The Association Between the Disclosure and the Realization of Information Security Risk Factors

被引:135
作者
Wang, Tawei [1 ]
Kannan, Karthik N. [2 ]
Ulmer, Jackie Rees [2 ]
机构
[1] Univ Hawaii Manoa, Shidler Coll Business, Sch Accountancy, Honolulu, HI 96822 USA
[2] Purdue Univ, CERIAS, Krannert Grad Sch Management, W Lafayette, IN 47907 USA
关键词
information security; information security incident; risk factor; text mining; DECISION-TREE INDUCTION; BREACH ANNOUNCEMENTS; LOGISTIC-REGRESSION; MARKET REACTIONS; MANAGEMENT; MODELS; FIRMS; ESTIMATOR; CLUSTERS; EARNINGS;
D O I
10.1287/isre.1120.0437
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Firms often disclose information security risk factors in public filings such as 10-K reports. The internal information associated with disclosures may be positive or negative. In this paper, we evaluate how the nature of the disclosed security risk factors, believed to represent the firm's internal information regarding information security, is associated with future breach announcements reported in the media. For this purpose, we build a decision tree model, which classifies the occurrence of future security breaches based on the textual contents of the disclosed security risk factors. The model is able to accurately associate disclosure characteristics with breach announcements about 77% of the time. We further explore the contents of the security risk factors using text-mining techniques to provide a richer interpretation of the results. The results show that the disclosed security risk factors with risk-mitigation themes are less likely to be related to future breach announcements. We also investigate how the market interprets the nature of information security risk factors in annual reports. We find that the market reaction following the security breach announcement is different depending on the nature of the preceding disclosure. Thus, our paper contributes to the literature in information security and sheds light on how market participants can better interpret security risk factors disclosed in financial reports at the time when financial reports are released.
引用
收藏
页码:201 / 218
页数:18
相关论文
共 96 条
[1]  
ABRAHAMSON E, 1994, ACAD MANAGE J, V37, P1302, DOI 10.5465/256674
[2]  
Acquisti A., 2006, P INT C INFORM SYSTE
[3]  
[Anonymous], 2003, Journal of Accounting and Public Policy, DOI [10.1016/j.jaccpubpol.2003.09.001, DOI 10.1016/J.JACCPUBPOL.2003.09.001]
[4]   Using neural network rule extraction and decision tables for credit-risk evaluation [J].
Baesens, B ;
Setiono, R ;
Mues, C ;
Vanthienen, J .
MANAGEMENT SCIENCE, 2003, 49 (03) :312-329
[5]  
Bagnoli M, 2007, J ACCOUNT RES, V45, P885, DOI 10.1111/J.1475-679X.2007.00258.x
[6]  
Balakrishnan K, 2008, P 7 WORKSH EC INF SE
[7]   Differential interpretations and trading volume [J].
Bamber, LS ;
Barron, OE ;
Stober, TL .
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 1999, 34 (03) :369-386
[8]  
Basel Commitee on Banking Supervision (BCBS), 2001, OV NEW BAS CAP ACC
[9]  
Basel Commitee on Banking Supervision (BCBS), 2001, OP RISK
[10]   ATTRIBUTIONS IN THE BOARD ROOM - CAUSAL REASONING IN CORPORATE ANNUAL REPORTS [J].
BETTMAN, JR ;
WEITZ, BA .
ADMINISTRATIVE SCIENCE QUARTERLY, 1983, 28 (02) :165-183