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The Development and Implementation of an Instrument to Assess Students’ Data Analysis Skills in Molecular Biology

机译:评估学生分子生物学数据分析能力的仪器的开发与实施

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摘要

Developing visual literacy skills is an important component of scientific literacy in undergraduate science education. Comprehension, analysis, and interpretation are parts of visual literacy that describe related data analysis skills important for learning in the biological sciences. The Molecular Biology Data Analysis Test (MBDAT) was developed to measure students’ data analysis skills connected with scientific reasoning when analyzing and interpreting scientific data generated from experimental research. The skills analyzed included basic skills, such as identification of patterns and trends in data and connecting a method that generated the data, and advanced skills, such as distinguishing positive and negative controls, synthesizing conclusions, determining if data supports a hypothesis, and predicting alternative or next-step experiments. Construct and content validity were established and calculated statistical parameters demonstrate that the MBDAT is valid and reliable for measuring students’ data analysis skills in molecular and cell biology contexts. The instrument also measures students’ perceived confidence in their data interpretation abilities. As scientific research continues to evolve in complexity, interpretation of scientific information in visual formats will continue to be an important component of scientific literacy. Thus science education will need to support and assess students’ development of these skills as part of students’ scientific training.
机译:培养视觉素养技能是本科科学教育中科学素养的重要组成部分。理解,分析和解释是视觉素养的一部分,描述了对于生物学学习至关重要的相关数据分析技能。分子生物学数据分析测试(MBDAT)的开发旨在测量学生在分析和解释实验研究产生的科学数据时与科学推理相关的数据分析技能。分析的技能包括基本技能,例如识别数据的模式和趋势以及连接生成数据的方法,以及高级技能,例如区分阳性和阴性对照,综合结论,确定数据是否支持假设以及预测替代方案。或下一步实验。建立了结构和内容的有效性,计算出的统计参数表明MBDAT在分子和细胞生物学背景下测量学生的数据分析技能是有效和可靠的。该仪器还可以衡量学生对数据解释能力的感知信心。随着科学研究的复杂性不断发展,以视觉格式解释科学信息将继续成为科学素养的重要组成部分。因此,作为学生科学培训的一部分,科学教育将需要支持和评估学生对这些技能的发展。

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