Exploring Achievement Behaviors in Non-Major Statistics Course: An Expectancy-Value Perspective and Thoughts for Practice

Tamarah Smith, Ting Dai
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Abstract

Statistics education is increasingly important to our society with enrolment increases of 16% in introductory statistics courses and 85% in upper-level statistics courses. Research has demonstrated many factors related to students’ behaviors and outcomes in statistics courses such as past achievement, attitudes, and effort. We sought to model these factors together to better understand how introductory statistics students’ attitudes were related to students' achievement behaviors and what student characteristics mediated such relationships. Structural equation modeling with data from N=301 students in an introductory statistics course for psychology majors revealed that majors with higher GPAs had more interest, enjoyment as well as utility value for statistics, and these variables were in turn related to expectations for success or achievement behaviors. Females had lower interest in statistics, and this was related to lower expectations of success. The findings highlight the need to increase interest and enjoyment and utility value for non-majors studying statistics. Recommendations for how to adapt the statistics classroom to that end are discussed.
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非专业统计学课程成就行为探析:期待值视角与实践思考
统计教育对我们的社会越来越重要,入门统计课程的入学率增加了16%,高级统计课程的入学率增加了85%。研究表明,在统计学课程中,有许多因素与学生的行为和结果有关,比如过去的成绩、态度和努力。我们试图对这些因素进行建模,以更好地理解学生态度与学生成就行为之间的关系,以及学生特征在这种关系中的中介作用。利用N=301名心理学专业统计入门课程学生的数据进行结构方程建模,结果表明,gpa越高的专业学生对统计的兴趣、享受和实用价值越高,而这些变量又与对成功或成就行为的期望有关。女性对统计数据的兴趣较低,这与她们对成功的期望值较低有关。研究结果强调,需要增加非统计学专业学生的兴趣、享受和实用价值。讨论了如何使统计课堂适应这一目的的建议。
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