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The marketing on Big 4 websites of Big Data Analytics in the external audit: Evidence and consequences 大数据分析在四大网站外部审计中的营销:证据与后果
IF 4.1 3区 管理学 Q2 BUSINESS Pub Date : 2024-07-03 DOI: 10.1016/j.accinf.2024.100697
Michael Alles , Glen L. Gray

Leveraging ubiquitous digital data, advanced hardware, and sophisticated software, Big Data Analytics (BDA) enables unprecedented in-depth examination of business processes. This paper investigates how the Big 4 accounting firms promote their use of technology-enabled analytics in auditing practices on their official websites. We find that all the Big 4 market their audit analytics as offering operational insights that add value for clients. Historically, auditors have sought to share valuable perspectives gained during engagements beyond verifying that clients are in compliance with accounting principles. However, providing these value-adding insights is transitioning from a supplementary benefit to an essential selling point of audits. This behavior likely stems from BDA technology’s inherent duality–facilitating regulatory compliance and business intelligence. Incorporating artificial intelligence into audit firms’ technological arsenal will further enhance their ability to deliver client-valued insights. These developments necessitate further research into how the BDA application impacts auditor independence.

利用无处不在的数字数据、先进的硬件和复杂的软件,大数据分析(BDA)可以对业务流程进行前所未有的深入检查。本文调查了四大会计师事务所如何在其官方网站上宣传在审计实践中使用技术分析。我们发现,所有四大会计师事务所都将其审计分析技术宣传为能为客户提供增值的运营洞察力。从历史上看,除了核实客户是否遵守会计原则外,审计师还寻求分享在审计过程中获得的有价值的观点。然而,提供这些增值洞察力正从一种补充利益过渡到审计的基本卖点。这种行为可能源于 BDA 技术固有的双重性--促进监管合规和商业智能。将人工智能纳入审计公司的技术武器库,将进一步增强其提供具有客户价值的见解的能力。这些发展需要进一步研究 BDA 应用如何影响审计师的独立性。
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引用次数: 0
Linking quality of accounting information system and financial reporting to non-financial performance: The role women managers 将会计信息系统和财务报告的质量与非财务业绩联系起来:女性管理者的作用
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-06-16 DOI: 10.1016/j.accinf.2024.100692
Albertina Paula Monteiro , Joana Vale , Eduardo Leite , Marcin Lis

This study aims to analyze whether non-financial (NF) performance is influenced by the quality of accounting information system (AIS) and the quality/usefulness of financial information (FI) and whether this influence is more pronounced in companies managed by women. Data of 381 Portuguese companies were subjected to structural equations model analysis. The results reveal that (1) companies managed by women exhibit the highest quality in terms of AIS and FI, (2) the quality of the FI determines its usefulness in the decision-making process, and (3) quality and usefulness of the FI has a significant impact on NF performance. Within the framework of contingency theory, the research provides empirical evidence that the NF performance of Portuguese firms is associated with the presence of women in management, as they enhance the quality of financial reporting, essential for the success of any organization. This research is pertinent for accounting and management professionals, as it underscores the importance of quality financial reporting for the survival and growth of companies, while also emphasizing the significance of gender diversity in company management. © 2021 Published by Elsevier Inc. All rights reserved.

本研究旨在分析非财务(NF)绩效是否受会计信息系统(AIS)质量和财务信息(FI)质量/实用性的影响,以及这种影响是否在女性管理的公司中更为明显。对 381 家葡萄牙公司的数据进行了结构方程模型分析。结果表明:(1) 由女性管理的公司在 AIS 和 FI 方面表现出最高的质量;(2) FI 的质量决定了其在决策过程中的有用性;(3) FI 的质量和有用性对 NF 业绩有重大影响。在权变理论框架内,研究提供了实证证据,证明葡萄牙企业的净融资绩效与管理层中的女性存在有关,因为她们提高了财务报告的质量,而财务报告的质量对任何组织的成功都至关重要。这项研究对会计和管理专业人士很有意义,因为它强调了高质量财务报告对公司生存和发展的重要性,同时也强调了公司管理层中性别多元化的重要性。© 2021 爱思唯尔公司出版。保留所有权利。
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引用次数: 0
How graphical vividness and interactivity in non-financial presentations influence nonprofessional investors 非财务演示中的图形生动性和互动性如何影响非专业投资者
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-06-13 DOI: 10.1016/j.accinf.2024.100691
Yibo James Zhang , Uday Murthy

We investigate how graphical vividness and interactivity in displays of non-financial information following poor financial performance affect the judgments of nonprofessional investors. Leveraging the Hamilton and Winchel (2019) model of dual-process theories of persuasion in financial reporting, we hypothesize and find that graphical vividness and interactivity jointly influence nonprofessional investors. Despite negative news in financial information, investors perceive a firm’s performance more positively when favorable non-financial information is presented more vividly and with a user interactivity function. Finally, contributing to theory, we find that effort positively mediates the effects of user interactivity on nonprofessional investors’ judgments and decisions. The results lend empirical support to the Hamilton and Winchel (2019) model of dual-process theories of persuasion in financial reporting and have implications for designers of investor relations websites, investor groups consuming this information, and regulators concerned about the need for standards in the presentation of non-financial information in annual reports.

我们研究了财务业绩不佳后,非财务信息展示中的图形生动性和互动性如何影响非专业投资者的判断。利用 Hamilton 和 Winchel(2019 年)的财务报告说服双过程理论模型,我们假设并发现图形生动性和互动性会共同影响非专业投资者。尽管财务信息中存在负面消息,但当有利的非财务信息以更生动的方式呈现并具有用户互动功能时,投资者会更积极地看待公司业绩。最后,根据理论,我们发现努力对用户互动性对非专业投资者的判断和决策的影响起着积极的中介作用。这些结果为汉密尔顿和温切尔(2019)的财务报告说服双过程理论模型提供了实证支持,并对投资者关系网站的设计者、消费这些信息的投资者群体以及关注年度报告中非财务信息呈现标准必要性的监管者具有启示意义。
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引用次数: 0
Using data-driven methods to detect financial statement fraud in the real scenario 使用数据驱动方法检测真实场景中的财务报表欺诈行为
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-06-12 DOI: 10.1016/j.accinf.2024.100693
Ying Zhou , Zhi Xiao , Ruize Gao , Chang Wang

This study seeks to explore the potential of data-driven methods for developing a financial statement fraud prediction model. We emphasize that building a fraud prediction model that can be used to detect fraud in real-world applications should receive attention from researchers. However, the severe class imbalance issue and the complex nature of fraudulent activities make it a rather challenging task. To address these problems, we apply the combinations of different sampling techniques and tree-based ensemble classifiers to an extensive set of raw financial statement data. The results show that the models using an extensive set of raw financial data, undersampling techniques and boosting tree classifiers are superior in fraud detection. Moreover, several features without a priori knowledge are identified to be important for fraud prediction models by feature importance evaluation. Accordingly, this study provides a methodological guide for designing fraud prediction models for real-world applications and serves as a preliminary step of the knowledge discovery process to complement fraud detection knowledge systems.

本研究旨在探索数据驱动方法在开发财务报表欺诈预测模型方面的潜力。我们强调,建立一个可用于检测现实世界应用中欺诈行为的欺诈预测模型应得到研究人员的重视。然而,严重的类不平衡问题和欺诈活动的复杂性使其成为一项颇具挑战性的任务。为了解决这些问题,我们将不同的抽样技术和基于树的集合分类器组合应用于大量的原始财务报表数据。结果表明,使用大量原始财务数据、欠采样技术和提升树分类器的模型在欺诈检测方面更胜一筹。此外,通过特征重要性评估,还确定了一些不需要先验知识的特征对欺诈预测模型非常重要。因此,本研究为设计真实世界应用中的欺诈预测模型提供了方法指导,并作为知识发现过程的第一步,对欺诈检测知识系统进行了补充。
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引用次数: 0
Information security risk items and management practices for mobile payment using non-financial-institution service providers: An exploratory study 使用非金融机构服务提供商进行移动支付的信息安全风险项目和管理实践:探索性研究
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-06-01 DOI: 10.1016/j.accinf.2024.100684
Shaio-Yan Huang , Tawei Wang , Yu-Ting Huang , Tzu-Ning Yeh

Mobile payment has become increasingly popular in recent years. However, concerns remain about the information security risk management practices implemented by non-financial-institution mobile payment service providers, such as mobile phone carriers and technology companies, using tokenization systems and encryption mechanisms. Using the modified Delphi method and building on the COBIT 2019 framework, this study explores and suggests how these non-financial-institution mobile payment service providers can consider a more holistic list of information security risk items and their corresponding management practices. We believe the proposed practices will help non-financial-institution mobile payment service providers focus on the valuable aspects of information security risks.

近年来,移动支付日益流行。然而,非金融机构移动支付服务提供商(如手机运营商和技术公司)使用令牌化系统和加密机制实施的信息安全风险管理实践仍令人担忧。本研究采用改进的德尔菲法,以 COBIT 2019 框架为基础,探讨并建议这些非金融机构移动支付服务提供商如何考虑更全面的信息安全风险项目列表及其相应的管理实践。我们相信,所提出的做法将有助于非金融机构移动支付服务提供商关注信息安全风险的有价值方面。
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引用次数: 0
Development of a decision support system for client acceptance in independent audit process 在独立审计过程中为客户接受程度开发决策支持系统
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-05-15 DOI: 10.1016/j.accinf.2024.100683
Selcuk Cebi , Necip Fazıl Karakurt , Erkan Kurtulus , Bunyamin Tokgoz

Intelligent Information Technology (IIT) applications are crucial in the audit process, enhancing quality, effectiveness, and efficiency. The client acceptance process (CAP), one of the critical audit steps, involves subjective evaluations where business managers' claims intersect with independent audit firm managers' expectations. This subjective nature introduces the potential for errors or misjudgments, impacting audit time and costs. In this paper, therefore, we propose a decision support system considering both auditors' subjective judgments and financial data variations for accepting or rejecting a client enterprise. The decision support system consisting of the Fuzzy Analytic Hierarchy Process (AHP), the logistic regression model, and the fuzzy inference system comprises four phases. In the first phase, a logistic regression model is developed using financial ratios to determine the client's probability of being in a close monitoring market (CMM) which represents publicly traded firms that are struggling to meet specific financial indicators or that are exposed to certain risks. In the second phase, the evaluation criteria used by the audit firm to measure the market reputation of the client enterprise are defined, and the weights of the evaluation criteria are obtained by using Fuzzy AHP. In the third phase, the Client Acceptance Score (CAS) representing market reputation of the client is calculated by incorporating the results of a reputation survey and applying the weights assigned to the evaluation criteria obtained in the second phase. Finally, client acceptance risk level (CARL) is obtained by using a fuzzy inference system and a rule-based defined by auditors. The CMM probability value and CAS score obtained in previous phases are used as input values of the fuzzy inference system. The CARL score guides the audit firm in deciding whether to engage with the client. To illustrate the applicability of the proposed model, a case study has been given in the paper.

智能信息技术(IIT)应用在审计过程中至关重要,它能提高质量、效益和效率。客户验收流程(CAP)是关键的审计步骤之一,涉及主观评价,其中业务经理的要求与独立审计公司经理的期望相互交织。这种主观性可能导致错误或误判,从而影响审计时间和成本。因此,在本文中,我们提出了一种决策支持系统,在接受或拒绝客户企业时,同时考虑审计师的主观判断和财务数据的变化。该决策支持系统由模糊层次分析法(AHP)、逻辑回归模型和模糊推理系统组成,包括四个阶段。在第一阶段,利用财务比率建立逻辑回归模型,以确定客户进入密切监控市场(CMM)的概率,该市场代表那些难以达到特定财务指标或面临某些风险的上市公司。在第二阶段,确定审计事务所用于衡量客户企业市场声誉的评价标准,并通过模糊 AHP 得到评价标准的权重。在第三阶段,结合声誉调查结果并应用第二阶段获得的评价标准权重,计算出代表客户市场声誉的客户接受度得分(CAS)。最后,通过使用模糊推理系统和审计人员定义的基于规则的方法,得出客户接受风险等级(CARL)。在前一阶段获得的 CMM 概率值和 CAS 分数被用作模糊推理系统的输入值。CARL 分数可指导审计事务所决定是否与客户合作。为说明拟议模型的适用性,本文提供了一个案例研究。
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引用次数: 0
Information technology internal control material weaknesses in financial reporting: Categories, trends, associations, and industry effects 信息技术内部控制在财务报告中的重大缺陷:类别、趋势、关联和行业影响
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-20 DOI: 10.1016/j.accinf.2024.100679
Amir Mojtahedi , Lina Zhou

Information technology internal control material weaknesses (ITICMW)s can lead to misrepresentations of companies’ financial information and inefficiencies in financial decision-making because of the significant role of IT in financial reporting processes. Previous studies of ITICMWs are mostly based on ITICMWs in general. Despite a few studies addressing specific categories of ITICMWs, they used pre-2010 data and were unable to represent the state of ITICMWs given the fast evolvement of IT in recent years. Additionally, the trends, associations, and industry effects on ITICMWs remain to be explored. We collected SOX 404 Auditor Internal Control Opinion Reports from a recent five-year period (2014 ∼ 2018) and analyzed them using a combination of thematic analysis, association rule mining, and statistical analysis methods. The data analyses generate a categorization schema of ITICMWs, uncover an increasing trend in average ITICMW incident counts per report from 2016 to 2018, and indicate recent shifts in some specific categories of ITICMWs in comparison with the findings of previous studies. Our results also reveal cross-industry differences in ITICMW categories and identify their association patterns for the first time. This research not only contributes to the accounting information system and auditing literature in multiple aspects but also offers practical implications for improving the efficiency and effectiveness of internal control compliance, IT auditing and consulting practices, and financial decision-making.

由于信息技术在财务报告流程中的重要作用,信息技术内部控制重大缺陷(ITICMW)可能导致公司财务信息失实和财务决策效率低下。以往对 ITICMW 的研究大多基于一般 ITICMW。尽管有少数研究涉及特定类别的 ITICMW,但它们使用的是 2010 年以前的数据,无法代表 ITICMW 的现状,因为近年来信息技术发展迅速。此外,有关 ITICMW 的趋势、关联和行业影响仍有待探索。我们收集了最近五年内(2014 ∼ 2018 年)的 SOX 404 审计师内部控制意见报告,并结合专题分析、关联规则挖掘和统计分析方法对其进行了分析。数据分析得出了 ITICMW 的分类模式,发现从 2016 年到 2018 年,每份报告的平均 ITICMW 事件数量呈上升趋势,并且与之前的研究结果相比,一些特定类别的 ITICMW 最近发生了变化。我们的研究结果还首次揭示了 ITICMW 类别的跨行业差异,并确定了其关联模式。这项研究不仅在多个方面为会计信息系统和审计文献做出了贡献,而且为提高内部控制合规性、IT 审计和咨询实践以及财务决策的效率和效果提供了实际意义。
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引用次数: 0
Looking beyond the hype: The challenges of blockchain adoption in accounting 超越炒作:在会计领域采用区块链的挑战
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-16 DOI: 10.1016/j.accinf.2024.100681
Mohsina Akter , Tyge-F. Kummer , Ogan Yigitbasioglu

Blockchain has been hyped and considered a potential game-changer for the recording of accounting transactions as it enables triple-entry accounting and real-time reporting. However, there is very little knowledge of the uptake of blockchain in accounting, and most blockchain accounting research is conceptual, lacking empirical evidence. This study addresses this gap and examines the organisational factors that drive and hinder the adoption of blockchain in accounting, as well as the perceived benefits. Using the technology-organisation-environment (TOE) framework, we analyse interview data collected from blockchain experts and accountants (N = 19). The findings confirm the influence of nine context-specific factors, highlighting the challenges and lack of knowledge in understanding the usage and benefits of blockchain in accounting, its complex integration with existing accounting systems, and the increased costs associated with the adoption intention. This study provides novel empirical evidence of the factors by adequately contextualising an established theoretical framework in the context of accounting. The findings are useful for practitioners and the broader accounting information systems research community as they provide empirical insights into how context-specific factors influence blockchain adoption in accounting.

区块链因其可实现三重记账和实时报告而被大肆宣传,并被认为是会计交易记录的潜在游戏规则改变者。然而,人们对区块链在会计领域的应用知之甚少,大多数区块链会计研究都是概念性的,缺乏经验证据。本研究针对这一空白,研究了推动和阻碍在会计领域采用区块链的组织因素,以及感知到的好处。利用技术-组织-环境(TOE)框架,我们分析了从区块链专家和会计师(N = 19)处收集到的访谈数据。研究结果证实了九个特定环境因素的影响,强调了在了解区块链在会计领域的应用和益处方面存在的挑战和知识匮乏、区块链与现有会计系统的复杂整合以及与采用意图相关的成本增加。本研究通过充分结合会计背景下的既定理论框架,为这些因素提供了新颖的实证证据。研究结果对从业人员和更广泛的会计信息系统研究界都很有用,因为它们提供了关于特定环境因素如何影响会计采用区块链的实证见解。
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引用次数: 0
Corporate social irresponsibility and the occurrence of data breaches: A stakeholder management perspective 企业社会责任与数据泄露事件:利益相关者管理视角
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-12 DOI: 10.1016/j.accinf.2024.100677
Zabihollah Rezaee , Gaoguang Zhou , Luofan (Luther) Bu

Ever-increasing data breach incidents are destroying firms’ operations and financial sustainability. We examine the association between corporate social irresponsibility (CSIR) and data breach incidents, stock market reactions to these incidents, and how the affected firms respond to data breaches. Using a sample of 24,456 observations from 2005 to 2018, we find a positive and significant association between CSIR and the occurrence of data breaches. More importantly, CSIR, regarding employee, community, and corporate governance issues, is more likely to result in internal data breaches, and environmental concerns can trigger external attacks. In contrast, product concerns can lead to both internal breaches and external attacks. Consistent with our prediction, the negative stock market reaction to data breaches is more pronounced in CSIR than in non-CSIR firms. Finally, we show that firms respond to data breaches by establishing corporate social responsibility (CSR) committees. Firms with such committees, especially those with robust CSR committees, are more likely to react to data breaches by mitigating CSIR. Our results offer important and timely policy, practice, and research implications as data breaches persist.

越来越多的数据泄露事件正在破坏企业的运营和财务可持续性。我们研究了企业社会责任(CSIR)与数据泄露事件之间的关联、股票市场对这些事件的反应以及受影响企业如何应对数据泄露事件。利用 2005 年至 2018 年的 24456 个观察样本,我们发现 CSIR 与数据泄露事件之间存在显著的正相关关系。更重要的是,有关员工、社区和公司治理问题的 CSIR 更有可能导致内部数据泄露,而环境问题则可能引发外部攻击。相比之下,产品问题既可能导致内部数据泄露,也可能导致外部攻击。与我们的预测一致,CSIR 公司对数据泄露的负面股市反应比非 CSIR 公司更为明显。最后,我们发现企业会通过建立企业社会责任(CSR)委员会来应对数据泄露事件。拥有此类委员会的公司,尤其是那些拥有强大的企业社会责任委员会的公司,更有可能通过减少 CSIR 来应对数据泄露。随着数据泄露事件的持续发生,我们的研究结果将对政策、实践和研究产生重要而及时的影响。
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引用次数: 0
Emerging digital technologies and auditing firms: Opportunities and challenges 新兴数字技术与审计公司:机遇与挑战
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-12 DOI: 10.1016/j.accinf.2024.100676
Sonia Vitali, Marco Giuliani

This article aims to analyse the impacts of new technologies, namely robotic process automation (RPA) and artificial intelligence (AI), on auditing firms. In particular, we focus on the companies’ everyday activities, organisational structure, hiring practices, and the competitive gap between Big4 and non-Big4 auditing firms. To this end, the article is based on a field study involving 14 auditing companies, both Big4 and non-Big4, from the list provided by Consob. The results reveal auditors’ differing perceptions and opinions regarding the future of auditing firms. According to the first viewpoint, new technologies will have a positive impact on auditors as they will be allowed to focus on value-added activities. Second, some respondents do not expect changes to the traditional structure of the companies due to the application of digital tools, while other auditors hypothesised two different scenarios regarding structural changes. Third, the interviewees contend that auditors of the future should gain IT and data analytics skills, which could affect the hiring practices of these companies. Fourth, regarding the current differences between large and smaller firms, some participants stated that emerging technologies could widen that gap, while some auditors of non-Big4 firms claimed that modern tools offer an opportunity for the smaller companies to slightly reduce the gap. In sum, the findings reveal that, although RPA and AI are not widely used and the impact of these technologies on auditing firms is controversial, multiple changes are on the horizon in this regard.

本文旨在分析新技术,即机器人流程自动化(RPA)和人工智能(AI)对审计公司的影响。我们尤其关注公司的日常活动、组织结构、招聘实践以及四大与非四大审计公司之间的竞争差距。为此,文章基于一项实地研究,从 Consob 提供的名单中选取了 14 家四大和非四大审计公司。研究结果显示,审计师对审计公司的未来有着不同的认识和看法。第一种观点认为,新技术将对审计师产生积极影响,因为他们可以专注于增值活动。第二,一些受访者预计公司的传统结构不会因为数字工具的应用而发生变化,而其他审计师则对结构变化提出了两种不同的假设。第三,受访者认为,未来的审计师应掌握信息技术和数据分析技能,这可能会影响这些公司的招聘做法。第四,关于目前大型公司与小型公司之间的差距,一些受访者表示,新兴技术可能会扩大这种差距,而一些非四大公司的审计师则声称,现代工具为小型公司提供了一个略微缩小差距的机会。总之,研究结果表明,尽管 RPA 和人工智能尚未得到广泛应用,而且这些技术对审计公司的影响还存在争议,但这方面的多种变化即将发生。
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引用次数: 0
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International Journal of Accounting Information Systems
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