论文标题

行为软件工程中的心理计量学:与指南的方法论介绍

Psychometrics in Behavioral Software Engineering: A Methodological Introduction with Guidelines

论文作者

Graziotin, Daniel, Lenberg, Per, Feldt, Robert, Wagner, Stefan

论文摘要

对软件工程(SE)人类方面的有意义而深刻的理解需要考虑心理结构。心理学理论可以促进系统的和声音的发展以及采用工具(例如心理测试,问卷)来评估这些结构。特别是,为了确保高质量,仪器的心理测量特性需要评估。在本文中,我们为SE研究人员评估测量工具提供了心理测量理论的介绍。我们提出了可以使用现有工具并充分开发新工具的准则。我们对由教育和心理测试标准构成的心理学文献进行了全面综述。我们详细介绍在操作新的心理结构时使用的活动,例如项目汇总,项目审查,试点测试,项目分析,因素分析,项目的统计属性,可靠性,有效性和测试和测试偏见的公平性。我们根据指南提供了心理测量评估的公开示例。我们希望鼓励SE研究中的文化改变,以采用心理学的既定方法。为了提高SE中行为研究的质量,重点介绍,验证并使用心理测量工具的研究需要更为普遍。

A meaningful and deep understanding of the human aspects of software engineering (SE) requires psychological constructs to be considered. Psychology theory can facilitate the systematic and sound development as well as the adoption of instruments (e.g., psychological tests, questionnaires) to assess these constructs. In particular, to ensure high quality, the psychometric properties of instruments need evaluation. In this paper, we provide an introduction to psychometric theory for the evaluation of measurement instruments for SE researchers. We present guidelines that enable using existing instruments and developing new ones adequately. We conducted a comprehensive review of the psychology literature framed by the Standards for Educational and Psychological Testing. We detail activities used when operationalizing new psychological constructs, such as item pooling, item review, pilot testing, item analysis, factor analysis, statistical property of items, reliability, validity, and fairness in testing and test bias. We provide an openly available example of a psychometric evaluation based on our guideline. We hope to encourage a culture change in SE research towards the adoption of established methods from psychology. To improve the quality of behavioral research in SE, studies focusing on introducing, validating, and then using psychometric instruments need to be more common.

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