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Accounting fraud detection using contextual language learning 利用语境语言学习检测会计欺诈
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-11 DOI: 10.1016/j.accinf.2024.100682
Indranil Bhattacharya, Ana Mickovic

Accounting fraud is a widespread problem that causes significant damage in the economic market. Detection and investigation of fraudulent firms require a large amount of time, money, and effort for corporate monitors and regulators. In this study, we explore how textual contents from financial reports help in detecting accounting fraud. Pre-trained contextual language learning models, such as BERT, have significantly advanced natural language processing in recent years. We fine-tune the BERT model on Management Discussion and Analysis (MD&A) sections of annual 10-K reports from the Securities and Exchange Commission (SEC) database. Our final model outperforms the textual benchmark model and the quantitative benchmark model from the previous literature by 15% and 12%, respectively. Further, our model identifies five times more fraudulent firm-year observations than the textual benchmark by investigating the same number of firms, and three times more than the quantitative benchmark. Optimizing this investigation process, where more fraudulent observations are detected in the same size of the investigation sample, would be of great economic significance for regulators, investors, financial analysts, and auditors.

会计欺诈是一个普遍存在的问题,给经济市场造成了重大损失。对舞弊公司的发现和调查需要企业监督者和监管者花费大量的时间、金钱和精力。在本研究中,我们探讨了财务报告中的文本内容如何帮助检测会计欺诈。近年来,预先训练的语境语言学习模型(如 BERT)极大地推动了自然语言处理的发展。我们根据美国证券交易委员会(SEC)数据库中 10-K 年度报告中的管理讨论与分析(MD&A)部分对 BERT 模型进行了微调。我们的最终模型比以往文献中的文本基准模型和定量基准模型分别高出 15% 和 12%。此外,通过调查相同数量的公司,我们的模型识别出的欺诈性公司年度观察结果是文本基准模型的五倍,是定量基准模型的三倍。优化这一调查过程,即在相同规模的调查样本中发现更多的欺诈性观察结果,对于监管机构、投资者、金融分析师和审计师来说具有重大的经济意义。
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引用次数: 0
The paradoxes of the reengineering of information flows for management control: A case study in a public university hospital 管理控制信息流再造的悖论:公立大学医院案例研究
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-07 DOI: 10.1016/j.accinf.2024.100680
Adelaide Ippolito , Marco Sorrentino , Luisa Guardato , Raffaele Marcello , Giuseppe Paolone

This study analyses the organisational reengineering processes developed following the adoption of an Enterprise Resource Planning (ERP) system in a public university hospital. Interestingly, a public university hospital was obliged to adhere to a regional ERP system owing to regulatory requirements. This caused the elimination of the pre-existing information flow architecture and the need for further reengineering. The analysis examines a case study in which reengineering information flow is conducted with ERP and business intelligence (BI) systems, highlighting the positive results. Using a data warehouse based on the ERP and BI systems allowed it to transform data into useful information, providing a global and detailed vision of the university hospital’s performance through Key Performance Indicators (KPIs). Indeed, reengineering processes have made it possible to reorganise information flows consistent with the needs of new information systems.

本研究分析了一家公立大学医院采用企业资源规划(ERP)系统后的组织再造过程。有趣的是,由于监管要求,一家公立大学医院不得不采用区域性的企业资源规划系统。这导致原有的信息流架构被取消,需要进一步重新设计。本文分析了利用企业资源规划系统和商业智能(BI)系统进行信息流再造的案例研究,强调了其积极成果。利用基于企业资源规划和商业智能系统的数据仓库,可以将数据转化为有用的信息,通过关键绩效指标(KPI)提供大学医院绩效的全局和详细视图。事实上,流程再造使信息流的重组符合新信息系统的需要。
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引用次数: 0
Disentangling the effects of top management on management accounting systems utilization 厘清高层管理对管理会计系统使用的影响
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-03-03 DOI: 10.1016/j.accinf.2024.100678
Elsa Pedroso , Carlos F. Gomes

Top managers have a decisive role in managing business organizations, including linking the effective use of their organizational resources with the corporate strategy. This study aims to analyze the influence of top management support on the utilization of management accounting systems (MAS) in SMEs. For this purpose, we explored the mediating role of four variables related to organizational decision-making orientation and user issues and concerns. The findings of our study suggest that top management can use these variables to improve the utilization of the information provided by MAS in the SMEs’ decision processes. They also show the decisive role of user satisfaction and training in improving MAS utilization. We discuss these findings and present theoretical and practical contributions to the management accounting literature.

高层管理者在企业组织管理中起着决定性作用,包括将组织资源的有效利用与企业战略联系起来。本研究旨在分析高层管理者的支持对中小企业使用管理会计系统(MAS)的影响。为此,我们探讨了与组织决策导向和用户问题及关注点相关的四个变量的中介作用。我们的研究结果表明,最高管理层可以利用这些变量来提高中小型企业在决策过程中对管理会计系统所提供信息的利用率。研究结果还表明,用户满意度和培训在提高 MAS 利用率方面起着决定性作用。我们对这些研究结果进行了讨论,并提出了对管理会计文献的理论和实践贡献。
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引用次数: 0
Sustaining the rise of accounting information systems: Perspectives of the incoming editors 维持会计信息系统的崛起:新任编辑的观点
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-01-16 DOI: 10.1016/j.accinf.2024.100668
Gregory J. Gerard, Indrit Troshani
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引用次数: 0
Vale to Patricia Navarro-Velez Vale to Patricia Navarro-Velez
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2024-01-13 DOI: 10.1016/j.accinf.2024.100669
Steve G. Sutton
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引用次数: 0
Finding the missing pieces to an optimal corporate tax savings: Information technology governance and internal information quality 寻找最佳企业节税的缺失部分:信息技术管理和内部信息质量
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2023-12-30 DOI: 10.1016/j.accinf.2023.100665
Arfah Habib Saragih , Syaiful Ali , Eko Suwardi , Hargo Utomo

Based on stakeholder theory, resource-based theory, and decision theory, this study explores the relationship between information technology governance and internal information quality in determining business entity tax savings. Specifically, we examine the effects of internal information quality and information technology governance on corporate tax savings. We also investigate the joint effect of information technology governance and internal information quality on tax savings. This study used a quantitative method with panel data regression using a sample of the top 500 listed companies on the Australian Stock Exchange (ASX) from 2017 to 2021. Our dataset consists of 1,295 firm-year observations. We collected data manually to assess the proxy for information technology governance. Our analysis yielded three main findings. Firstly, we found no significant effect of the quality of internal information on tax savings on the ASX. However, we did observe a positive relationship between the construct of information technology governance and tax savings. Additionally, the presence of information technology governance was found to moderate this relationship. These findings remained consistent when subjected to various robustness checks and additional tests. Our findings highlight the importance of the information technology governance construct as a powerful catalyst for activating the link between internal information quality and optimal tax performance. This study has theoretical and practical implications for businesses, regulators, investors, and tax authorities, which are discussed further.

本研究以利益相关者理论、资源基础理论和决策理论为基础,探讨信息技术治理和内部信息质量在决定企业实体节税方面的关系。具体来说,我们研究了内部信息质量和信息技术治理对企业节税的影响。我们还研究了信息技术治理和内部信息质量对节税的共同影响。本研究采用面板数据回归的定量方法,以 2017 年至 2021 年澳大利亚证券交易所(ASX)排名前 500 的上市公司为样本。我们的数据集包含 1295 个公司年度观测值。我们通过人工收集数据来评估信息技术治理的替代指标。我们的分析得出了三个主要结论。首先,我们发现内部信息质量对澳大利亚证券交易所(ASX)的节税没有明显影响。不过,我们确实观察到信息技术治理与节税之间存在正相关关系。此外,我们还发现信息技术管理的存在对这种关系起到了调节作用。在进行了各种稳健性检查和附加测试后,这些发现仍然保持一致。我们的研究结果凸显了信息技术治理结构的重要性,它是激活内部信息质量与最佳税收绩效之间联系的强大催化剂。本研究对企业、监管机构、投资者和税务机关都具有理论和实践意义,下文将对此作进一步讨论。
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引用次数: 0
Developing digital competencies of controllers: Evidence from the Netherlands 培养控制人员的数字能力:来自荷兰的证据
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2023-12-29 DOI: 10.1016/j.accinf.2023.100667
Bert Steens , Jan Bots , Koen Derks

Prior research foresees that advancing digital technologies call for increasing competency levels of controllers. Competency theory predicts that achieving this will require increasing knowledge of these technologies and the ability to task-specifically use it. Empirical evidence of the recognition of these necessary conditions is missing. Drawing on competency literature and extant research on influences of nine technologies, we survey 453 senior controllers. We find for all technologies that they perceive their current knowledge and competency levels lower than required and that their expectations of the required competency growth correlate positively with perceived current knowledge at any current competency level, even for task-specific technologies that have the highest current and future competency scores (big data, analytics, visualization). However, their expectations may underestimate the future digital competency levels required for staying relevant. Our evidence urges controllers to work on their digital competencies and put task-specific knowledge first for each new competency.

先前的研究预见到,数字技术的发展要求提高控制人员的能力水平。根据能力理论的预测,要实现这一目标,就必须增加对这些技术的了解,并具备针对具体任务使用这些技术的能力。但目前还缺乏对这些必要条件的认识的经验证据。借鉴胜任能力文献和对九种技术影响的现有研究,我们对 453 名高级控制员进行了调查。我们发现,对于所有技术,他们都认为自己当前的知识和能力水平低于要求,而且他们对所需能力增长的期望与当前任何能力水平下的当前知识呈正相关,即使对于当前和未来能力得分最高的特定任务技术(大数据、分析、可视化)也是如此。然而,他们的期望可能低估了保持相关性所需的未来数字能力水平。我们的证据敦促控制人员努力提高他们的数字化能力,并将每项新能力的特定任务知识放在首位。
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引用次数: 0
AIS research opportunities utilizing Machine Learning: From a Meta-Theory of accounting literature 利用机器学习的 AIS 研究机会:从会计文献的元理论出发
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2023-12-27 DOI: 10.1016/j.accinf.2023.100661
Adam Booker , Victoria Chiu , Nathan Groff , Vernon J. Richardson

We use Accounting Information Systems (AIS) meta-theory to develop a framework for analyzing and using machine learning in accounting research, emphasizing 1) specific accounting research tasks, 2) supervised and unsupervised models, and 3) inductive vs. deductive research designs. We apply our framework to organize AIS and accounting research and highlight opportunities for future AIS research using machine learning. We discuss the changes in technology that have made machine learning more feasible in practice and research and how these changes might motivate and influence future research projects. We conclude by providing directions for future work in machine learning in AIS research and discussing the potential application to practice.

我们利用会计信息系统(AIS)元理论,建立了一个在会计研究中分析和使用机器学习的框架,强调:1)具体的会计研究任务;2)监督和非监督模型;3)归纳与演绎研究设计。我们应用我们的框架来组织 AIS 和会计研究,并强调未来使用机器学习进行 AIS 研究的机会。我们讨论了使机器学习在实践和研究中更加可行的技术变化,以及这些变化可能如何激励和影响未来的研究项目。最后,我们为机器学习在 AIS 研究中的未来工作提供了方向,并讨论了在实践中的潜在应用。
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引用次数: 0
Algorithm aversion, emotions, and investor reaction: Does disclosing the use of AI influence investment decisions? 算法厌恶、情绪和投资者反应:披露人工智能的使用是否会影响投资决策?
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2023-12-21 DOI: 10.1016/j.accinf.2023.100664
Tom Downen , Sarah Kim , Lorraine Lee

Businesses are increasingly using artificial intelligence (AI) in accounting systems to reduce uncertainty and improve accuracy. However, algorithm aversion (Dietvorst et al., 2015) indicates that individuals often avoid information provided by automated systems as compared to that provided by humans. This paper is an exploratory step towards documenting an emotional response to AI. We experimentally investigate how disclosing the use of AI rather than human staff for estimating the fair value of an asset influences investment decisions through lower levels of emotional response, particularly in pleasantness and attentiveness. Consistent with algorithm aversion, we find that disclosing the use of AI to estimate the asset’s fair value reduces the effect of information valence on nonprofessional investor responses. Specifically, when a company’s AI usage is disclosed, investors make smaller additional investments when fair value information is positive and smaller investment withdrawals when fair value information is negative, as compared to when human staff usage is disclosed. Importantly, we also find that emotions mediate the effect of information source (AI versus human staff) and moderate the effect of information valence on investment decisions.

企业越来越多地在会计系统中使用人工智能(AI),以减少不确定性并提高准确性。然而,算法厌恶(Dietvorst 等人,2015 年)表明,与人类提供的信息相比,个人往往会回避自动系统提供的信息。本文是记录人工智能情感反应的探索性一步。我们通过实验研究了披露使用人工智能而非人工估算资产公允价值如何通过降低情绪反应水平(尤其是愉快度和专注度)来影响投资决策。与算法厌恶一致,我们发现,披露使用人工智能估算资产公允价值会降低信息价值对非专业投资者反应的影响。具体来说,与披露人工智能使用情况时相比,当披露公司使用人工智能时,当公允价值信息为正时,投资者追加投资的规模较小,而当公允价值信息为负时,投资者撤回投资的规模较小。重要的是,我们还发现,情绪对信息来源(人工智能与人力)的影响具有中介作用,并缓和了信息价值对投资决策的影响。
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引用次数: 0
Institutional theory in accounting information systems research: Shedding light on digital transformation and institutional change 会计信息系统研究中的制度理论:揭示数字化转型与制度变革
IF 4.6 3区 管理学 Q2 BUSINESS Pub Date : 2023-12-20 DOI: 10.1016/j.accinf.2023.100662
Giovana Sordi Schiavi, Ariel Behr, Carla Bonato Marcolin

This article aims to shed light on digital transformation in the accounting sector from the perspective of institutional change. We performed a systematic literature review to understand how institutional change could be applied to research on Accounting Information Systems (AIS), using a quantitative method to categorize data through LSA (Latent Semantic Analysis) technique; and a qualitative method performed by hierarchical categorical content analysis as a basis for inferences. We reviewed 309 articles using Institutional Theory in accounting and AIS. The LSA results presented the main topics of study, subfields of research, and uses of Institutional Theory. Regarding accounting research, it is possible to identify the role of institutional forces in the IFRS adoption (in private and public sectors), XBRL adoption, and disclosure of information on organizations’ environmental, social, and governance, with a focus on analyses at the organizational level and regulatory pressures. A deep dive into AIS articles showed that Institutional Theory was applied to analyze the adoption of systems/technologies (mostly ERP and XBRL) through isomorphic processes (coercive, mimetic, and normative). We proposed to analyze digital technologies as an exogenous change for the digital transformation in accounting business using another perspective of Institutional Theory: institutional change. Institutional change analyzes the role of destabilizing elements in the change of an organizational field as a whole and not just in a few organizations. In this perspective, technology is the agent of change on a broader level, transforming organizations, individuals, customers, suppliers, and governments. The main contribution of this article is presenting suggestions for future AIS. This research agenda contributes to advancing Institutional Theory in AIS, using the lens of institutional change to analyze the new realities shaping accounting organizations, such as digital transformation.

本文旨在从制度变革的角度揭示会计领域的数字化转型。我们进行了系统的文献综述,以了解如何将制度变迁应用于会计信息系统(AIS)的研究,采用了一种定量方法,通过 LSA(潜在语义分析)技术对数据进行分类;以及一种定性方法,通过分层分类内容分析作为推论的基础。我们利用会计和会计信息系统中的制度理论对 309 篇文章进行了审查。LSA 结果显示了研究的主要课题、研究的子领域以及制度理论的用途。在会计研究方面,我们可以发现制度力量在《国际财务报告准则》的采用(私营和公共部门)、XBRL的采用以及组织的环境、社会和治理信息披露中的作用,重点是组织层面的分析和监管压力。对 AIS 文章的深入研究表明,制度理论被用于分析通过同构过程(强制、模仿和规范)采用系统/技术(主要是 ERP 和 XBRL)的情况。我们建议使用制度理论的另一个视角:制度变迁来分析数字技术作为会计业务数字化转型的外生变化。制度变革分析的是不稳定因素在整个组织领域变革中的作用,而不仅仅是在少数组织中的作用。从这个角度看,技术是更广泛层面上的变革媒介,它改变着组织、个人、客户、供应商和政府。本文的主要贡献在于为未来的 AIS 提出了建议。这一研究议程有助于推进会计信息系统中的制度理论,使用制度变革的视角来分析塑造会计组织的新现实,如数字化转型。
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引用次数: 0
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International Journal of Accounting Information Systems
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