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Cybersecurity Risk and Audit Pricing—A Machine Learning-Based Analysis 网络安全风险与审计定价--基于机器学习的分析
IF 1.9 4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2024-01-01 DOI: 10.2308/isys-2023-019
Wanying Jiang
Cybersecurity risk represents a growing business threat. However, little attention has been paid to its assessment. This study proposes a machine learning algorithm that considers firm cybersecurity risk disclosure, information technology governance, external monitoring by financial analysts and auditors, and general firm characteristics to estimate cybersecurity risk (i.e., the likelihood of a firm experiencing data breaches during a year). This measure outperforms the measure produced by logistic regression models, is higher in industries more prone to cyberattacks, and effectively predicts future data breaches and firm use of cybersecurity insurance policies. I also examine whether auditors consider firm cybersecurity risk in the engagement planning process, finding that, on average, a one-percentage-point increase in cybersecurity risk is associated with a 1.15 percent increase in audit fees. In addition, auditors charge a fee premium after a data breach only if the client has heightened cybersecurity risk. Data Availability: Data are available from the public sources cited in the text.
网络安全风险是一个日益严重的商业威胁。然而,对其评估的关注却很少。本研究提出了一种机器学习算法,该算法考虑了公司网络安全风险披露、信息技术治理、财务分析师和审计师的外部监控以及公司的一般特征,以估算网络安全风险(即公司在一年内遭遇数据泄露的可能性)。这一指标优于逻辑回归模型得出的指标,在更容易受到网络攻击的行业中更高,并能有效预测未来的数据泄露和公司使用网络安全保险的情况。我还研究了审计师是否在业务规划过程中考虑了公司的网络安全风险,发现网络安全风险平均增加一个百分点,审计费用就会增加 1.15%。此外,只有当客户的网络安全风险增加时,审计师才会在数据泄露后收取额外费用。数据可用性:数据可从文中引用的公共来源获取。
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引用次数: 0
Retail Investor Attention and Audit Pricing 散户投资者关注度与审计定价
IF 1.9 4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2024-01-01 DOI: 10.2308/isys-2023-017
Myojung Cho, Feiqi Huang, Xin Luo
Using a recently developed proxy for retail investor attention to 10-K filings on EDGAR, we investigate the relationship between retail investor attention and audit fees. We find that retail investor attention is positively related to audit fees and negatively related to earnings quality. Our result is consistent with the notion that managers of firms with high retail investor attention are more likely to manipulate earnings. We also find that retail investor attention to 10-K filings is a relatively more important source of firm-specific information for small firms than for large firms. Collectively, we find that retail investor attention plays a significant role in audit pricing. Our results are robust even after controlling for omitted variable bias, endogeneity, and alternative retail investor attention measures. JEL Classifications: M41; M42.
我们利用最近开发的散户投资者关注 EDGAR 上 10-K 文件的代理变量,研究了散户投资者关注度与审计费用之间的关系。我们发现,散户投资者关注度与审计费用正相关,而与盈利质量负相关。我们的结果与散户投资者关注度高的公司经理更有可能操纵盈利的观点一致。我们还发现,散户投资者对 10-K 文件的关注是小公司比大公司相对更重要的公司特定信息来源。总之,我们发现散户投资者的关注度在审计定价中发挥着重要作用。即使在控制了遗漏变量偏差、内生性和其他散户投资者关注度衡量标准之后,我们的结果仍然是稳健的。JEL 分类:M41; M42.
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引用次数: 0
Covers and Front Matter 封面及封面
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-10-01 DOI: 10.2308/0888-7985-37.3.i
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引用次数: 0
AI and the Accounting Profession: Views from Industry and Academia 人工智能与会计职业:来自工业界和学术界的观点
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-10-01 DOI: 10.2308/isys-2023-054
J. Efrim Boritz, Theophanis C. Stratopoulos
ABSTRACT Anecdotal and empirical evidence indicates that the growing adoption of artificial intelligence (AI) within accounting firms and accounting departments leads to improvements in efficiency, a gradual increase in the share of AI workers, and a decrease in junior accounting employees. If this trend continues, would it signal the beginning of an era of diminishing demand for new accounting professionals and a shift in the required skill set of new accounting employees? The aim of the workshop, which, by happenstance, occurred the same week that OpenAI introduced ChatGPT, was to bring together Accounting Information Systems researchers and representatives from leading accounting firms for a conversation on the implications of AI for the accounting profession and related research opportunities. Although the panelists at the time had no way of knowing the capabilities of generative AI models like ChatGPT, their main message was timely and appropriate: Accountants with AI will replace accountants.
轶事和实证证据表明,会计师事务所和会计部门越来越多地采用人工智能(AI),从而提高了效率,人工智能员工的比例逐渐增加,初级会计员工的数量减少。如果这种趋势继续下去,它是否标志着对新会计专业人员需求减少的时代的开始,以及新会计员工所需技能的转变?巧的是,在OpenAI推出ChatGPT的同一周,研讨会的目的是将会计信息系统研究人员和来自领先会计师事务所的代表聚集在一起,就人工智能对会计职业的影响和相关研究机会进行对话。尽管当时的小组成员无法了解ChatGPT等生成式人工智能模型的能力,但他们的主要信息是及时而恰当的:拥有人工智能的会计师将取代会计师。
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引用次数: 0
The Impact of Audit Office Cybersecurity Experience on Nonbreach Client's Audit Fees and Cybersecurity Risks 审计办公室网络安全经验对未违约客户审计费用和网络安全风险的影响
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-10-01 DOI: 10.2308/isys-2023-014
He Li, Zhengjie Sun, Feiqi Huang
ABSTRACT This study investigates whether auditors’ experiences with their clients’ cybersecurity incidents affect their subsequent audits for nonbreach clients and help those clients reduce cybersecurity risks. We find that audit offices who have experience with cybersecurity-breached clients, ceteris paribus, charge higher audit fees from nonbreach clients. Additionally, the increased audit fees conditional on auditors’ cybersecurity experience are negatively associated with nonbreach clients’ future breach incidents. Such associations are found only in the Big 4 audit offices and offices with IT capability. This study offers timely insights for standard setters and important implications for both professionals and the academic literature by documenting the spillover effect of cybersecurity experience on subsequent risk assessments of nonbreach clients, while also confirming the effectiveness of engaging auditors in addressing cybersecurity matters. Data Availability: Data are available from the public sources identified in the article. JEL Classifications: M42.
摘要:本研究旨在探讨审计师对客户网络安全事件的经历是否会影响其对非违约客户的后续审计,并帮助这些客户降低网络安全风险。我们发现,在其他条件相同的情况下,有处理网络安全漏洞客户经验的审计机构,会向未发生网络安全漏洞的客户收取更高的审计费用。此外,以审核员网络安全经验为条件的审计费用的增加与非违约客户未来的违约事件呈负相关。这种关联只存在于四大审计事务所和具有IT能力的事务所中。本研究通过记录网络安全经验对非违约客户后续风险评估的溢出效应,为标准制定者提供了及时的见解,并对专业人士和学术文献产生了重要影响,同时也证实了聘请审计师解决网络安全问题的有效性。数据可用性:数据可从本文中确定的公共来源获得。JEL分类:M42。
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引用次数: 0
Editorial Policy 编辑政策
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-10-01 DOI: 10.2308/0888-7985-37.3.191
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引用次数: 0
Measuring Financial Statement Disaggregation Using XBRL 用XBRL衡量财务报表分解
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-10-01 DOI: 10.2308/isys-2021-004
Joseph A. Johnston, Kenneth J. Reichelt, Pradeep Sapkota
ABSTRACT We develop a measure of disclosure quality using disaggregation of financial statement items from the Form 10-K XBRL filing. Our measure (ITEMS) extends Chen, Miao, and Shevlin’s (2015) DQ measure and is distinct from R. Hoitash and U. Hoitash’s (2018) ARC measure. Our measure provides a simple measure of disaggregation by counting the balance sheet and income statement line items, it does not depend on the data aggregators’ collection process and is readily available shortly after the Form 10-K is filed. We validate ITEMS by showing that firm fundamentals correlate to ITEMS in the predicted direction using OLS regression. We find that ITEMS explains consequences of disclosure quality: forecast error, forecast dispersion, bid-ask spread, and cost of equity capital. Further, ITEMS has explanatory power of disclosure quality consequences incremental to DQ and ARC, and it is distinct from ARC evident from different associations with disclosure quality consequences and reporting quality. Data Availability: Data are available from public sources identified in the text. JEL Classifications: M10; M40; M41.
我们利用10-K表格XBRL文件中的财务报表项目分类制定了披露质量的衡量标准。我们的测量(ITEMS)扩展了Chen、Miao和Shevlin(2015)的DQ测量,与R. Hoitash和U. Hoitash(2018)的ARC测量不同。我们的方法通过计算资产负债表和损益表的项目提供了一种简单的分类方法,它不依赖于数据聚合器的收集过程,并且在提交10-K表格后不久就可以使用。我们通过使用OLS回归显示公司基本面在预测方向上与ITEMS相关来验证ITEMS。我们发现ITEMS解释了披露质量的后果:预测误差、预测离散、买卖价差和权益资本成本。此外,项目对DQ和ARC的披露质量后果增量具有解释力,并且在与披露质量后果和报告质量的不同关联上与ARC明显不同。数据可用性:数据可从文本中确定的公共来源获得。JEL分类:M10;M40;M41。
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引用次数: 0
Blockchain-Based Triple-Entry Accounting: A Systematic Literature Review and Future Research Agenda 基于区块链的三段式会计:系统文献综述和未来研究议程
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-09-11 DOI: 10.2308/isys-2022-029
Simon Thies, Marko Kureljusic, Erik Karger, Thilo Krämer
ABSTRACT Recent cases, such as Wirecard, Luckin Coffee, and Steinhoff, highlight the vulnerability of current accounting practices and question their suitability to prevent criminal behavior. Triple-entry accounting (TEA) is a possible answer against accounting fraud and financial manipulation that is increasingly discussed in research and practice. By being based on blockchain technology, TEA is tamper-proof and, thus, might be an effective instrument against manipulation in accounting. However, despite the potential of TEA, research on this topic is scattered and mostly isolated from each other. By conducting a systematic literature review, we synthesize and summarize current research on blockchain-based TEA. Hereby, we find that current research is almost entirely theoretical. Up to now, real-world implementations and their evaluation are still missing in both research and practice. To address these gaps, we develop guiding research questions for interested scholars to pave the way for TEA’s practical use. JEL Classifications: M40; M41.
最近的案例,如Wirecard、Luckin Coffee和Steinhoff,突出了当前会计实践的脆弱性,并质疑其预防犯罪行为的适用性。在研究和实践中越来越多地讨论的三重记帐法(TEA)是对抗会计欺诈和财务操纵的可能答案。由于基于区块链技术,TEA是防篡改的,因此可能是防止会计操纵的有效工具。然而,尽管TEA具有潜力,但关于这一主题的研究是分散的,而且大多是相互孤立的。通过系统的文献综述,我们对目前基于区块链的TEA的研究进行了综合总结。因此,我们发现目前的研究几乎完全是理论性的。到目前为止,无论是在研究还是在实践中,都缺乏真实世界的实现及其评价。为了解决这些差距,我们为感兴趣的学者提出了指导性的研究问题,为TEA的实际应用铺平道路。JEL分类:M40;M41。
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引用次数: 1
Exploring the Impact of Technology Dominance on Audit Professionalism through Data Analytic-Driven Healthcare Audits 通过数据分析驱动的医疗保健审计,探索技术优势对审计专业的影响
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-09-01 DOI: 10.2308/isys-2022-023
Jared Koreff, Lisa Baudot, Steve G. Sutton
ABSTRACT Artificial intelligence (AI)-enabled tools and analytics hold the potential to radically alter audit processes by disseminating centralized audit expertise. We examine this potential in the context of data analytic-driven audits mandated to reduce fraud, waste, and abuse in a government-sponsored healthcare program. To do so, we draw on semistructured interviews with healthcare providers (i.e., auditees) subject to healthcare audits. Our work shows how use of paraprofessional auditors guided by AI-enabled tools and analytics reflects a very different audit environment. Specifically, auditees’ experiences suggest paraprofessional auditors lack specific expertise and credentials to conduct data-driven audits, apply judgment in deference to technology, and disregard the impact of AI-driven decisions on the public interest. Such experiences raise potential concerns for all audits over unbridled use of AI-enabled tools and analytics by novice-level auditors/paraprofessionals, but even more for audits conducted in contexts where adherence to professional norms is essential to minimizing public interest consequences. JEL Classifications: M42; M48.
人工智能(AI)支持的工具和分析具有通过传播集中审计专业知识从根本上改变审计流程的潜力。我们在数据分析驱动审计的背景下研究这种潜力,该审计旨在减少政府资助的医疗保健计划中的欺诈、浪费和滥用。为此,我们利用与医疗保健审计的医疗保健提供者(即被审计方)的半结构化访谈。我们的工作表明,在人工智能工具和分析的指导下,使用辅助专业审计师反映了一个非常不同的审计环境。具体而言,被审计单位的经验表明,准专业审计师缺乏特定的专业知识和资格来进行数据驱动的审计,在尊重技术的情况下进行判断,并忽视人工智能驱动的决策对公共利益的影响。这些经验引发了对所有审计的潜在担忧,即新手级审计员/准专业人员肆无忌惮地使用支持人工智能的工具和分析,但在遵守专业规范对尽量减少公共利益后果至关重要的情况下进行的审计更是如此。JEL分类:M42;M48。
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引用次数: 0
Covers and Front Matter 封面及封面
4区 管理学 Q2 BUSINESS, FINANCE Pub Date : 2023-06-01 DOI: 10.2308/0888-7985-37.2.i
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引用次数: 0
期刊
Journal of Information Systems
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