首页|期刊导航|管理工程学报|数据资产依赖环境下考虑策略黑客的企业数据安全投资时机决策研究

数据资产依赖环境下考虑策略黑客的企业数据安全投资时机决策研究OACHSSCD

The study of timing decisions for firm data security investments considering strategic hacker in a data asset interdependent environment

中文摘要英文摘要

如何保护企业数据资产是数字经济时代的重大议题.本文考虑数据资产依赖环境下企业和策略黑客的博弈,构建双方同时决策、企业先行决策,以及企业跟随决策三种博弈模型,比较分析三种模型下企业和策略黑客的最优决策.结果表明,企业作为领导者时投入的安全努力最大,作为跟随者时投入的安全努力最小.相比于顺序决策,黑客在同时决策时投入的攻击努力更多.在企业作为跟随者的顺序决策中,公司和黑客都能获得最高均衡收益.本文进一步探究了企业数据资产价值、数据资产依赖性以及数据系统依赖数量对企业与黑客决策的影响,发现随着数据资产依赖性和数据系统依赖数量的提升,三种模型下企业都会提高安全努力程度.数据资产价值高、数据资产依赖性强的企业应注意防范来自领导型黑客的攻击.本文对数据资产依赖环境下考虑策略黑客行为的企业数据安全投资时机决策具有重要的参考意义.

With the development of the digital economy,data has become an important production factor for firms.In the face of the increasingly serious data security problem,firms can protect their data assets by judging the current security environment they are in and making reasonable decisions on the amount and timing of data security investments.However,the strategic nature of hackers and the interdependence of data assets make the security environment in which firms live more complex.Based on this,this paper considers the game between firms and strategic hackers in the data asset-interdependent environment,and constructs three game models:simultaneous decision-making,firm-first decision-making,and firm-following decision-making.By comparing and analyzing the optimal decision-making of firms and strategic hackers under the three models,this paper draws the following main conclusions: First,by comparing the three models of simultaneous decision-making,first decision-making and following decision-making,this paper finds that the firm has the largest data security effort when it acts as a leader and the smallest when it acts as a follower;the hacker's attacking efforts when it acts as a leader and a follower are equal and both are smaller than the simultaneous decision-making model;the firm has the highest level of data security when it acts as a leader. Second,although the firm has the highest security level under the first decision,at this time,it has invested comprehensive security efforts to cope with the possible attacks of the hacker and paid a large amount of security effort costs,which is not economically advantageous,and from the perspective of economic sustainability,the enterprise as a follower participates in the decision to get the maximum expected benefits. Finally,through the analysis of firm data asset value,data asset interdependence,and the number of interdependent data systems,this paper finds that:first,in terms of data asset value,firms with high data asset value will invest a large amount of security efforts to protect themselves,and firms with high value of strategic hacking will pay more costs followed by a reduction in benefits.Therefore,when the value of data assets increases,firms should keep investing more to protect their assets.Further research found that firms with higher data asset values are vulnerable to leader hackers,while firms with lower data asset values should take care to prevent follower hackers.Second,in terms of data asset interdependence,data asset interdependence increases the value of a firm's assets while also increasing its data security risk,which affects its expected revenue,so an organization should increase its security investment when it has a high interdependence on data assets.In addition,in an environment with high data asset interdependence,leader hackers are more active in attacking the firm,while in an environment with low data asset interdependence,a large number of follower hackers attack the parts of the firm where the security investment is weak.Third,in terms of the number of interdependent data systems,strategic hackers can gain more by attacking a large number of interdependent systems,so when an organization is in a network with a large number of interdependent data systems,it should increase its security investment to protect data assets.It is further found that when the number of interdependent data systems is high,firms should focus mainly on the attack strategies of leading hackers,while when the number of interdependent data systems is low,firms should prevent attacks on data system vulnerabilities by following hackers.Finally,this paper extends the base model to explore the scenarios with different interdependences of data assets,and finds that the larger the proportion of owning other firms' data assets,the larger the firm's benefit;however,the larger the proportion of other firms' owning their data assets,the smaller the firm's benefit due to the increased security risk. This paper also provides management insights for enterprises' data security decisions:first,firms should act as followers to achieve maximum benefits,i.e.,optimally configure their security strategies after observing hackers' attack decisions;second,the existence of data asset interdependence can,on the one hand,positively affect the value of an firm's data assets,but too much interdependence can also bring challenges to an firm's data security governance,and the system of all firms with interdependent data assets should pay attention to data security governance and jointly prevent data security risks.

吴勇;金智捷;冯耕中;杨东

东华大学 旭日工商管理学院,上海 200051东华大学 旭日工商管理学院,上海 200051西安交通大学 管理学院,陕西 西安 710049东华大学 旭日工商管理学院,上海 200051

管理科学

数据安全数据资产依赖策略黑客时机决策

Data securityData asset interdependenceStrategic hackerTiming decision

《管理工程学报》 2026 (5)

1-18,18

上海市科技计划项目(24692107700)教育部人文社会科学研究一般项目(23YJA630100)中央高校基本科研业务费专项资金和东华大学励志计划 The Science and Technology Program of Shanghai(24692107700)The Ministry of Education Humanities and Social Sciences Research General Project(23YJA630100)The Fundamental Research Funds for the Central Universities and DHU Distinguished Young Professor Program

10.13587/j.cnki.jieem.2026.05.001

评论