Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis

Students' knowledge of data analysis determines the quality of the research they report but they tend to perceive courses on statistics or data analysis as challenging and unappealing. The present study aimed to investigate the correlation between biology education students' attitudes tow...

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Main Authors: Ahmad Fauzi, Diani Fatmawati, Ali Usman Hali
Format: Article
Language:English
Published: University of Muhammadiyah Malang 2023-02-01
Series:JPBI (Jurnal Pendidikan Biologi Indonesia)
Subjects:
Online Access:https://ejournal.umm.ac.id/index.php/jpbi/article/view/24490
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author Ahmad Fauzi
Diani Fatmawati
Ali Usman Hali
author_facet Ahmad Fauzi
Diani Fatmawati
Ali Usman Hali
author_sort Ahmad Fauzi
collection DOAJ
description Students' knowledge of data analysis determines the quality of the research they report but they tend to perceive courses on statistics or data analysis as challenging and unappealing. The present study aimed to investigate the correlation between biology education students' attitudes toward statistics and their proficiency in determining various data analytical techniques. This study involved biology education students from the Universitas Muhammadiyah Malang who had completed a course in statistics, research methods, and data analysis. The Survey of Attitudes Toward Statistics (SATS) and the Statistics Assessment of Graduate Students (SAGS) were used sequentially as instruments for collecting data on student attitudes toward statistics and data analysis competencies. The results revealed that while most students had positive attitudes toward statistics, they perceived the subject as challenging to learn. Additionally, the students demonstrated low levels of competency in data analysis. The aspects of cognitive competence and difficulty from SATS correlate significantly with their SAGS score. These results suggest that there is a need for a revision of the biology education curriculum to better equip students with the skills and knowledge to increase their data analysis competencies.
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spelling doaj.art-8dc0e212cde94f6ab6e01d3c10427dc12023-02-19T02:53:04ZengUniversity of Muhammadiyah MalangJPBI (Jurnal Pendidikan Biologi Indonesia)2442-37502527-62042023-02-019110.22219/jpbi.v9i1.24490Relationship between the attitudes of biology education students towards statistics with knowledge of data analysisAhmad Fauzi0Diani Fatmawati1Ali Usman Hali2Department of Biology Education, Faculty of Teacher Training and Education, Universitas Muhammadiyah MalangGraduate School of Biotechnology, College of Life Sciences, Kyung Hee UniversityEducation Faculty, Shaanxi Normal University Students' knowledge of data analysis determines the quality of the research they report but they tend to perceive courses on statistics or data analysis as challenging and unappealing. The present study aimed to investigate the correlation between biology education students' attitudes toward statistics and their proficiency in determining various data analytical techniques. This study involved biology education students from the Universitas Muhammadiyah Malang who had completed a course in statistics, research methods, and data analysis. The Survey of Attitudes Toward Statistics (SATS) and the Statistics Assessment of Graduate Students (SAGS) were used sequentially as instruments for collecting data on student attitudes toward statistics and data analysis competencies. The results revealed that while most students had positive attitudes toward statistics, they perceived the subject as challenging to learn. Additionally, the students demonstrated low levels of competency in data analysis. The aspects of cognitive competence and difficulty from SATS correlate significantly with their SAGS score. These results suggest that there is a need for a revision of the biology education curriculum to better equip students with the skills and knowledge to increase their data analysis competencies. https://ejournal.umm.ac.id/index.php/jpbi/article/view/24490attitude toward statisticsdata analysis competencyeducational statisticsresearch skillsstatistics assessment
spellingShingle Ahmad Fauzi
Diani Fatmawati
Ali Usman Hali
Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
JPBI (Jurnal Pendidikan Biologi Indonesia)
attitude toward statistics
data analysis competency
educational statistics
research skills
statistics assessment
title Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
title_full Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
title_fullStr Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
title_full_unstemmed Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
title_short Relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
title_sort relationship between the attitudes of biology education students towards statistics with knowledge of data analysis
topic attitude toward statistics
data analysis competency
educational statistics
research skills
statistics assessment
url https://ejournal.umm.ac.id/index.php/jpbi/article/view/24490
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