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Data analytics in small and mid-size enterprises: Enablers and inhibitors for business value and firm performance 中小型企业中的数据分析:商业价值和公司绩效的推动者和抑制者
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2022-03-01 DOI: 10.1016/j.accinf.2021.100547
Arif Perdana , Hwee Hoon Lee , SzeKee Koh , Desi Arisandi

A critical question arises as to whether data analytics (DA) can bring value and improve organizational performance. The benefit offered by DA can be achieved only when organizations are able to direct their attention on the conditioning factors that amplify business value. At the same time, organizations should cautiously resolve the issues that dampen DA business value. This study applied resource-based view (RBV) and the dual factor concept to understand such factors within the Small and Mid-size Enterprises (SMEs) context. The results revealed that information and systems qualities were the catalysts for data analytics business value, whereas lack of understanding and concerns over data security and privacy were the most salient predictors that could prevent SMEs from realizing DA business value. Our study highlights the importance of understanding both enablers and inhibitors in IT business value research. We also offer strategies to stakeholders to help SMEs realize DA business value.

一个关键的问题出现了,即数据分析(DA)是否能带来价值并提高组织绩效。只有当组织能够将注意力集中在放大业务价值的条件因素上时,数据分析提供的好处才能实现。同时,组织应该谨慎地解决影响数据处理业务价值的问题。本研究运用资源基础观(RBV)和双因素概念来理解中小企业背景下的这些因素。结果显示,信息和系统质量是数据分析业务价值的催化剂,而缺乏对数据安全和隐私的理解和关注是阻碍中小企业实现数据分析业务价值的最显著预测因素。我们的研究强调了在IT业务价值研究中理解推动者和抑制者的重要性。我们还为利益相关者提供策略,帮助中小企业实现数据管理业务价值。
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引用次数: 19
The use of information technology for international transfer pricing in multinational enterprises 信息技术在跨国企业国际转移定价中的应用
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2022-03-01 DOI: 10.1016/j.accinf.2021.100546
Lars Hemling , Jacob Christian Plesner Rossing , Andreas Hoffjan

This paper studies the degree to which multinational enterprises (MNEs) use information technology for managing international transfer pricing (ITP). Based on 21 interviews conducted with in-house accounting and tax professionals in MNEs, we observed limited use of information technology for ITP management. However, some degree of ITP automation was observed in workflow management to produce transfer pricing documentation. The limited degree of automation observed was driven by both system- and individual-level barriers. Overall, we found that management accountants and information technology experts dominate the enterprise resource planning system design agenda, and the tax departments’ ITP tax compliance objective plays a relatively limited role. This reduces the ability for ITP automation partly because the data segmentation that is prioritized for management reporting does not support the tax departments’ needs for legal-entity data segmentation to document tax compliance.

本文研究了跨国企业利用信息技术管理国际转移定价的程度。根据对跨国公司内部会计和税务专业人员进行的21次访谈,我们观察到信息技术在ITP管理中的使用有限。然而,在工作流管理中观察到一定程度的ITP自动化,以产生转移定价文件。观察到的有限程度的自动化是由系统和个人层面的障碍驱动的。总体而言,我们发现管理会计师和信息技术专家在企业资源规划制度设计议程中占据主导地位,税务部门的ITP税收合规目标发挥的作用相对有限。这降低了ITP自动化的能力,部分原因是为管理报告优先考虑的数据分段不支持税务部门对法人实体数据分段的需求,以记录税务遵从性。
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引用次数: 5
Disclosure of internal control material weaknesses and optimism in analyst earnings forecasts 披露内部控制重大缺陷和乐观的分析师收益预测
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2022-03-01 DOI: 10.1016/j.accinf.2021.100545
Wanyun Li

This paper investigates how analyst forecast optimism is associated with disclosures of internal control material weaknesses (ICMWs) and their remediation under Section 404 of the Sarbanes–Oxley Act (SOX). Drawing on agency theory, I hypothesize that analysts are likely to issue earnings forecasts that are more optimistic for firms with ICMW disclosures than for those without ICMW disclosures. Using a sample of 20,875 firm-year observations with 10-K (10-Q) reports from 2004 to 2018, I find a positive association between ICMW disclosures and analyst forecast optimism. This positive association is partially driven by investors’ inability to unravel analyst forecast bias and analysts’ intentions to curry favor with management for private information. In addition, analysts are found to issue less optimistic forecasts for firms with ICMW remediation disclosures compared with those without ICMW remediation disclosures. A series of propensity score matching and regression analyses are conducted to test the robustness of my inferences. Overall, the paper suggests that analysts have incentives to take the opportunity of firms disclosing ICMWs to bias their forecasts upward for self-interest. The findings have the potential to assist regulators in guiding analyst behavior and educating investors to unravel positive bias in analyst forecasts.

本文研究了分析师预测乐观主义与内部控制重大缺陷(ICMWs)的披露及其在萨班斯-奥克斯利法案(SOX)第404条下的补救措施之间的关系。根据代理理论,我假设分析师对披露了ICMW的公司的盈利预测可能比那些没有披露ICMW的公司更乐观。使用2004年至2018年的20,875个公司年度10-K (10-Q)报告的样本,我发现ICMW披露与分析师预测乐观度之间存在正相关关系。这种积极的联系部分是由于投资者无法解开分析师预测的偏见,以及分析师试图讨好管理层以获取私人信息。此外,与未披露ICMW补救措施的公司相比,分析师对披露ICMW补救措施的公司给出的预测更不乐观。进行了一系列倾向得分匹配和回归分析,以检验我的推论的稳健性。总的来说,这篇论文表明,分析师有动机利用公司披露ICMWs的机会,为了自身利益而上调他们的预测。这些发现有可能帮助监管机构指导分析师的行为,并教育投资者消除分析师预测中的积极偏见。
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引用次数: 1
Effectiveness of cybersecurity audit 网络安全审计的有效性
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2022-03-01 DOI: 10.1016/j.accinf.2021.100548
Sergeja Slapničar , Tina Vuko , Marko Čular , Matej Drašček

The aim of this paper is to analyze the effectiveness of internal audit of cybersecurity. We developed a Cybersecurity Audit Index composed of three dimensions – planning, performing and reporting – to address this question. We hypothesize that cybersecurity audit effectiveness is positively related to cyber risk management maturity and negatively to the probability of a successful cyber attack. We tested our hypotheses in a survey with auditors and Chief Audit Executives from various countries and industries. We found that Cybersecurity Audit Index scores significantly vary, with a mean of 58 on a scale from 0 to 100. While the planning and performing phases are strongly and positively correlated, they are less strongly related to reporting about cyber risk management effectiveness to the Board of Directors. As predicted, the Cybersecurity Audit Index is positively associated with maturity, but contrary to expectations, it is not related to the probability of a successful cyber attack. This is the first paper that comprehensively measures the effectiveness of cybersecurity audit and its effects on cyber risk management.

本文的目的是分析网络安全内部审计的有效性。为了解决这个问题,我们开发了一个由规划、执行和报告三个维度组成的网络安全审计指数。我们假设网络安全审计有效性与网络风险管理成熟度呈正相关,与网络攻击成功的概率呈负相关。我们通过对来自不同国家和行业的审计师和首席审计执行官的调查来验证我们的假设。我们发现,网络安全审计指数得分差异显著,在0到100的范围内,平均值为58。虽然计划和执行阶段存在强烈的正相关关系,但它们与向董事会报告网络风险管理有效性的相关性较弱。正如预测的那样,网络安全审计指数与成熟度呈正相关,但与预期相反,它与网络攻击成功的概率无关。这是第一篇全面衡量网络安全审计有效性及其对网络风险管理影响的论文。
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引用次数: 0
The association between human resource investment in IT controls over financial reporting and investment efficiency 对财务报告的IT控制中的人力资源投资与投资效率之间的关联
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2021-12-01 DOI: 10.1016/j.accinf.2021.100534
Dongjoon Choi , Hansol Lee , Ho-Young Lee , Hyun-Young Park

This study investigates the association between human resource investment in information technology (IT) controls over financial reporting and its investment efficiency. To conduct the analysis, it uses novel hand-collected data on the number of IT control personnel. In particular, it uses the ratio of (1) the number of IT control personnel, (2) the number of IT control personnel who are certified public accountants to the total number of employees in a firm, and (3) the natural logarithm of average working experience of IT control personnel in months as a proxy for human resource investment in IT controls. This study finds that such investment is negatively associated with the firm's abnormal investment, suggesting that investing in IT control personnel enhances a firm's investment efficiency. Furthermore, not only quantitative but also qualitative investment in IT control personnel improves investment efficiency. We also find that the association between human resource investment in IT controls and a firm's investment efficiency is more pronounced for firms with lower financial reporting quality and information environment. The results of this study provide useful implications for management, regulators, and market participants, as they demonstrate the positive role of investment in IT control personnel on the firm's internal decision.

本研究探讨财务报告资讯科技(IT)控制之人力资源投资与其投资效率之间的关系。为了进行分析,它使用了新的手工收集的it控制人员数量数据。特别是,它使用(1)it控制人员的数量,(2)注册会计师的it控制人员与公司员工总数的比例,以及(3)it控制人员每月平均工作经验的自然对数作为it控制人力资源投资的代理。本研究发现,IT控制人员的投资与企业的异常投资呈负相关,说明IT控制人员的投资提高了企业的投资效率。此外,对IT控制人员的定量投资和定性投资可以提高投资效率。我们还发现,对于财务报告质量和信息环境较低的企业,IT控制方面的人力资源投资与企业投资效率之间的关联更为明显。本研究的结果为管理层、监管者和市场参与者提供了有益的启示,因为它们证明了IT控制人员的投资对公司内部决策的积极作用。
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引用次数: 6
Artificial intelligence activities and ethical approaches in leading listed companies in the European Union 欧盟主要上市公司的人工智能活动和伦理方法
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2021-12-01 DOI: 10.1016/j.accinf.2021.100535
Enrique Bonsón , Domenica Lavorato , Rita Lamboglia , Daniela Mancini

This study explores the information regarding Artificial Intelligence (AI) included by European listed companies in their annual and/or sustainability reports. The study mainly focuses on (1) the development and use of AI systems/projects reported by companies, (2) the extent to which companies disclose ethical principles or guidelines regarding AI and (3) the factors explaining these practices.

The study analyses the reports of 200 companies listed in the major indexes of Germany, Sweden, Finland, France, Spain, and Italy, both from qualitative and quantitative perspectives. All reports are analysed, using content analysis methodology, to identify expressions such as ‘artificial intelligence’, ‘machine learning’, ‘deep learning’, and ‘big data’, and then classified accordingly. The study’s findings suggest a growing interest in the above-mentioned technologies, although 41.5% of companies do not report any activity in the field of AI. The adoption of ethical approaches to AI is at a very preliminary stage, and<5% of companies report on that issue. The quantitative analysis shows that larger companies, companies in the Technology and Telecommunications industries, and companies based in Southern countries are more likely to disclose information on AI activity. The majority of companies that develop ethical principles are listed in the Northern region and belong to the Technology and Telecommunications industries.

The study provides evidence of AI disclosure, a type of non-financial disclosure that has not been explored yet in the literature. Unlike existing studies, we propose a first definition of the topic and a taxonomy that can be used in further research on AI disclosure and can contribute to the development of KPIs in the field. Furthermore, this study provides a theoretical framework integrating some traditional theories, such as Voluntary disclosure theory, Signalling theory, and Legitimacy theory, specifically drawn to interpret AI disclosure practices, which can help with a further in-depth exploration of AI disclosure combining concurrent perspectives. The study’s results may serve as a starting point for researchers and companies interested in the topic.

本研究探讨了欧洲上市公司在其年度和/或可持续发展报告中包含的有关人工智能(AI)的信息。该研究主要关注(1)公司报告的人工智能系统/项目的开发和使用,(2)公司披露有关人工智能的道德原则或指导方针的程度,以及(3)解释这些做法的因素。该研究对德国、瑞典、芬兰、法国、西班牙、意大利等主要股指的200家上市公司的报告进行了定性和定量分析。使用内容分析方法对所有报告进行分析,以识别诸如“人工智能”、“机器学习”、“深度学习”和“大数据”等表达,然后进行相应分类。该研究的结果表明,人们对上述技术的兴趣日益浓厚,尽管41.5%的公司没有报告在人工智能领域有任何活动。人工智能采用道德方法尚处于非常初级的阶段,只有5%的公司报告了这一问题。定量分析显示,规模较大的公司、科技和电信行业的公司以及总部位于南方国家的公司更有可能披露有关人工智能活动的信息。大多数制定道德准则的公司都在北部地区上市,属于技术和电信行业。该研究提供了人工智能披露的证据,这是一种尚未在文献中探讨过的非财务披露。与现有研究不同,我们提出了该主题的第一个定义和分类,可用于人工智能披露的进一步研究,并有助于该领域kpi的发展。此外,本研究还提供了一个整合自愿披露理论、信号传导理论和合法性理论等传统理论的理论框架,专门用于解释人工智能披露实践,有助于结合并行视角进一步深入探索人工智能披露。这项研究的结果可以作为对这个话题感兴趣的研究人员和公司的起点。
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引用次数: 14
Leveraging the synergies between design science and behavioral science research methods 利用设计科学和行为科学研究方法之间的协同作用
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2021-12-01 DOI: 10.1016/j.accinf.2021.100536
Steve G. Sutton , Vicky Arnold , Phil Collier , Stewart A. Leech

For over two decades, information systems researchers have grappled with defining what constitutes good design science research. With too many older papers simply documenting the development of systems without a clear message of the contribution to science, design science fell out of favor with the information systems discipline. With the emergence of intelligent systems and the re-shaping of knowledge work, substantial effort has recently focused on articulating what constitutes a design science research contribution. In recent years, however, the discussion on the role of behavioral theory and behavioral research in complementing design science research has faded away. In this paper, we argue for a broader view on the synergies of behavioral and design science research with an emphasis on the greater role that behavioral science can take in shaping and validating design science research and motivating future research. We use the INSOLVE program of research as a proof of concept for how this synergistic relationship can be leveraged.

二十多年来,信息系统研究人员一直在努力定义什么是好的设计科学研究。由于太多的旧论文只是简单地记录了系统的开发,而没有明确地说明对科学的贡献,设计科学在信息系统学科中失去了青睐。随着智能系统的出现和知识工作的重新塑造,最近大量的努力集中在阐明什么构成了设计科学的研究贡献。然而,近年来,关于行为理论和行为研究对设计科学研究的补充作用的讨论已经逐渐消失。在本文中,我们主张从更广泛的角度来看待行为科学和设计科学研究的协同作用,并强调行为科学在塑造和验证设计科学研究以及激励未来研究方面可以发挥的更大作用。我们使用INSOLVE研究项目作为如何利用这种协同关系的概念证明。
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引用次数: 4
The impact of the input level of information system audit on the audit quality: Korean evidence 信息系统审计投入水平对审计质量的影响:韩国证据
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2021-12-01 DOI: 10.1016/j.accinf.2021.100533
Bong Gu Huh , Sunhwa Lee , Wonsin Kim

In response to the increasingly sophisticated corporate information system environment in producing accounting data, audit firms are undertaking information system (IS) audit in addition to conventional auditing. This study focuses on examining the impact of input level of IS audit on audit quality. We collected data on IS audit hours, a unique reporting requirement for Korean listed-firms as disclosed in the External Audit Implementation Details beginning in 2014. Simultaneously, we used the amount of discretionary accruals and measure of conservatism, C_Score as the proxies of the audit quality. By empirically examining a sample set that includes 2,370 corporate-year observations from the Korea Composite Stock Price Index (2014–2018), we found that IS audit hours and IS audit personnel had a statistically significant negative correlation when estimating with amount of discretionary accruals using the model of Kothari et al. (2005) and positive correlation with C_Score. Even when the group was divided into Big 4 and non-BIG 4, these results were apparent in firm samples that were audited by Big 4 audit firms, whereas those audited by non-Big 4 firms did not show these results. Taken together, the following conclusion can be derived. Audit quality has improved through conducting IS audit in response to new types of audit risks that have emerged because of the use of information technology in corporations. Significantly, this study analyzes empirically the effect that the effort of IS auditing has on improving audit quality by using a unique reporting requirement for Korean-listed firms. The study confirms that an appropriate level of IS audit input can improve audit quality. In addition, it is meaningful that IS audit practice is following the risk-based approach of the Clarified International Standards on Auditing (ISA).

为了应对生产会计数据的日益复杂的企业信息系统环境,审计事务所除了进行常规审计外,还进行信息系统审计。本研究主要探讨信息系统审计投入水平对审计质量的影响。我们收集了IS审计时间的数据,这是韩国上市公司在2014年开始的外部审计实施细则中披露的一项独特的报告要求。同时,我们使用可支配性应计金额和稳健性度量C_Score作为审计质量的代理。通过实证检验包含2370家韩国综合股价指数(2014-2018)公司年度观察数据的样本集,我们发现,在使用Kothari等人(2005)的模型估计可自由支配应计金额时,IS审计时间和IS审计人员具有统计学上显著的负相关,与C_Score正相关。即使将调查对象分为四大会计师事务所和非四大会计师事务所,这些结果在由四大会计师事务所审计的公司样本中也很明显,而那些由非四大会计师事务所审计的公司样本则没有显示出这些结果。综上所述,可以得出以下结论。通过开展信息系统审计,以应对由于在企业中使用信息技术而出现的新型审计风险,从而提高了审计质量。值得注意的是,本研究通过使用韩国上市公司独特的报告要求,实证分析了信息系统审计的努力对提高审计质量的影响。研究证实,适当水平的信息系统审计输入可以提高审计质量。此外,信息系统审计实践遵循《明确的国际审计准则》(ISA)中基于风险的方法是有意义的。
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引用次数: 6
The impact of CIO characteristics on data breaches CIO特征对数据泄露的影响
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2021-12-01 DOI: 10.1016/j.accinf.2021.100532
Thomas Smith , Amanuel F. Tadesse , Nishani Edirisinghe Vincent

The exponential rate of increase in IT security breach incidents has led governments, regulators, and practitioners to respond by introducing standards and frameworks for the disclosure and management of organizational cybersecurity risk exposure. Cybersecurity, which is a part of IT risk management, is affected by the capability and the ability of senior leadership responsible for IT-related decisions. This paper uses hand-collected data related to the Chief Information Officer (CIO) for S&P 500 firms and explores whether the presence of a CIO role, human capital characteristics of the CIO, and structural capital characteristics of the firm and the CIO are related to a firm’s cybersecurity risk exposure. This study finds that firms disclosing the presence of a CIO are more likely to be breached, even after matching on the likelihood of a breach and controlling for the likelihood that a firm would choose to disclose a CIO. This study also finds predictable variations in the likelihood of a breach among CIOs based on various human capital dimensions (including past technology experience, external board memberships, firm tenure, and CIO tenure) and structural capital dimensions (including a recognized commitment to IT and charging the CIO with multiple responsibilities). Finally, this study finds evidence that the observed associations depend on both the source of the breach (external vs. internal) as well as the type of data compromised by the breach (e.g. financial, personal, etc.). The results of this study contribute to the growing body of academic breach literature, while also informing practitioners as they evaluate the costs and benefits of various methods for combating breaches.

IT安全漏洞事件呈指数级增长,导致政府、监管机构和从业人员通过引入标准和框架来应对组织网络安全风险的披露和管理。网络安全是IT风险管理的一部分,受负责IT相关决策的高级领导的能力和能力的影响。本文使用标准普尔500强公司首席信息官(CIO)的手工收集数据,探讨了CIO角色的存在、CIO的人力资本特征以及公司和CIO的结构资本特征是否与公司的网络安全风险暴露有关。本研究发现,即使在对违规可能性进行匹配并控制公司选择披露首席信息官的可能性之后,披露首席信息官存在的公司更有可能被攻破。本研究还发现,基于各种人力资本维度(包括过去的技术经验、外部董事会成员、公司任期和首席信息官任期)和结构资本维度(包括对IT的公认承诺和向首席信息官承担多重责任),首席信息官之间违约可能性的可预测变化。最后,本研究发现证据表明,观察到的关联取决于泄露的来源(外部与内部)以及泄露的数据类型(例如财务、个人等)。这项研究的结果有助于越来越多的学术违规文献,同时也为从业者提供信息,因为他们评估了各种打击违规方法的成本和收益。
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引用次数: 6
Design and evaluation of an advanced continuous data level auditing system: A three-layer structure 高级连续数据级审计系统的设计与评价:三层结构
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2021-09-01 DOI: 10.1016/j.accinf.2021.100524
Kyunghee Yoon , Yue Liu , Tiffany Chiu , Miklos A. Vasarhelyi

Audit efficiency and effectiveness can be significantly affected by data aggregation during audit procedures. Previous studies highlight that an appropriate level of data aggregation is needed because a continuous auditing (CA) system often generates numerous alarms. To respond to this issue, this study proposes a CA system with a three-layer structure. In the first layer of the proposed system, all journal entry level transactions are classified and aggregated using defined rules; any transactions that deviate from these rules are identified as unusual transactions. The second layer detects the observations that violate controls. Analytical monitoring models are developed in the final layer to identify observations that statistically deviate from an organization’s typical business behaviors. To examine whether the proposed three-layer CA system enhances the effectiveness of a CA system in identifying financial irregularities, this study empirically tests the proposed models using real-world journal entry data from a construction company. The results indicate that the proposed framework enhances audit effectiveness and efficiency.

审计过程中的数据聚合会对审计效率和有效性产生重大影响。以前的研究强调需要适当级别的数据聚合,因为持续审计(CA)系统经常产生大量警报。针对这一问题,本研究提出了一个三层结构的CA系统。在提议的系统的第一层,所有日记账分录级交易使用定义的规则进行分类和汇总;任何偏离这些规则的事务都被标识为异常事务。第二层检测违反控制的观测值。在最后一层开发分析监视模型,以识别统计上偏离组织典型业务行为的观察结果。为了检验所提出的三层CA系统是否提高了CA系统识别财务违规行为的有效性,本研究使用一家建筑公司的真实日记账数据对所提出的模型进行了实证检验。结果表明,该框架提高了审计的有效性和效率。
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引用次数: 4
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International Journal of Accounting Information Systems
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