Abstract
Statistics is a challenging course for students and of which is often associated with subsequent concerns that may affect statistical achievement. Therefore, this study aims to identify the relationship between statistical concerns and statistical achievement in the systematic literature review context. This study also identifies the statistical method used in articles relating to the relationship between statistical concerns and statistical achievement. Four electronic databases were used; ERIC, DOAJ, Science Direct and Google Scholar. The eligibility of article selection is based on a few criteria that assess the relationship between anxiety and statistical achievement, quantitative research, access and use of Malay and English. 10 articles fulfilled the eligibility selection criteria. Extraction of data is based on the name of the researcher and the year, country, title, sample size, instrument, statistical component of statistical concerns, statistical methods and findings. The findings revealed that most of studies reported statistical concerns negatively affecting statistical achievements either directly or indirectly. Additionally, the findings also reported statistical methods frequently used in the study article were Structural Equation Modeling, correlations of 4 articles using this method followed by regression method, ANCOVA and MANCOVA. The results of this systematic literature survey provide insights of relationship between statistical concerns and statistical achievements. To conclude, educators should consider assessing the method of teaching that they use on students who are facing statistical concerns.
Highlights
Studies on statistical concerns and achievements are less studied in the form of systematic surveys either locally or abroad. This systematic survey study aims to review articles relating to concerns and statistical achievements
Such a study can explore statistical concerns relating to statistical achievement and is one of the steps in understanding the needs of students towards learning
Statistical worries may encourage motivation to avoid failure and negative consequences of failure (Pekrun & Linnenbrink-Garcia, 2012 in González et al, 2016). The results of this systematic survey study provide an insight of the relationship between statistical concerns and statistical achievements as well as the elements associated with it
Summary
M. Maat methods of collecting, sorting, decomposing, analyzing numbered data and drawing conclusions from the analysis of the data (Gani & Amalia, 2015). Statistics is widely used and contributes significantly to various fields. Statistical courses are well known amongst students as difficult courses (Sandoz, Butcher, & Protti, 2017)
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