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A statistical approach to quantitative data validation focused on the assessment of students’ perceptions about biotechnology

机译:定量数据验证的统计方法着重于评估学生对生物技术的看法

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摘要

Student awareness levels are frequently used to evaluate the effectiveness of educational policies to promote scientific literacy. Over the last years several studies have been developed to assess students’ perceptions towards science and technology, which usually rely on quantitative methods to achieve broad characterizations, and obtain quantifiable and comparable data. Although the usefulness of this information depends on its validity and reliability, validation is frequently neglected by researchers with limited background in statistics. In this context, we propose a guideline to implement a statistical approach to questionnaire validation, combining exploratory factor analysis and reliability analysis. The work focuses on the psychometric analysis of data provided by a questionnaire assessing 1196 elementary and high school students’ perceptions about biotechnology. Procedural guidelines to enhance the efficiency of quantitative inquiry surveys are given, by discussing essential methodological aspects and relevant criteria to integrate theory into practice.Electronic supplementary materialThe online version of this article (doi:10.1186/2193-1801-2-496) contains supplementary material, which is available to authorized users.
机译:学生的意识水平经常被用来评估促进科学素养的教育政策的有效性。在过去的几年中,已经开展了一些研究来评估学生对科学和技术的看法,这些研究通常依靠定量方法来获得广泛的表征,并获得可量化和可比较的数据。尽管此信息的有效性取决于其有效性和可靠性,但统计学背景有限的研究人员经常忽略了验证。在这种情况下,我们提出了一项指导方针,将探索性因素分析和可靠性分析相结合,以实施一种统计方法来验证问卷。这项工作着重于对问卷调查提供的数据进行心理计量分析,该问卷评估了1196名中小学生对生物技术的看法。通过讨论基本的方法论方面和相关的将理论整合到实践中的标准,给出了提高定量查询调查效率的程序指南。电子补充材料本文的在线版本(doi:10.1186 / 2193-1801-2-496)包含补充内容资料,可供授权用户使用。

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