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Development of the Statistical Reasoning in Biology Concept Inventory (SRBCI)

机译:生物学概念清单中统计推理的发展(SRBCI)

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摘要

We followed established best practices in concept inventory design and developed a 12-item inventory to assess student ability in statistical reasoning in biology (Statistical Reasoning in Biology Concept Inventory [SRBCI]). It is important to assess student thinking in this conceptual area, because it is a fundamental requirement of being statistically literate and associated skills are needed in almost all walks of life. Despite this, previous work shows that non–expert-like thinking in statistical reasoning is common, even after instruction. As science educators, our goal should be to move students along a novice-to-expert spectrum, which could be achieved with growing experience in statistical reasoning. We used item response theory analyses (the one-parameter Rasch model and associated analyses) to assess responses gathered from biology students in two populations at a large research university in Canada in order to test SRBCI’s robustness and sensitivity in capturing useful data relating to the students’ conceptual ability in statistical reasoning. Our analyses indicated that SRBCI is a unidimensional construct, with items that vary widely in difficulty and provide useful information about such student ability. SRBCI should be useful as a diagnostic tool in a variety of biology settings and as a means of measuring the success of teaching interventions designed to improve statistical reasoning skills.
机译:我们遵循了概念清单设计中已建立的最佳实践,并开发了一个12个项目的清单,以评估学生在生物学中进行统计推理的能力(生物学概念清单中的统计推理[SRBCI])。评估学生在这一概念领域的思维非常重要,因为这是具备统计学知识的基本要求,并且几乎各行各业都需要相关技能。尽管如此,以前的工作表明,即使在接受指导后,统计推理中的非专家式思维仍然很普遍。作为科学教育者,我们的目标应该是使学生朝着从新手到专家的方向发展,而这可以通过增加统计推理经验来实现。我们使用项目反应理论分析(一参数Rasch模型和相关分析)来评估在加拿大一所大型研究型大学中来自两个种群的生物学学生的反应,以测试SRBCI在捕获与学生有关的有用数据方面的稳健性和敏感性统计推理的概念能力。我们的分析表明,SRBCI是一维结构,其难度差异很大,并提供有关此类学生能力的有用信息。 SRBCI应该在各种生物学环境中用作诊断工具,并可以用来衡量旨在提高统计推理能力的教学干预措施的成功率。

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