THE MEDIATING EFFECT OF ATTITUDES TOWARDS STATISTICS AND TECHNOLOGY IN UNIVERSITY STUDENTS
1 University of Azores, Faculty of Sciences and Technology, CICS.UAc/CICS.NOVA.UAc (PORTUGAL)
2 University of Azores, Faculty of Sciences and Technology, CEEAplA (PORTUGAL)
About this paper:
Conference name: 15th International Conference on Education and New Learning Technologies
Dates: 3-5 July, 2023
Location: Palma, Spain
Abstract:
University students, especially those taking courses in the area of Social Sciences and Humanities, tend to express their fear at the beginning of classes in curricular units in the area of Statistics, foreseeing possible difficulties in their learning.
In order to evaluate and monitor the performance of students in Statistics course units, it is of utmost relevance that teachers and researchers take into account some non-cognitive factors related to students, such as the anxiety revealed in evaluation periods and the attitudes that students same have in relation to Statistics and the use of Technology in these curricular units. In a post-pandemic period, the objective of this study is to investigate the interrelationships between some constructs and the potential mediating effect of attitudes towards Statistics and Technology on the relationship between anxiety and student performance in these curricular units.
The data was obtained through the questionnaire containing variables of characterization of sample, seven items associated with the Anxiety dimension of the Depression Anxiety Stress Scale ( Lovibond & Lovibond, 1995), 28 items related to the Students Attitudes toward Statistics and Technology Scale (Anastasiadou, 2011) and , also, the variable referring to the performance of students in Statistics, operationalized based on the classifications obtained within the scope of the respective curricular unit in the area of Statistics. Higher scores in the Anxiety dimension correspond to higher levels of student anxiety. Students Attitudes toward Statistics and Technology Scale allows identifying the positive/negative attitudes associated with the experiences lived in learning Statistics with the use of Technology.
In this study, 274 university students participated, with the purpose of investigating the effect of the mediation of attitudes related to Statistics and Technology in the relationship between anxiety in assessment periods (independent variable) and performance (dependent variable). An path analysis was used, verifying which paths supported by the data and what kind of effects (direct and indirect) explain the association between the variables.
In terms of data analysis procedures, a descriptive analysis and the evaluation of the internal consistency of the items of the instruments used were carried out, based on Cronbach's Alpha coefficient. To test the mediation hypothesis, the Process macro (Hayes, 2021) was used, with the decision on the significance of the indirect effect based on the bootstrap estimation.
The potential mediating effect of attitudes towards Statistics and Technology on the relationship between anxiety and performance was verified, that is, the indirect effect was statistically significant. It was also found that: anxiety was negatively associated with attitudes towards Statistics and Technology; attitudes towards Statistics and Technology were positively associated with performance; and anxiety was negatively associated with performance (significant direct effects).Keywords:
Attitudes towards statistics, technology, higher education students.