 70 (1995), 193225.Google Scholar
Deng, S.; Willis, R. H.; and Xu, L.. “Shareholder Litigation, Reputational Loss, and Bank Loan Contracting.” Journal of Financial and Quantitative Analysis, 49 (2014), 11011132.CrossRefGoogle Scholar
Dimmock, S. G., and Gerken, W. C.. “Predicting Fraud by Investment Managers.” Journal of Financial Economics, 105 (2012), 153173.CrossRefGoogle Scholar
Donelson, D. C.; Hopkins, J. J.; and Yust, C. G.. “The Role of Directors’ and Officers’ Insurance in Securities Fraud Class Action Settlements.” Journal of Law and Economics, 58 (2015), 747778.CrossRefGoogle Scholar
Donelson, D. C.; Hopkins, J. J.; and Yust, C. G.. “The Cost of Disclosure Regulation: Evidence from D&O Insurance and Nonmeritorious Securities Litigation.” Review of Accounting Studies, 23 (2018), 528588.10.1007/s11142-018-9438-2CrossRefGoogle Scholar
Donelson, D. C.; Kartapanis, A.; McInnis, J. M.; and Yust, C. G.. “Measuring Accounting Fraud and Irregularities Using Public and Private Enforcement.” Accounting Review, 96 (2021a), 183213.CrossRefGoogle Scholar
Donelson, D. C.; Kartapanis, A.; and Yust, C. G.. “Does Media Coverage Cause Meritorious Shareholder Litigation? Evidence from the Stock Option Backdating Scandal.” Journal of Law and Economics, 64 (2021b), 567601.CrossRefGoogle Scholar
Donelson, D. C.; McInnis, J. M.; Mergenthaler, R. D.; and Yu, Y.. “The Timeliness of Bad Earnings News and Litigation Risk.” Accounting Review, 87 (2012), 19671991.CrossRefGoogle Scholar
Drake, M. S.; Johnson, B. A.; Roulstone, D. T.; and Thornock, J. R.. “Is There Information Content in Information Acquisition?Accounting Review, 95 (2020), 113139.CrossRefGoogle Scholar
DuCharme, L. L.; Malatesta, P. H.; and Sefcik, S. E.. “Earnings Management, Stock Issues, and Shareholder Lawsuits.” Journal of Financial Economics, 71 (2004), 2749.CrossRefGoogle Scholar
Dyck, A.; Morse, A.; and Zingales, L.. “Who Blows the Whistle on Corporate Fraud?Journal of Finance, 65 (2010), 22132253.CrossRefGoogle Scholar
Erichson, H. M.CAFA’s Impact on Class Action Lawyers.” University of Pennsylvania Law Review, 156 (2007), 15931627.Google Scholar
Fernandéz, A.; Garcıa, S.; Galar, M.; Prati, R. C.; Krawczyk, B.; and Herrera, F.. Learning from Imbalanced Data Sets. Cham: Springer (2018).CrossRefGoogle Scholar
Fich, E. M., and Shivdasani, A.. “Financial Fraud, Director Reptuation, and Shareholder Wealth.” Journal of Financial Economics, 86 (2007), 306336.CrossRefGoogle Scholar
Field, L.; Lowry, M.; and Shu, S.. “Does Disclosure Deter or Trigger Litigation?Journal of Accounting and Economics, 39 (2005), 487507.CrossRefGoogle Scholar
Francis, J.; Philbrick, D.; and Schipper, K.. “Shareholder Litigation and Corporate Disclosures.” Journal of Accounting Research, 32 (1994), 137164.CrossRefGoogle Scholar
Freund, S.; Nguyen, N.; and Phan, H. V.. “Shareholder Litigation and Corporate Social Responsibility.” Journal of Financial and Quantitative Analysis, 58 (2023), 512542.10.1017/S002210902200031XCrossRefGoogle Scholar
Gande, A., and Lewis, C. M.. “Shareholder-Initiated Class Action Lawsuits: Shareholder Wealth Effects and Industry Spillovers.” Journal of Financial and Quantitative Analysis, 44 (2009), 823850.CrossRefGoogle Scholar
Géron, A. Hands-On Machine Learnings with Scikit-Learn & TensorFlow. Sebastopol, CA: O’Reilly (2017).Google Scholar
Gibbons, B.; Iliev, P.; and Kalodimos, J.. “Analyst Information Acquisition via EDGAR.” Management Science, 67 (2021), 769793.CrossRefGoogle Scholar
Greene, W.The Behaviour of the Maximum Likelihood Estimator of Limited Dependent Variable Models in the Presence of Fixed Effects.” Econometrics Journal, 7 (2004), 98119.CrossRefGoogle Scholar
Greene, D. “Who is Winning the Securities Class Action War—Plaintiffs or Defendants?” D&O Disclosure, May 1. https://www.dandodiscourse.com/2017/05/01/who-is-winning-the-securities-class-action-war-plaintiffs-or-defendants/ (2017).Google Scholar
Hanley, K. W., and Hoberg, G.. “Litigation Risk, Strategic Disclosure and the Underpricing of Initial Public Offerings.” Journal of Financial Economics, 103 (2012), 235254.10.1016/j.jfineco.2011.09.006CrossRefGoogle Scholar
Harvard Law Review. “Note: Congress, the Supreme Court, and the Rise of Securities-Fraud Class Actions.” Harvard Law Review, 132 (2019), 10671088.Google Scholar
He, J., and Plumlee, M. A.. “Measuring Disclosure Using 8-K Filings.” Review of Accounting Studies, 25 (2020), 903962.10.1007/s11142-020-09551-yCrossRefGoogle Scholar
Hodge, F., and Pronk, M.. “The Impact of Expertise and Investment Familiarity on Investors’ Use of Online Financial Report Information.” Journal of Accounting, Auditing & Finance, 21 (2006), 267292.CrossRefGoogle Scholar
Holzman, E.; Marshall, N. T.; and Schmidt, B.. “Who’s on the Hot Seat for an SEC Investigation?” Working Paper, available at https://papers.ssrn.com/sol3/papers.cfm?abstractid=3223815 (2020).Google Scholar
Hong, C. Y., and Li, F. W.. “The Information Content of Sudden Insider Silence.” Journal of Financial and Quantitative Analysis, 54 (2019), 14991538.10.1017/S0022109018001059CrossRefGoogle Scholar
Hong, H.; Lim, T.; and Stein, J. C.. “Bad New Travels Slowly: Size, Analyst Coverage, and the Profitability of Momentum Strategies.” Journal of Finance, 55 (2000), 265295.CrossRefGoogle Scholar
Hopkins, J. J.; Maydew, E. L.; and Venkatachalam, M.. “Corporate General Counsel and Financial Reporting Quality.” Management Science, 61 (2015), 129145.CrossRefGoogle Scholar
Hosmer, D. W., and Lemeshow, S.. “Assessing the Fit of the Model.” In Applied Logistic Regression. Hoboken, NJ: John Wiley & Sons (2000).CrossRefGoogle Scholar
House of Representatives. “Securities Litigation Reform. H.R. 1058.” Conference Report 104–369 (1995).Google Scholar
Huang, A.; Hui, K. W.; and Li, R. Z.. “Federal Judge Ideology: A New Measure of Ex Ante Litigation Risk.” Journal of Accounting Research, 57 (2019), 431489.CrossRefGoogle Scholar
Hudson, E. E., and Cummins, K.. “United States: Plaintiff Attorney Advertising: Protected Or Prosecutable?” mondaq, July 26. https://www.mondaq.com/unitedstates/marketing/512980/plaintiff-attorney-advertisingprotected-or-prosecutable (2016).Google Scholar
Hutton, A.; Shu, S.; and Zheng, X.. “Regulatory Transparency and the Alignment of Private and Public Enforcement: Evidence from the Public Disclosure of SEC Comment Letters.” Journal of Financial Economics, 145 (2022), 297321.CrossRefGoogle Scholar
Iliev, P.; Kalodimos, J.; and Lowry, M.. “Investors’ Attention to Corporate Governance.” Review of Financial Studies, 34 (2021), 55815628.10.1093/rfs/hhab003CrossRefGoogle Scholar
Johnson, M. F.; Nelson, K. K.; and Pritchard, A. C.. “Do the Merits Matter More? The Impact of the Private Securities Litigation Reform Act.” Journal of Law, Economics, and Organization, 23 (2007), 627652.CrossRefGoogle Scholar
Joyce, T. “INSIGHT: Advertising by Plaintiffs’ Firms Driving High Class Action Settlement Rate.” Bloomberg Law, April 19. https://news.bloomberglaw.com/us-law-week/insight-advertising-by-plaintiffs-firms-driving-high-class-action-settlement-rate (2019).Google Scholar
Karpoff, J. M.; Lee, D. S.; and Martin, G. S.. “The Cost to Firms of Cooking the Books.” Journal of Financial and Quantitative Analysis, 43 (2008), 581611.10.1017/S0022109000004221CrossRefGoogle Scholar
Khang, K., and King, T.-H. D.. “Does Dividend Policy Relate to Cross-Sectional Variation in Information Asymmetry? Evidence from Returns to Insider Trades.” Financial Management, 35 (2006), 7194.10.1111/j.1755-053X.2006.tb00160.xCrossRefGoogle Scholar
Kim, I., and Skinner, D. J.. “Measuring Securities Litigation Risk.” Journal of Accounting and Economics, 53 (2012), 290310.CrossRefGoogle Scholar
La Porta, R.; Lopez-de-Silanes, F.; and Shleifer, A.. “What Works in Securities Laws?Journal of Finance, 61 (2006), 132.CrossRefGoogle Scholar
Landeo, C. M., and Nikitin, M.. “Financially-Constrained Lawyers: An Economic Theory of Legal Disputes.” Games and Economic Behavior, 109 (2018), 625647.CrossRefGoogle Scholar
Larcker, D. F., and Zakolyukina, A. A.. “Detecting Deceptive Discussion in Conference Calls.” Journal of Accounting Research, 50 (2012), 495540.CrossRefGoogle Scholar
Loughran, T., and McDonald, B.. “When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10-Ks.” Journal of Finance, 66 (2011), 3565.10.1111/j.1540-6261.2010.01625.xCrossRefGoogle Scholar
Lowry, M., and Shu, S.. “Litigation Risk and IPO Underpricing.” Journal of Financial Economics, 65 (2002), 309335.10.1016/S0304-405X(02)00144-7CrossRefGoogle Scholar
Meyer, B. D., and Mittag, N.. “Misclassification in Binary Choice Models.” Journal of Econometrics, 200 (2017), 295311.CrossRefGoogle Scholar
Nagel, S., and Purnanandam, A.. “Banks’ Risk Dynamics and Distance to Default.” Review of Financial Studies, 33 (2020), 24212467.CrossRefGoogle Scholar
Nelson, K. K., and Pritchard, A. C.. “Carrot or Stick? The Shift from Voluntary to Mandatory Disclosure of Risk Factors.” Journal of Empirical Legal Studies, 13 (2016), 266297.CrossRefGoogle Scholar
NERA. “Recent Trends in Securities Class Action Litigation: 2016 Full-Year Review.” NERA Economic Consulting, January. https://www.nera.com/content/dam/nera/publications/2017/PUB_2016_Securities_Year-End_Trends_Report_0117.pdf (2017).Google Scholar
Perino, M. A.Did the Private Securities Litigation Reform Act Work?University of Illinois Law Review, 2003 (2003), 913978.Google Scholar
Peterson, K.Accounting Complexity, Misreporting, and the Consequences of Misreporting.” Review of Accounting Studies, 17 (2012), 7295.CrossRefGoogle Scholar
Pomerantz. “SHAREHOLDER ALERT: Pomerantz Law Firm Investigates Claims On Behalf of Investors of Galapagos NV - GLPG.” yahoo! Money, September 1. https://money.yahoo.com/shareholder-alert-pomerantz-law-firm-031500090.html (2020).Google Scholar
Pritchard, A. C., and Sale, H. A.. “What Counts as Fraud? An Empirical Study of Motions to Dismiss Under the Private Securities Litigation Reform Act.” Journal of Empirical Legal Studies, 2 (2005), 125149.CrossRefGoogle Scholar
Pukthuanthong, K.; Turtle, H.; Walker, T.; and Wang, J.. “Litigation Risk and Institutional Monitoring.” Journal of Corporate Finance, 45 (2017), 342359.CrossRefGoogle Scholar
Roberts, M. R., and Whited, T. M.. “Endogeneity in Empirical Corporate Finance.” In Handbook of the Economics of Finance, Vol. 2, Constantinides, G. M., Harris, M., and Stulz, R. M., eds. Amsterdam: Elsevier (2013), 493572.CrossRefGoogle Scholar
Rogers, J. L., and Van Buskirk, A.. “Shareholder Litigation and Changes in Disclosure Behavior.” Journal of Accounting and Economics, 47 (2009), 136156.CrossRefGoogle Scholar
Rosen Law Firm. “Rosen Law Firm Announces Investigation of Securities Claims Against McDonald’s Corporation – MCD.” Businesswire, August 10. https://www.businesswire.com/news/home/20200810005580/en/Rosen-Law-Firm-Announces-Investigation-Securities-Claims (2020).Google Scholar
Saito, T., and Rehmsmeier, M.. “The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets.” PLoS One, 10 (2015), 121.CrossRefGoogle Scholar
Segal, J. “The Asset Class No One Knows They Own.” Institutional Investor, November 6. https://www.institutionalinvestor.com/article/b1bq4dlkt57shz/The-Asset-Class-No-One-Knows-They-Own (2018).Google Scholar
Skinner, D. J.Earnings Disclosures and Stockholder Lawsuits.” Journal of Accounting and Economics, 23 (1997), 249282.CrossRefGoogle Scholar
Wall Street Journal . “Trial Lawyers Party at the Supreme Court.” June 24. https://www.wsj.com/articles/trial-lawyers-party-at-the-supreme-court-1403563169 (2014).Google Scholar
Weiss, E. J.The Lead Plaintiff Provisions of the PSLRA After a Decade, or “Look What’s Happened to My Baby.”Vanderbilt Law Review, 61 (2008), 543577.Google Scholar
Zhang, C.A Reexamination of the Causes of Time-Varying Stock Return Volatilities.” Journal of Financial and Quantitative Analysis, 45 (2010), 663684.CrossRefGoogle Scholar
Zingales, L. “Is the U.S. Capital Market Losing its Competitive Edge?” Working Paper, University of Chicago (2007).CrossRefGoogle Scholar
Supplementary material: PDF

Kartapanis and Yust supplementary material

Online Appendix

Download Kartapanis and Yust supplementary material(PDF)
PDF 1 MB