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A mental model approach to teaching database querying skills with SQL and Alteryx 用SQL和Alteryx教授数据库查询技能的心理模型方法
Q1 Social Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.jaccedu.2023.100858
Lorraine Lee, Gretchen Casterella

This paper describes an instructional approach and exercises to introduce a data analytics tool into an existing course that covers relational databases and structured query language (SQL). SQL and relational databases are traditional topics in many AIS classes and are frequently taught with established technologies such as Microsoft Access. With the onset of newer data analytics tools, educators are faced with the challenge of incorporating emerging technologies while still covering basic foundational concepts. In this paper, we position SQL as the mental model for learning the data preparation and data blending features of a popular analytics tool, Alteryx. We split the traditional SQL content from our course into four increments that increase in complexity. For each increment, we use a multi-step approach to first develop students’ mental model of the SQL query code and then apply the mental model to the new environment of Alteryx. For each increment, students solve the same set of problems in SQL and Alteryx, so that the understanding of SQL eases the transition to Alteryx, and the practice in Alteryx reinforces the understanding of SQL.

本文描述了将数据分析工具引入关系数据库和结构化查询语言(SQL)的现有课程的教学方法和练习。SQL和关系数据库是许多AIS课程中的传统主题,并且经常与Microsoft Access等已建立的技术一起教授。随着新数据分析工具的出现,教育工作者面临着在涵盖基本基础概念的同时结合新兴技术的挑战。在本文中,我们将SQL定位为学习流行分析工具Alteryx的数据准备和数据混合特性的心智模型。我们将课程中的传统SQL内容分成四个增量,以增加复杂性。对于每个增量,我们使用多步骤的方法首先开发学生的SQL查询代码的心智模型,然后将心智模型应用到Alteryx的新环境中。对于每个增量,学生在SQL和Alteryx中解决相同的一组问题,从而使对SQL的理解简化了向Alteryx的过渡,并且在Alteryx中的实践加强了对SQL的理解。
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引用次数: 1
Determinants of CPA exam performance CPA考试成绩的决定因素
Q1 Social Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.jaccedu.2023.100859
Arya Espahbodi , Linda Espahbodi , Reza Espahbodi , Rosemary Walker , G. Thomas White

Certified Public Accountant (CPA) certification is an important measure of professional achievement and a critical element to advancement in the accounting profession. The CPA exam is rigorous, with lower pass rates relative to other professional exams, and even lower pass rates for historically disadvantaged groups. Thus, a key policy question is how to improve candidates’ performance on the CPA exam. In this paper, we examine the role that environmental (community segregation, socioeconomic status, and education and income gaps) and other factors representing opportunity play in CPA exam performance. The results of univariate analysis across various demographic and opportunity factors and those of multivariate models indicate that opportunity influences exam performance of all candidates and differently so for the disadvantaged groups. Finally, we offer recommendations for programs to help meet the profession’s need for an increasing number of qualified CPAs and its diversity and inclusion goals.

注册会计师(CPA)认证是专业成就的重要衡量标准,也是会计行业进步的关键因素。注册会计师考试严格,与其他专业考试相比,通过率较低,对于历史上处于不利地位的群体,通过率甚至更低。因此,一个关键的政策问题是如何提高考生在注册会计师考试中的表现。在本文中,我们研究了环境(社区隔离、社会经济地位、教育和收入差距)和其他代表机会的因素在注册会计师考试成绩中的作用。人口统计学和机会因素的单变量分析结果以及多变量模型的结果表明,机会对所有考生的考试成绩都有影响,但对弱势群体的影响有所不同。最后,我们为项目提供建议,以帮助满足行业对合格注册会计师数量不断增加的需求及其多样性和包容性目标。
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引用次数: 0
Updating the MAcc curriculum in response to stakeholder needs and CPA exam changes: Resources and results from one School’s journey 根据利益相关者的需求和注册会计师考试的变化更新MAcc课程:来自一所学校旅程的资源和结果
Q1 Social Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.jaccedu.2023.100857
Eric D. Bostwick, Dustin Micah Grant, Sherwood Lane Lambert, Patrick Lucas, Gregory L. Prescott

Both professionals and academics have called for changes to the accounting curriculum over the past 20 years, and more recent research (e.g., Albring & Elder, 2020) has asked schools to share not only their curriculum changes but also the motivations for these changes. This paper responds to these calls by not only providing the results of and rationale for an accounting curriculum change but also sharing the research and processes that supported the change. The six-step process employed in this paper was used to review and revise the Master of Accountancy (MAcc) curriculum at a mid-size Florida university with a strong emphasis on career preparation and student success on the CPA Exam. The results and resources presented include benchmarking curriculum analyses (e.g., tracks offered, number of courses by type, required versus elective courses), techniques for sharing benchmark information with stakeholders, and internal and external stakeholder surveys. Although some resources may be of immediate use “as-is,” it is more likely that schools will be able to enhance, refine, or alter the processes to align with the particular needs and objectives of their stakeholders.

在过去的20年里,专业人士和学者都呼吁对会计课程进行改革,最近的研究(如Albring &Elder, 2020)要求学校不仅要分享他们的课程变化,还要分享这些变化的动机。本文不仅提供了会计课程改革的结果和基本原理,而且还分享了支持这一变革的研究和过程,从而回应了这些呼吁。本文采用的六步流程用于审查和修改佛罗里达一所中等规模大学的会计硕士(MAcc)课程,该课程非常强调职业准备和学生在注册会计师考试中的成功。展示的结果和资源包括基准课程分析(例如,提供的课程、按类型划分的课程数量、必修课程与选修课程)、与涉众共享基准信息的技术,以及内部和外部涉众调查。尽管一些资源可以“按原样”立即使用,但更有可能的是,学校将能够增强、改进或改变过程,使其与利益相关者的特定需求和目标保持一致。
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引用次数: 0
Integrating data analytics into the auditing curriculum: Insights and perceptions from early-career auditors 将数据分析纳入审计课程:早期职业审计师的见解和看法
Q1 Social Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.jaccedu.2023.100856
Danielle D. Booker , Josette R.E. Pelzer , Jeremy R. Richardson

This study aims to help audit educators determine how, where, and to what extent audit data analytics (ADA) should be integrated into existing auditing curriculum to better prepare students for the auditing profession. We interview early-career auditors to understand their experience with ADA and add their perspective to the literature on audit curriculum changes. This group performs many of the tasks where ADA techniques would be applied and can provide valuable insight to audit educators based on their work experience and recent completion of auditing and/or data analytics courses. Responses indicate that early-career auditors rely more routinely on traditional ADA tools (e.g., Excel) and that the use of advanced ADA tools (e.g., Power BI and Alteryx) is relatively limited. Furthermore, firm-provided training on advanced ADA tools focuses on navigating tools rather than interpretation of ADA output. We also find that, regardless of the ADA tool used, the skillset used most frequently is interpretation of ADA output to identify anomalies and determine the impact on audit testing, which could be emphasized in existing audit courses. Most participants expressed that rather than removing content from the audit course to make room for data analytics, faculty should integrate ADA within existing content, encouraging audit educators to change how they teach, rather than what they teach. Specifically, faculty can provide hands-on examples of ADA to supplement lectures on existing topics or assign case studies that use ADA tools. These findings have implications for immediate changes to integrate ADA into auditing courses that are more manageable than a complete overhaul of the audit curriculum.

这项研究旨在帮助审计教育工作者确定审计数据分析(ADA)应如何、在哪里以及在多大程度上融入现有的审计课程,以更好地为学生从事审计职业做好准备。我们采访了早期职业审计师,以了解他们在ADA方面的经验,并将他们的观点添加到审计课程变更的文献中。该小组执行ADA技术将被应用的许多任务,并可以根据审计教育工作者的工作经验和最近完成的审计和/或数据分析课程,为他们提供有价值的见解。答复表明,早期职业审计师更经常地依赖传统的ADA工具(如Excel),而高级ADA工具的使用(如Power BI和Alteryx)相对有限。此外,该公司提供的高级ADA工具培训侧重于导航工具,而不是解释ADA输出。我们还发现,无论使用哪种ADA工具,最常用的技能集都是解释ADA输出,以识别异常情况并确定对审计测试的影响,这在现有的审计课程中可以得到强调。大多数参与者表示,与其从审计课程中删除内容,为数据分析腾出空间,教师们应该将ADA整合到现有内容中,鼓励审计教育工作者改变他们的教学方式,而不是他们的教学内容。具体而言,教师可以提供ADA的实践示例,以补充现有主题的讲座,或分配使用ADA工具的案例研究。这些发现对将ADA纳入审计课程的即时变革具有启示意义,这些变革比全面改革审计课程更易于管理。
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引用次数: 0
An introductory audit data analytics case study: Using Microsoft Power BI and Benford’s Law to detect accounting irregularities 介绍性审计数据分析案例研究:使用Microsoft Power BI和Benford定律检测会计违规行为
Q1 Social Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.jaccedu.2023.100855
Erin Burrell Nickell , Jason Schwebke , Paul Goldwater

This case introduces you to the use of data analytics in accounting for purposes of identifying irregularities in a large data set of invoices using Microsoft Power BI. The goal of this case is two-fold. First, the case provides you a guided approach to navigating Power BI at the beginner level. Second, the case serves as an introduction to the use of data analytics in an auditing context for purposes of identifying irregularities in a large data set of invoices. You will evaluate the data set according to Benford’s Law and create an interactive “dashboard” visualization to present the results of your analysis to a supervisor. Additionally, you will document your findings in a written report according to professional auditing standards. We provide evidence of case efficacy in both a graduate-level fraud auditing course as well as an undergraduate accounting information systems (AIS) course with a data analytics focus. The case is suitable as an introductory data analytics assignment in any course with an auditing, fraud, forensics, AIS, or data analytics focus where students have little or no prior experience with Power BI. The case may also be used as an introduction to Benford’s Law as students are not required to have prior experience with Benford’s Law in order to complete the assignment.

本案例向您介绍了在会计中使用数据分析,以便使用Microsoft Power BI识别大型发票数据集中的违规行为。这个案例的目的是双重的。首先,本案例为您提供了在初学者级别导航Power BI的指导方法。其次,本案例介绍了在审计环境中使用数据分析来识别大量发票数据集中的违规行为。你将根据本福德定律评估数据集,并创建一个交互式的“仪表板”可视化,向导师展示你的分析结果。此外,您将根据专业审计标准在书面报告中记录您的发现。我们在研究生层面的欺诈审计课程以及以数据分析为重点的本科会计信息系统(AIS)课程中提供了案例有效性的证据。本案例适用于任何以审计、欺诈、取证、AIS或数据分析为重点的课程,学生很少或根本没有Power BI经验。这个案例也可以作为本福德定律的介绍,因为学生不需要事先有本福德定律的经验来完成作业。
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引用次数: 0
Blended case-based learning in a sustainability accounting course: An analysis of student perspectives 可持续发展会计课程中基于案例的混合学习:对学生观点的分析
Q1 Social Sciences Pub Date : 2023-06-01 DOI: 10.1016/j.jaccedu.2023.100842
Thuy Thanh Tran , Christian Herzig

This study aims to explore how a blended case-based learning approach can enhance students' learning towards accounting for sustainability. A case study was applied to provide insights into students' learning in a postgraduate course concerning material flow cost accounting. Data were collected from three sources: 51 learning journals from 17 students, a video recording from an online session, and six in-depth interviews. The findings provide evidence on learning outcomes, including both knowledge and professional skills (critical thinking, teamwork, and communication skills) towards sustainable development. Three elements of blended case-based learning—student characteristics, educator roles, and design features—are shown to be crucial for learning in accounting for sustainability. Practical implications for accounting educators are discussed.

本研究旨在探讨以案例为基础的混合式学习方法如何促进学生对可持续会计的学习。本研究以个案研究为例,探讨学生在研究生课程中对物料流成本会计的学习。数据从三个来源收集:来自17名学生的51篇学习日志,一段在线课程的视频记录,以及6次深度访谈。研究结果为可持续发展的学习成果提供了证据,包括知识和专业技能(批判性思维、团队合作和沟通技巧)。基于案例的混合式学习的三个要素——学生特征、教育者角色和设计特征——被证明对可持续性会计学习至关重要。讨论了对会计教育者的实际影响。
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引用次数: 2
Inventory analytics: A teaching case using excel and Alteryx 库存分析:一个使用excel和Alteryx的教学案例
Q1 Social Sciences Pub Date : 2023-06-01 DOI: 10.1016/j.jaccedu.2023.100848
Jenny Parlier , Lorraine Lee

The emergence of big data and analytics has motivated the audit profession to incorporate additional business analytical procedures into existing auditing processes. In response, educators must find ways to integrate data analytics into existing audit curriculum to prepare students for the audit profession. One possible way to integrate analytics into the audit curriculum is to supplement the teaching of traditional audit topics with data analytics case studies. The purpose of this paper is to describe a teaching case that integrates the auditing topics of inventory and fraud with basic data analytics. We develop a teaching case motivated by practice that describes an Excel-based fraud related to the audit of inventory. As Excel remains a common tool for accounting analytics, as well as a common format for data exchange between the auditor and client, the case begins with data analysis using Excel. After completing the initial Excel analysis, you perform a similar analysis using a more advanced analytics tool (Alteryx), which provides you an opportunity to use a new tool to detect the spreadsheet irregularities. The case concludes with you assessing the advantages and disadvantages of Alteryx versus Excel. As the context of this case is the audit of inventory, the case is especially suited for use in an audit class when covering the financial statement area of inventory. Alternatively, this case can be used in an accounting analytics class to introduce advanced analytics tools using a real-world audit setting.

大数据和分析的出现促使审计行业将额外的业务分析程序纳入现有的审计流程。作为回应,教育工作者必须找到方法将数据分析整合到现有的审计课程中,让学生为审计职业做好准备。将分析整合到审计课程的一种可能方法是用数据分析案例研究来补充传统审计主题的教学。本文的目的是描述一个教学案例,将库存和欺诈审计主题与基本数据分析相结合。我们开发了一个由实践驱动的教学案例,描述了与库存审计相关的基于excel的欺诈行为。由于Excel仍然是会计分析的通用工具,也是审计师和客户之间数据交换的通用格式,因此本案例从使用Excel进行数据分析开始。在完成最初的Excel分析之后,您可以使用更高级的分析工具(Alteryx)执行类似的分析,这为您提供了使用新工具检测电子表格异常的机会。案例的最后,你评估了Alteryx与Excel的优缺点。由于本案例的背景是存货审计,因此本案例特别适合在审计课上使用,当涉及存货的财务报表领域时。或者,这个案例可以在会计分析类中使用,以使用真实的审计设置引入高级分析工具。
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引用次数: 1
Reprint of: Effects of experiential service learning in improving community engagement perception, sustainability awareness, and data analytics competency 体验式服务学习对提高社区参与感知、可持续发展意识和数据分析能力的影响
Q1 Social Sciences Pub Date : 2023-06-01 DOI: 10.1016/j.jaccedu.2023.100846
W. Eric Lee , Arif Perdana

This study examines if and how incorporating an experiential service learning intervention within an accounting course, beyond the traditional lecture, could impact students’ community engagement perception, sustainability awareness, as well as their data analytics competency. We conduct a quasi-experimental investigation with a group of 103 accounting students from a large public U.S. university. Results show that, in comparison to a group with only lecture intervention, students exhibited improved community engagement perception, sustainability awareness, and data analytics competency in both Tableau and Power BI, following the lecture plus experiential service learning intervention. Using Kolb’s four-stage experiential learning cycle as the underlying conceptual framework, further analyses of the feedback from both students and host partners illuminate the ways in which experiential service learning has helped to impact learning. Our findings suggest the value relevance of leveraging experiential service learning within an accounting course toward improving students’ development in areas outside the core curriculum. Results of this study could be of interest to accounting educators as they contemplate the efficacies of incorporating experiential-based service learning projects to elevate students’ proficiencies in the increasingly important areas of sustainability, civic awareness and data analytics.

这项研究考察了在传统讲座之外,将体验式服务学习干预纳入会计课程是否以及如何影响学生的社区参与感知、可持续性意识以及他们的数据分析能力。我们对来自美国一所大型公立大学的103名会计专业学生进行了一项准实验性调查。结果显示,与只进行讲座干预的小组相比,在讲座和体验式服务学习干预之后,学生在Tableau和Power BI中表现出更好的社区参与感知、可持续发展意识和数据分析能力。利用Kolb的四阶段体验式学习周期作为基本概念框架,对学生和寄宿伙伴的反馈进行进一步分析,阐明了体验式服务学习有助于影响学习的方式。我们的研究结果表明,在会计课程中利用体验式服务学习来提高学生在核心课程之外领域的发展具有价值相关性。这项研究的结果可能会引起会计教育工作者的兴趣,因为他们正在考虑将基于体验的服务学习项目结合起来的有效性,以提高学生在可持续性、公民意识和数据分析等日益重要的领域的熟练程度。
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引用次数: 0
Assessing the Publication Records of Accounting Faculty Successfully Tenured and Promoted 评估会计教师成功获得终身教职和晋升的出版记录
Q1 Social Sciences Pub Date : 2023-06-01 DOI: 10.1016/j.jaccedu.2023.100841
Hughlene Burton , Suzanne Krail Sevin , Marcia Weidenmier Watson

The quantity and quality of research articles required to attain tenure or to be promoted in accounting is not always known and evolves over time. To help add clarity to this dilemma, this study evaluates the quantity and quality of publication records for faculty who successfully achieved tenure or promotion at universities offering Ph.D. and/or Masters programs in accounting. Quality of publication was determined based on a number of metrics including the Australian Business Dean’s Council journal list (ABDC), which is now widely used for tenure and promotion decisions as well as for accreditation purposes, and the BYU rankings of accounting journals. We are one of the first empirical studies to use the ABDC to determine research quality. Our analysis shows that for tenure decisions, accounting faculty at Ph.D. granting institutions publish, on average, fewer articles than accounting faculty at Masters universities, but those published articles are at much higher quality journals. In addition, both tenured and promoted faculty at private universities publish significantly more in high quality accounting journals than faculty at public universities. Collectively, our results indicate that research quality and quantity differ between universities that grant Ph.Ds. in accounting and those that only offer a Masters degree in accounting, and between public and private universities. More importantly, our research provides quantity and quality expectations for tenure and promotion cases that can be used by accounting faculty, administrators, and external reviewers across different types of universities. Given that our results are based on historical data and tenure/promotion requirements tend to continually increase over time, this study’s results should only be used as a guide for future tenure and promotion cases.

在会计领域获得终身职位或晋升所需的研究论文的数量和质量并不总是为人所知,而且会随着时间的推移而变化。为了帮助澄清这一困境,本研究评估了在提供会计博士和/或硕士课程的大学成功获得终身职位或晋升的教师发表记录的数量和质量。出版质量是根据一系列指标确定的,包括澳大利亚商业院长委员会期刊名单(ABDC),该名单现在广泛用于任期和晋升决策以及认证目的,以及杨百翰大学会计期刊排名。我们是最早使用ABDC来确定研究质量的实证研究之一。我们的分析显示,对于终身职位的决定,授予博士学位的机构的会计教师平均发表的文章少于硕士院校的会计教师,但这些发表的文章是在高质量的期刊上发表的。此外,私立大学的终身教职和晋升教师在高质量会计期刊上发表的文章明显多于公立大学的教师。总体而言,我们的研究结果表明,授予博士学位的大学之间的研究质量和数量存在差异。在会计和那些只提供会计硕士学位的大学之间,以及公立和私立大学之间。更重要的是,我们的研究提供了任期和晋升案例的数量和质量预期,可供不同类型大学的会计教师、管理人员和外部审稿人使用。考虑到我们的研究结果是基于历史数据的,而随着时间的推移,终身职位/晋升的要求往往会不断增加,本研究的结果只能作为未来终身职位和晋升案例的指导。
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引用次数: 0
Special Issue: Data analytics in auditing: What do we remove in order to add? 特刊:审计中的数据分析:为了增加,我们删除了什么?
Q1 Social Sciences Pub Date : 2023-06-01 DOI: 10.1016/j.jaccedu.2023.100839
Natalie T. Churyk (Editor-in-Chief) , Pennie Bagley (Guest editor) , Christine Gimbar (Guest editor) , Jodi Gissel (Guest editor) , Erin Hamilton (Guest editor)
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引用次数: 0
期刊
Journal of Accounting Education
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