Multivariate analysis on performance in statistics, self-efficacy and attitudes of senior high school students

M. J. Retutas, Marilyn Torela Rubio
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Abstract

Over the past few years, teaching and learning of statistics have been influenced by the emergence of the reform movement in education such as the K-12 basic education curriculum. Those of statistics concepts have changed both elementary and secondary level. Considering the educational reform in the Philippines, the study was conducted to determine whether there are significant differences of the determinants such as gender, type of school, parent’s educational level, family monthly income, family size and Senior High School track preference to students’ self-efficacy beliefs, attitudes towards Statistics, and performance in Statistics. The causal-comparative research design was used for comparing two or more groups to find the differences or determine whether the independent variable influences the dependent variable. The data were gathered from 570 senior high school students of both public and private schools in Mindanao, Region XI. The study adopted the questionnaires on self-efficacy beliefs and attitude towards Statistics while it utilized a researcher-made questionnaire for performance in Statistics. Multivariate Analysis of Variance (MANOVA) was used to determine whether multiple levels of independent variables on their own or in combination with one another influence the dependent variables. The findings revealed that among the demographic factors, only type of school has a significant difference to the self-efficacy beliefs, attitudes towards Statistics, and performance of senior high students in Statistics. Implications from the findings of this study might suggest that improving of K-12 school facilities by the school public administrators and collaborative effort of teachers to enhance the students’ self-efficacy, attitudes towards statistics and teaching statistics reveals optimistic results.  Also, school administrators may provide opportunities for Statistics teachers to hone their pedagogical skills in promoting and building students’ self-confidence and interest in the subject.
高中生统计成绩、自我效能感与态度的多变量分析
在过去的几年里,统计学的教学受到了K-12基础教育课程等教育改革运动的影响。统计概念在小学和中学都发生了变化。考虑到菲律宾的教育改革,本研究旨在确定性别、学校类型、父母受教育程度、家庭月收入、家庭规模、高中轨道偏好等决定因素对学生自我效能感信念、统计学态度、统计学成绩是否存在显著差异。因果比较研究设计用于比较两个或多个组,以发现差异或确定自变量是否影响因变量。数据收集自棉兰老岛第11区公立和私立学校的570名高中生。本研究采用自我效能感信念和统计学态度问卷,统计成绩采用研究者自编问卷。使用多变量方差分析(MANOVA)来确定多个水平的自变量本身或相互组合是否影响因变量。结果发现,在人口统计因素中,只有学校类型对高中生的自我效能感信念、统计学态度和统计学成绩有显著差异。从本研究的结果可以看出,学校公共管理人员改善K-12学校设施,教师共同努力提高学生的自我效能感,对统计的态度和教学统计的结果是乐观的。此外,学校管理人员可以为统计教师提供机会,磨练他们的教学技能,以促进和建立学生对这门学科的自信和兴趣。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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