Course Grades or Faculty Intuition: Which is a Better Predictor of Student Success on Professional Accounting Exams?

Camillo Lento, Naqi Sayed
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Abstract

The purpose of this research is to determine whether accounting faculty’s intuition is a better predictor of a student’s success on professional accounting exams than a student’s GPA. In addition to GPA and intuition, this research investigates the predictive ability of four other factors: 1) co-op experience; 2) case competition participation; 3) firm office size; and 4) professional exam preparation programs. A novel dataset is hand collected based on undergraduate students who graduated from Lakehead University and pursued the Chartered Accountant designation. A logistic model is estimated that correctly predicts 81.6% of all student success (and failure) cases. The results reveal that GPA is a better predictor than faculty intuition, although faculty intuition does have some predictive ability. Specifically, the GPA of accounting-related courses is shown to be better predictors of success than other non-accounting business courses. Additional analysis reveals that the GPA from courses in financial accounting, management accounting, auditing, and taxation are all individually predictive of student success. In addition, students who participate in case competitions performed better while co-op experience, firm office size, and preparation programs are shown to be unrelated to student success prediction. Overall, these results are significant to potential employers of professional accounting students and to professional accounting bodies who must determine which, if any, undergraduate course shold significance in terms of professional accounting programs. This information will not only help in establishing pre-requisite requirements for professional exams but also determine whether required competencies under each course are contributing to student success. This paper is especially timely in Canada as the entrance requirements to the new Chartered Professional Accountant (CPA) are being developed.
课程成绩和教师直觉:哪个更能预测学生在专业会计考试中的成功?
这项研究的目的是确定会计教师的直觉是否比学生的GPA更能预测学生在专业会计考试中的成功。除了GPA和直觉,本研究还考察了其他四个因素的预测能力:1)实习经历;2)案例竞赛参与;3)公司办公规模;4)专业备考项目。一个新颖的数据集是手收集基于本科学生谁从湖首大学毕业,并追求特许会计师指定。据估计,逻辑模型正确预测了81.6%的学生成功(和失败)案例。结果显示,尽管教师直觉确实有一定的预测能力,但GPA比教师直觉更能预测学生的学业成绩。具体来说,会计相关课程的GPA比其他非会计商业课程更能预测成功。另外的分析表明,财务会计、管理会计、审计和税务等课程的GPA都是预测学生成功的单项指标。此外,参与案例竞赛的学生表现更好,而实习经验、公司办公室规模和准备项目与学生成功预测无关。总的来说,这些结果对专业会计学生的潜在雇主和专业会计团体来说是重要的,他们必须确定哪些本科课程(如果有的话)在专业会计课程方面应该具有重要意义。这些信息不仅有助于建立专业考试的先决条件,还有助于确定每门课程所要求的能力是否有助于学生的成功。这篇论文在加拿大特别及时,因为新的特许专业会计师(CPA)的入学要求正在制定中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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