Statistical Test Proficiency and Data Analysis Literacy through Statistical Package for the Social Sciences (SPSS) Workshop
Jay A. Delideli
Discipline: Education
Abstract:
This quasi-experimental study addressed the need for practical training in statistical analysis by
examining the impact of SPSS workshops on statistical test proficiency and data analysis literacy among
seventy Bachelor of Secondary Education in Mathematics (BSED-Math) students. The research evaluated
whether SPSS workshops could significantly enhance these critical skills. Using a pre-test and post-test onegroup
design, the study measured statistical proficiency with a performance test and data literacy with a
researcher-developed questionnaire. The results showed significant improvements, with students
advancing from limited proficiency to proficiency in statistical testing and from introductory understanding
to analytical competence in data literacy. Additionally, a strong positive relationship was found between
statistical test proficiency and data analysis literacy, meaning that as students improved in statistical test
proficiency, their data analysis literacy also improved. These findings suggest that SPSS workshops are an
effective tool for enhancing students' analytical capabilities. Future research should explore how well
students retain these skills over time and assess the effectiveness of similar interventions across different
academic disciplines. Additionally, investigating how SPSS training influences students' ability to apply
statistical methods in real-world research could provide valuable insights into its broader applicability.
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