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首页> 外文期刊>IJIDeM: International Journal on Interactive Design and Manufacturing >A data analytics approach to contrast the performance of teaching (only) vs. research professors
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A data analytics approach to contrast the performance of teaching (only) vs. research professors

机译:一种数据分析方法,以对比教学的性能(仅限)与研究教授

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This research article presents a study to compare the teaching performance of teaching-only versus teaching-and-research professors at higher education institutions. It is a common belief that, generally, teaching professors outperform research professors in teaching-and-research universities according to student perceptions reflected in student surveys. This case study presents experimental evidence that shows this is not always the case and that, under certain circumstances, it can be the contrary. The case study is from Tecnologico de Monterrey (Tec), a teaching-and-research, private university in Mexico that has developed a research profile during the last two decades using a mix of teaching-only and teaching-and-research faculty members; during this time period, the university has had a growing ascendancy in world university rankings. Data from an institutional student survey called the ECOA was used. The data set contains more than 118,000 graduate and undergraduate courses for 5 semesters (January 2017 to May 2019). The results presented were derived from statistical to data mining methods, including Analysis of Variance and Logistic Regression, that were applied to this data set of more than nine thousand professors who taught those courses. The results show that teaching-and-research professors perform better or at least the same as teaching-only professors. The differences found in teaching with respect to attributes like professors' gender, age, and research level are also presented.
机译:本研究制品提出了一项研究,可以比较高校教学和研究教授的教学绩效。这是一个普遍的信念,一般认为教授教授根据学生调查中的学生看法,教授教授教学教授的教学教授。本案例研究显示了实验证据,表明这并不总是如此,并且在某些情况下,它可能是相反的。案例研究来自Tecnologico de Monterrey(TEC),墨西哥的教学和研究,私人大学在过去二十年中开发了一个研究概况,使用了唯一的教学和教学和研究学院成员;在这个时间段,大学在世界大学排名中越来越高。使用称为ECOA的机构学生调查的数据。数据集包含超过118,000个毕业生和本科课程,适用于5个学期(2019年1月至2019年5月)。呈现的结果来自统计数据挖掘方法,包括对差异和逻辑回归的分析,这些数据被应用于这一教授这些课程的百万教授的数据集。结果表明,教学和研究教授表现更好或至少与唯一的教授教授。还提出了教授的性别,年龄和研究水平等属性教学中的差异。

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