Abstract
Data breaches are increasingly consequential for many business organizations. How firms address data breaches has substantial ethical and societal implications. However, there is still uncertainty regarding why certain organizations experience more severe consequences than others following data breaches and what actions firms can take to minimize the negative outcomes. To answer these questions, we leverage insights from the literature on crisis communication strategies and attribution theory to predict stock market reactions. We argue that those reactions, as reflected in shareholders’ responses following a breach, depend on the nature of attributional information and are contingent upon firms’ responses and media sentiment. Analyzing a sample of 287 data breach events in 95 publicly traded US firms over a decade, we found that when shareholders attribute the data breach to internal and stable causes, the firm appears “broken,” resulting in a decline in stock market returns. However, our findings also indicate that firms’ ceremonial responses and media sentiment mitigate this negative relationship. Our discussion explores the benefits of understanding the role of crisis communication strategies and applying attribution theory within corporate-level studies. We also suggest potential avenues for future research.
Similar content being viewed by others
Notes
-
RavenPack assigns relevance scores with the range between 0 and 100, which “indicates how strongly related the entity is to the underlying news story.” Higher values indicate greater relevance. A score of 100 means the firm described was prominent in the news story (RavenPack News Analytics 2023).
-
In our post hoc analyses section, we report the findings involving alternative time windows; these analyses yielded very similar results.
-
RavenPack contains new reports from the Dow Jones Financial Wires, Wall Street Journal, Baron’s, MarketWatch, and other newswires.
-
Moderating relationships must pass a simple slope test for estimation accuracy (Preacher et al., 2006). A simple slopes test is a standard t test to determine whether individual slopes of the simple models are statistically different; thus, it exhibits the difference between the two lines of a moderating effect.
-
Frank, K. A. 2000. Impact of a confounding variable on a regression coefficient. Sociological Methods and Research, 29: 147–194.
References
Allen, M.W., and R.H. Caillouet. 1994. Legitimation endeavors: Impression management strategies used by an organization in crisis. Communications Monographs 61 (1): 44–62.
Ashforth, B.E., and B.W. Gibbs. 1990. The double-edge of organizational legitimation. Organization Science 1 (2): 177–194.
Baker, W.H., A. Hylender, C.D. Pamula, J. Porter, and C. Spitler. 2011. 2011 Data breach investigations report. New York: Verizon RISK Team.
Benoit, W.L. 1997. Image repair discourse and crisis communication. Public Relations Review 23 (2): 177–186.
Benoit, W.L. 2014. Accounts, excuses, and apologies: Image repair theory and research. Albany: SUNY Press.
Benson, D.J. 1989. An efficient, accurate, simple ALE method for nonlinear finite element programs. Computer Methods in Applied Mechanics and Engineering 72 (3): 305–350.
Bergh, D.D., and P. Gibbons. 2011. The stock market reaction to the hiring of management consultants: A signalling theory approach. Journal of Management Studies 48 (3): 544–567.
Bielefeld, V. 2021. How to steal thunder: The effects of crisis communication timing, crisis communication framing and communication medium on consumer's trust, perceived sincerity, anger, purchase intention and perceived crisis severity. Master’s Thesis, University of Twente.
Boyd, B.K., S. Gove, and M.A. Hitt. 2005. Construct measurement in strategic management research: Illusion or reality? Strategic Management Journal 26 (3): 239–257.
Bundy, J., M.D. Pfarrer, C.E. Short, and W.T. Coombs. 2017. Crises and crisis management: Integration, interpretation, and research development. Journal of Management 43 (6): 1661–1692.
Busenbark, J.R., H. Yoon, D.L. Gamache, and M.C. Withers. 2022. Omitted variable bias: Examining management research with the impact threshold of a confounding variable (ITCV). Journal of Management 48 (1): 17–48.
Butt, U.A., R. Amin, M. Mehmood, H. Aldabbas, M. Alharbi, and N. Albaqami. 2023. Cloud security threats and solutions: A survey. Wireless Personal Communications 123 (1): 387–413.
Carroll, C., and M. McCombs. 2003. Agenda-setting effects of business news on the public’s images and opinions about major corporations. Corporate Reputation Review 6: 36–46.
Carroll, R.J., and D. Ruppert. 1982. Robust estimation in heteroscedastic linear models. The Annals of Statistics 10 (2): 429–441.
Carson, J.E. 2019. External relational attributions: Attributing cause to others’ relationships. Journal of Organizational Behavior 40 (5): 541–553.
Cavusoglu, H., B. Mishra, and S. Raghunathan. 2004. The effect of internet security breach announcements on market value: Capital market reactions for breached firms and internet security developers. International Journal of Electronic Commerce 9 (1): 70–104.
Chen, J., E. Henry, and X. Jiang. 2023. Is cybersecurity risk factor disclosure informative? Evidence from disclosures following a data breach. Journal of Business Ethics 187: 199–224.
Coombs, W.T. 1995. Choosing the right words: The development of guidelines for the selection of the “appropriate” crisis-response strategies. Management Communication Quarterly 8 (4): 447–476.
Coombs, W.T. 2007. Protecting organization reputations during a crisis: The development and application of situational crisis communication theory. Corporate Reputation Review 10 (3): 163–176.
Cornelissen, J.P., R. Durand, P.C. Fiss, J.C. Lammers, and E. Vaara. 2015. Putting communication front and center in institutional theory and analysis. Academy of Management Review 40 (1): 10–27.
Crook, T.R., S.Y. Todd, J.G. Combs, D.J. Woehr, and D.J. Ketchen Jr. 2011. Does human capital matter? A meta-analysis of the relationship between human capital and firm performance. Journal of Applied Psychology 96 (3): 443–456.
Dang, T.L., F. Moshirian, and B. Zhang. 2015. Commonality in news around the world. Journal of Financial Economics 116 (1): 82–110.
Davis, J.R., and G.J. Gold. 2011. An examination of emotional empathy, attributions of stability, and the link between perceived remorse and forgiveness. Personality and Individual Differences 50 (3): 392–397.
Deephouse, D.L. 2000. Media reputation as a strategic resource: An integration of mass communication and resource-based theories. Journal of Management 26 (6): 1091–1112.
Deephouse, D.L., and M. Suchman. 2008. Legitimacy in organizational institutionalism. In The Sage handbook of organizational institutionalism, ed. R. Greenwood, C. Oliver, T.B. Lawrence, and R.E. Meyer, 49–77. London: SAGE.
Donaldson, T., and L.E. Preston. 1995. The stakeholder theory of the corporation: Concepts, evidence, and implications. Academy of Management Review 20 (1): 65–91.
Dyck, A., and L. Zingales. 2003. The bubble and the media. Corporate Governance and Capital Flows in a Global Economy 3: 83–104.
Dyck, A., N. Volchkova, and L. Zingales. 2008. The corporate governance role of the media: Evidence from Russia. Journal of Finance 63 (3): 1093–1135.
Elsbach, K.D. 1994. Managing organizational legitimacy in the California cattle industry: The construction and effectiveness of verbal accounts. Administrative Science Quarterly 39 (1): 57–88.
Elsbach, K.D. 2003. Organizational perception management. Research in Organizational Behavior 25: 297–332.
Fama, E.F. 1970. Efficient capital markets: A review of theory and empirical work. Journal of Finance 25 (1): 383–417.
Ferrin, D.L., P.H. Kim, C.D. Cooper, and K.T. Dirks. 2007. Silence speaks volumes: The effectiveness of reticence in comparison to apology and denial for responding to integrity- and competence-based trust violations. Journal of Applied Psychology 92 (4): 893–908.
Fidrmuc, J.P., M. Goergen, and L. Renneboog. 2006. Insider trading, news releases, and ownership concentration. Journal of Finance 61 (1): 2931–2973.
Fiske, S.T., and S.E. Taylor. 2013. Social cognition: From brains to culture, 2nd ed. London: SAGE.
Flammer, C. 2013. Corporate social responsibility and shareholder reaction: The environmental awareness of investors. Academy of Management Journal 56 (3): 758–781.
Försterling, F. 2001. Attribution: An introduction to theories, research, and applications. New York: Psychology Press.
Freeman, R.E. 1984. Strategic management: A stakeholder approach. Boston: Pitman.
Gao, H., T. Yu, and A.J. Cannella. 2016. The use of public language in strategy: A multidisciplinary review and research agenda. Journal of Management 42 (1): 21–54.
Garg, A., J. Curtis, and H. Halper. 2003. Quantifying the financial impact of IT security breaches. Information Management and Computer Security 11 (1): 74–83.
Gatzlaff, K.M., and K.A. McCullough. 2010. The effect of data breaches on shareholder wealth. Risk Management and Insurance Review 13 (1): 61–83.
Gooding, R.Z., and A.J. Kinicki. 1995. Interpreting event causes: The complementary role of categorization and attribution processes. Journal of Management Studies 32 (1): 1–22.
Gwebu, K.L., J. Wang, and L. Wang. 2018. The role of corporate reputation and crisis response strategies in data breach management. Journal of Management Information Systems 35 (2): 683–714.
Hambrick, D.C., and P.A. Mason. 1984. Upper echelons: The organization as a reflection of its top managers. Academy of Management Review 9 (2): 193–206.
Harvey, P., K. Madison, M. Martinko, T.R. Crook, and T.A. Crook. 2014. Attribution theory in the organizational sciences: The road traveled and the path ahead. Academy of Management Perspectives 28 (2): 128–146.
Hathaway, O.A., R. Crootof, P. Levitz, H. Nix, A. Nowlan, W. Perdue, and J. Spiegel. 2012. The law of data breach. California Law Review 100 (4): 817–885.
Hersel, M.C., K.A. Gangloff, and C. Shropshire. 2023. Mixed messages: Crisis communication-dismissal (in)coherence and shareholder trust following misconduct. Academy of Management Journal 66 (2): 638–666.
Hong, H., W. Torous, and R. Valkanov. 2007. Do industries lead stock markets? Journal of Financial Economics 83 (2): 367–396.
Hooghiemstra, R. 2000. Corporate communication and impression management—New perspectives why companies engage in corporate social reporting. Journal of Business Ethics 27: 55–68.
Hou, K. 2007. Industry information diffusion and the lead-lag effect in stock returns. Review of Financial Studies 20 (4): 1113–1138.
Hovav, A., and J. D’Arcy. 2003. The impact of denial-of-service attack announcements on the market value of firms. Risk Management and Insurance Review 6 (2): 97–121.
Huang, K., and S. Madnick. 2020. A cyberattack doesn’t have to sink your stock price. Harvard Business Review, August 14. https://hbr.org/2020/08/a-cyberattack-doesnt-have-to-sink-your-stock-price#:~:text=Likewise%2C%20following%20the%20announcement%20of,%2492.98%20in%20just%20one%20week.
Hyatt, D.G., and N. Berente. 2017. Substantive or symbolic environmental strategies? Effects of external and internal normative stakeholder pressures. Business Strategy and the Environment 26 (8): 1212–1234.
IBM. 2020. Cost of a data breach report 2020. IBM. https://www.ibm.com/reports/data-breach.
IBM. 2023. Cost of a data breach report 2023. IBM. https://www.ibm.com/reports/data-breach.
Ice, R. 1991. Corporate publics and rhetorical strategies: The case of Union Carbide’s Bhopal crisis. Management Communication Quarterly 4 (3): 341–362.
Jin, J., H. Li, and R.E. Hoskisson. 2022. The use of strategic noise in reactive impression management: How do market reactions matter? Academy of Management Journal 65 (4): 1303–1326.
Joshi, A.M., and D.M. Hanssens. 2009. Movie advertising and the stock market valuation of studios: A case of “great expectations?” Marketing Science 28 (2): 239–250.
Kamiya, S., J.K. Kang, J. Kim, A. Milidonis, and R.M. Stulz. 2018. What is the impact of successful cyberattacks on target firms? (No. w24409). National Bureau of Economic Research.
Kaplan, A.M., and M. Haenlein. 2010. Users of the world, unite! The challenges and opportunities of Social Media. Business Horizons 53 (1): 59–68.
Kelejian, H.H., and D.P. Robinson. 1998. A suggested test for spatial autocorrelation and/or heteroskedasticity and corresponding Monte Carlo results. Regional Science and Urban Economics 28 (4): 389–417.
Kelley, H.H. 1973. The process of causal attribution. American Psychologist 28 (2): 107–128.
Kelley, H.H., and J.L. Michela. 1980. Attribution theory and research. Annual Review of Psychology 31 (1): 457–501.
Kent, R.L., and M.J. Martinko. 1995. The measurement of attributions in organizational research. In Attribution theory: An organizational perspective, ed. M.J. Martinko, 17–34. Delray Beach: St. Lucie Press.
Knif, J., J. Kolari, and S. Pynnönen. 2008. Stock market reaction to good and bad inflation news. Journal of Financial Research 31 (2): 141–166.
Krippendorff, K. 2004. Content analysis: An introduction to its methodology. London: SAGE.
Kuipers, S., and M. Schonheit. 2022. Data breaches and effective crisis communication: A comparative analysis of corporate reputational crises. Corporate Reputation Review 25: 176–197.
Kutner, M., C. Nachtsheim, J. Neter, and W. Li. 2004. Applied linear statistical models. New York: McGraw-Hill.
Lamin, A., and S. Zaheer. 2012. Wall Street vs. Main Street: Firm strategies for defending legitimacy and their impact on different stakeholders. Organization Science 23 (1): 47–66.
Le, P.D., H.X. Teo, A. Pang, Y. Li, and C.Q. Goh. 2019. When is silence golden? The use of strategic silence in crisis communication. Corporate Communications: An International Journal 24 (1): 162–178.
Lima, J.C., and M. Siegel. 1999. The tobacco settlement: An analysis of newspaper coverage of a national policy debate, 1997–98. Tobacco Control 8 (3): 247–253.
Liu, Y., V. Shankar, and W. Yun. 2017. Crisis management strategies and the long-term effects of product recalls on firm value. Journal of Marketing 81 (5): 30–48.
Liu, A.Z., A.X. Liu, R. Wang, and S.X. Xu. 2020. Too much of a good thing? The boomerang effect of firms’ investments on corporate social responsibility during product recalls. Journal of Management Studies 57 (8): 1437–1472.
Lunden, I. 2017. After data breaches, Verizon knocks $350M off Yahoo! sale, now valued at $4.48B. Techcrunch. https://techcrunch.com/2017/02/21/verizon-knocks-350m-off-yahoo-sale-after-databreaches-now-valued-at-4-48b/. Accessed 20 Feb.
Manworren, N., J. Letwat, and O. Daily. 2016. Why you should care about the Target data breach. Business Horizons 59 (3): 257–266.
Martin, K.D., A. Borah, and R.W. Palmatier. 2017. Data privacy: Effects on customer and firm performance. Journal of Marketing 81 (1): 36–58.
Martinko, M.J. 1995. Attribution theory. The Blackwell encyclopedic dictionary of organizational behavior. London: SAGE.
Martinko, M.J., and W.L. Gardner. 1987. The leader/member attribution process. Academy of Management Review 12 (2): 235–249.
Martinko, M.J., and N.F. Thomson. 1998. A synthesis and extension of the Weiner and Kelley attribution models. Basic and Applied Social Psychology 20 (4): 271–284.
Martinko, M.J., D.M. Breaux, A.D. Martinez, J. Summers, and P. Harvey. 2009. Hurricane Katrina and attributions of responsibility. Organizational Dynamics 38 (1): 52–63.
Martinko, M.J., P. Harvey, and M.T. Dasborough. 2011. Attribution theory in the organizational sciences: A case of unrealized potential. Journal of Organizational Behavior 32 (1): 144–149.
McWilliams, A., and D. Siegel. 1997. Event studies in management research: Theoretical and empirical issues. Academy of Management Journal 40 (3): 626–657.
Meynhardt, T., P. Strathoff, A. Fröhlich, and S.A. Brieger. 2019. Same same but different: The relationship between organizational reputation and organizational public value. Corporate Reputation Review 22: 144–158.
Millar, D.P., and R.L. Heath, eds. 2003. Responding to crisis: A rhetorical approach to crisis communication. New York: Routledge.
Morgan, S. 2020. Cybercrime to cost the world $10.5 trillion annually by 2025. Cybercrime Magazine, November 13. https://cybersecurityventures.com/cybercrime-damages-6-trillion-by-2021/.
Munyon, T.P., M.T. Jenkins, T.R. Crook, J. Edwards, and N.P. Harvey. 2019. Consequential cognition: Exploring how attribution theory sheds new light on the firm-level consequences of product recalls. Journal of Organizational Behavior 40 (5): 587–602.
Okhmatovskiy, I., and R.J. David. 2012. Setting your own standards: Internal corporate governance codes as a response to institutional pressure. Organization Science 23 (1): 155–176.
Orlitzky, M., F.L. Schmidt, and S.L. Rynes. 2003. Corporate social and financial performance: A meta-analysis. Organization Studies 24 (3): 403–441.
Perez-Quiros, G., and A. Timmermann. 2000. Firm size and cyclical variations in stock returns. Journal of Finance 55 (3): 1229–1262.
Pfarrer, M.D., T.G. Pollock, and V.P. Rindova. 2010. A tale of two assets: The effects of firm reputation and celebrity on earnings surprises and investors’ reactions. Academy of Management Journal 53 (5): 1131–1152.
Pollock, T.G., and V.P. Rindova. 2003. Media legitimation effects in the market for initial public offerings. Academy of Management Journal 46 (5): 631–642.
RavenPack News Analytics. 2023. User guide and service overview. New York: RavenPack Institute.
Rhee, M., and M.E. Valdez. 2009. Contextual factors surrounding reputation damage with potential implications for reputation repair. Academy of Management Review 34 (1): 146–168.
Rogers, R.K., J. Dillard, and K. Yuthas. 2005. The accounting profession: Substantive change and/or image management. Journal of Business Ethics 58: 159–176.
Romanosky, S., D. Hoffman, and A. Acquisti. 2014. Empirical analysis of data breach litigation. Journal of Empirical Legal Studies 11 (1): 74–104.
Rosati, P., M. Cummins, P. Deeney, F. Gogolin, L. Van der Werff, and T. Lynn. 2017. The effect of data breach announcements beyond the stock price: Empirical evidence on market activity. International Review of Financial Analysis 49 (1): 146–154.
Sellnow, T.L., M.W. Seeger, and R. Sheppard. 2022. Revisiting the discourse of renewal theory: Clarifications, extensions, interdisciplinary opportunities. In The handbook of crisis communication, 127–136. Hoboken: Wiley.
Shi, W., B.L. Connelly, and K. Cirik. 2018. Short seller influence on firm growth: A threat rigidity perspective. Academy of Management Journal 61 (5): 1892–1919.
Siering, M. 2013. Investigating the impact of media sentiment and investor attention on financial markets. In Enterprise applications and services in the finance industry: 6th International workshop, FinanceCom 2012, Barcelona, Spain, June 10, 2012. Revised Papers 6, 3–19. Berlin: Springer.
Sirmon, D.G., J.L. Arregle, M.A. Hitt, and J.W. Webb. 2008. The role of family influence in firms’ strategic responses to threat of imitation. Entrepreneurship Theory and Practice 32 (6): 979–998.
Sjovall, A.M., and A.C. Talk. 2004. From actions to impressions: Cognitive attribution theory and the formation of corporate reputation. Corporate Reputation Review 7 (3): 269–281.
Smith, C. 2019. Capital One stock is falling because its data breach could cost more than $100 million. Barron’s. https://www.barrons.com/articles/capital-one-stock-data-breach-hacker-credit-card-applications-amazon-cloud-51564492172. Accessed 1 July.
SOCRadar Research. 2023, February 28. Security misconfigurations caused 35% of all time cyber incidents. SOCRadar Research. https://socradar.io/security-misconfigurations-caused-35-of-all-time-cyber-incidents/.
Stark, A., A. McConnell, and L.T. Drennan. 2014. Risk and crisis management in the public sector. New York: Routledge.
Stevens, G. 2010. Federal information security and data breach notification laws. Darby: Diane Publishing.
Steyn, B. 2004. From strategy to corporate communication strategy: A conceptualisation. Journal of Communication Management 8 (2): 168–183.
Szwajca, D. 2018. Dilemmas of reputation risk management: Theoretical study. Corporate Reputation Review 21 (4): 165–178.
Techcrunch. 2019. Marriott to face $123 million fine by UK authorities over data breach. https://techcrunch.com/2019/07/09/marriott-data-breach-uk-fine/. Accessed 4 Sep 2023.
Tetlock, P.C., M. Saar-Tsechansky, and S. Macskassy. 2008. More than words: Quantifying language to measure firms’ fundamentals. Journal of Finance 63: 1437–1467.
Trittin-Ulbrich, H. 2023. From the substantive to the ceremonial: Exploring interrelations between recognition and aspirational CSR talk. Business and Society 62 (5): 917–949.
Ulke, A.K., and L.M. Schons. 2016. CSR as a selling of indulgences: An experimental investigation of customers’ perceptions of CSR activities depending on corporate reputation. Corporate Reputation Review 19 (3): 263–280.
Ulmer, R.R., M.W. Seeger, and T.L. Sellnow. 2007. Post-crisis communication and renewal: Expanding the parameters of post-crisis discourse. Public Relations Review 33 (2): 130–134.
Ulsch, M. 2014. Cyber threat! How to manage the growing risk of cyber attacks. New York: Wiley.
Vijayan, J. 2020. 2017 Data breach will cost Equifax at least $1.38 billion. DarkReaking. https://www.darkreading.com/attacks-breaches/2017-data-breach-will-cost-equifax-at-least-1-38-billion. Accessed 4 Sep 2023.
Wang, X., R.K. Reger, and M.D. Pfarrer. 2021. Faster, hotter, and more linked in: Managing social disapproval in the social media era. Academy of Management Review 46 (2): 275–298.
Weber, R.P. 1990. Basic content analysis. London: SAGE.
Weiner, B. 1979. On causes and causal dimensions: A reply to Falbo and Beck. Unpublished manuscript. Los Angeles: University of California.
Weiner, B. 1985. An attributional theory of achievement motivation and emotion. Psychology Review 92 (4): 548–573.
Weiner, B. 1995. Judgments of responsibility: A foundation for a theory of social conduct. New York: Guilford Press.
Weiner, B. 2006. Social motivation, justice, and the moral emotions: An attributional approach. Mahwah: Lawrence Erlbaum Associates Press.
Weiner, B. 2019. Wither attribution theory? Journal of Organizational Behavior 40 (5): 603–604.
Weiner, B., I. Frieze, A. Kukla, L. Reed, S. Rest, and R.M. Rosenbaum. 1971. Perceiving the causes of success and failure. Morristown: General Learning Press.
Wilson, B.J. 2018. Cornelissen, Joep: Corporate communication: A guide to theory & practice. Corporate Reputation Review 21: 179–180.
Wooldridge, J.M. 2003. Cluster-sample methods in applied econometrics. American Economic Review 93 (2): 133–138.
Woon, E., and A. Pang. 2017. Explicating the information vacuum: Stages, intensifications, and implications. Corporate Communications: An International Journal 22 (3): 329–353.
Xia, J. 2011. Mutual dependence, partner substitutability, and repeated partnership: The survival of cross-border alliances. Strategic Management Journal 32 (3): 229–253.
Zavyalova, A., M.D. Pfarrer, R.K. Reger, and D.L. Shapiro. 2012. Managing the message: The effects of firm actions and industry spillovers on media coverage following wrongdoing. Academy of Management Journal 55 (5): 1079–1101.
Zhang, Y., and M.F. Wiersema. 2009. Stock market reaction to CEO certification: The signaling role of CEO background. Strategic Management Journal 30 (7): 693–710.
Acknowledgements
We wish to thank Corporate Reputation Review Editor in Chief Dr. Guido Berens and anonymous reviewer for their constructive feedback.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix: ITCV Analysis and Results
Appendix: ITCV Analysis and Results
We employed the Impact Threshold of a Confounding Variable (ITCV) analysis (for recent applications and more discussion, see also Busenbark et al. 2022) to assess how strong the effect of a hypothetical confounding variable needs to be in order to overturn current findings. It calculates the correlations that must exist between a hypothetical endogenous independent variable and the dependent variable in question for endogeneity to be an issue. Notably, we followed recent developments of ITCV by Busenbark et al. (2022) to calculate the square root of the product of partial correlations among all covariates and used it as the benchmark to compare with the ITCV value. We used the “konfound” command in Stata 17.
The ITCV first calculated the threshold for the percent of bias to invalidate/sustain the inference. Regarding our key variable of interest (i.e., attributional information), the results showed that to invalidate its inference, 99% of the 284 cases would have to be replaced with cases for which there is a zero effect. The ITCV then calculated the impact of an omitted variable necessary to invalidate/sustain an inference for a regression coefficient. The results showed such an impact of attributional information: an omitted variable would have to be correlated at 0.459 with the outcome and at − 0.459 with the predictor of interest (conditioning on observed covariates. Signs are interchangeable) to invalidate an inference. Correspondingly, an omitted variable’s impact, as defined in Frank (2000),Footnote 5 must be 0.459 × − 0.459 = − 0.2108 to invalidate an inference. Detailed ITCV results are shown n in Table 5.
To interpret the results of the ITCV analysis, we followed Busenbark et al.’s (2022) guidelines to compute the partial correlations among all covariates. The largest partial correlation between control variables and attributional information is 0.18, and the largest partial correlation between control variables and stock market performance is 0.14. These correlations are not outside the thresholds of − 0.459 and 0.459. Additionally, we calculated the absolute value of the square root of the product of these correlations, which equals 0.16. Notably, this value is smaller than the ITCV absolute value of 0.21. This comparison suggests that there are no control variables in the study exhibiting correlations stronger than what would be required for an omitted variable to invalidate causal inference. In sum, based on the ITCV analysis, we conclude that our results are relatively robust to potential endogeneity caused by confounding factors or omitted variables (Table 6).
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Wang, X., Yan, J., Munyon, T.P. et al. Breached But Not Broken: How Attributional Information Shapes Shareholder Reactions to Firms Following Data Breaches. Corp Reputation Rev (2024). https://doi.org/10.1057/s41299-024-00179-1
Published:
DOI: https://doi.org/10.1057/s41299-024-00179-1