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Teaching Statistics in Biology: Using Inquiry-based Learning to Strengthen Understanding of Statistical Analysis in Biology Laboratory Courses

机译:在生物学中进行统计学教学:使用基于探究的学习来增强对生物学实验课程中统计学分析的理解

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摘要

There is an increasing need for students in the biological sciences to build a strong foundation in quantitative approaches to data analyses. Although most science, engineering, and math field majors are required to take at least one statistics course, statistical analysis is poorly integrated into undergraduate biology course work, particularly at the lower-division level. Elements of statistics were incorporated into an introductory biology course, including a review of statistics concepts and opportunity for students to perform statistical analysis in a biological context. Learning gains were measured with an 11-item statistics learning survey instrument developed for the course. Students showed a statistically significant 25% (p < 0.005) increase in statistics knowledge after completing introductory biology. Students improved their scores on the survey after completing introductory biology, even if they had previously completed an introductory statistics course (9%, improvement p < 0.005). Students retested 1 yr after completing introductory biology showed no loss of their statistics knowledge as measured by this instrument, suggesting that the use of statistics in biology course work may aid long-term retention of statistics knowledge. No statistically significant differences in learning were detected between male and female students in the study.
机译:生物科学专业的学生越来越需要为数据分析的定量方法打下坚实的基础。尽管大多数科学,工程和数学专业的学生都必须修读至少一门统计学课程,但是统计学分析却很少融入到本科生物学课程中,特别是在低年级。统计学的内容被纳入生物学入门课程,包括对统计学概念的回顾以及学生在生物学背景下进行统计学分析的机会。使用为该课程开发的11个项目的统计学习调查工具测量学习收益。完成生物学入门后,学生显示统计学知识的统计意义上显着增加25%(p <0.005)。即使完成了入门统计学课程,学生也可以在完成入门生物学后提高他们在调查中的分数(9%,提高p <0.005)。完成入门生物学后1年重新测试的学生显示,用该仪器测量的统计学知识没有丢失,这表明在生物学课程作业中使用统计学可能有助于长期保留统计学知识。在这项研究中,男女学生之间在学习上没有统计学上的显着差异。

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