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Mathematics Anxiety and Statistics Anxiety. Shared but Also Unshared Components and Antagonistic Contributions to Performance in Statistics

机译:数学焦虑和统计焦虑。共享但又未共享的组件以及对统计性能的拮抗作用

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摘要

In many social science majors, e.g., psychology, students report high levels of statistics anxiety. However, these majors are often chosen by students who are less prone to mathematics and who might have experienced difficulties and unpleasant feelings in their mathematics courses at school. The present study investigates whether statistics anxiety is a genuine form of anxiety that impairs students' achievements or whether learners mainly transfer previous experiences in mathematics and their anxiety in mathematics to statistics. The relationship between mathematics anxiety and statistics anxiety, their relationship to learning behaviors and to performance in a statistics examination were investigated in a sample of 225 undergraduate psychology students (164 women, 61 men). Data were recorded at three points in time: At the beginning of term students' mathematics anxiety, general proneness to anxiety, school grades, and demographic data were assessed; 2 weeks before the end of term, they completed questionnaires on statistics anxiety and their learning behaviors. At the end of term, examination scores were recorded. Mathematics anxiety and statistics anxiety correlated highly but the comparison of different structural equation models showed that they had genuine and even antagonistic contributions to learning behaviors and performance in the examination. Surprisingly, mathematics anxiety was positively related to performance. It might be that students realized over the course of their first term that knowledge and skills in higher secondary education mathematics are not sufficient to be successful in statistics. Part of mathematics anxiety may then have strengthened positive extrinsic effort motivation by the intention to avoid failure and may have led to higher effort for the exam preparation. However, via statistics anxiety mathematics anxiety also had a negative contribution to performance. Statistics anxiety led to higher procrastination in the structural equation model and, therefore, contributed indirectly and negatively to performance. Furthermore, it had a direct negative impact on performance (probably via increased tension and worry in the exam). The results of the study speak for shared but also unique components of statistics anxiety and mathematics anxiety. They are also important for instruction and give recommendations to learners as well as to instructors.
机译:在许多社会科学专业,例如心理学专业,学生报告了很高的统计焦虑。但是,这些专业通常是由不太倾向于数学的学生选择的,他们可能在学校的数学课程中遇到困难和不愉快的感觉。本研究调查统计焦虑是否是一种损害学生成绩的真正焦虑形式,还是学习者是否主要将以前的数学经验和他们对数学的焦虑转移给统计学。在225名本科心理学学生(164名女性,61名男性)的样本中,调查了数学焦虑与统计焦虑之间的关系,它们与学习行为和统计学考试成绩之间的关系。在三个时间点记录数据:在学期开始时,评估学生的数学焦虑,普遍的焦虑倾向,学校成绩和人口统计学数据;学期结束前2周,他们填写了有关统计焦虑及其学习行为的问卷。学期末记录考试成绩。数学焦虑与统计焦虑高度相关,但是对不同结构方程模型的比较表明,它们对考试中的学习行为和表现具有真正甚至是对抗性的贡献。令人惊讶的是,数学焦虑与表现成正相关。学生可能在第一学期就意识到,高中数学的知识和技能不足以在统计学上取得成功。然后,部分数学焦虑可能会通过避免失败的意图加强积极的外部努力动机,并可能导致考试准备工作更加努力。但是,通过统计焦虑,数学焦虑也对成绩产生负面影响。统计焦虑导致结构方程模型的拖延度更高,因此对性能产生间接和负面影响。此外,它对成绩有直接的负面影响(可能是由于考试中的紧张感和担忧感增加)。研究结果代表了统计焦虑和数学焦虑的共同但也是独特的组成部分。它们对于指导也很重要,并向学习者和指导者提供建议。

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