A Preliminary Model of Learning Analytics to Explore Data Visualization on Educator’s Satisfaction and Academic Performance in Higher Education

2021 ◽  
pp. 27-40
Author(s):  
Nur Maisarah Shahril Khuzairi ◽  
Zaihisma Che Cob
2020 ◽  
Vol 10 (10) ◽  
pp. 260
Author(s):  
Laura Dooley ◽  
Nikolas Makasis

The flipped classroom has been increasingly employed as a pedagogical strategy in the higher education classroom. This approach commonly involves pre-class learning activities that are delivered online through learning management systems that collect learning analytics data on student access patterns. This study sought to utilize learning analytics data to understand student learning behavior in a flipped classroom. The data analyzed three key parameters; the number of online study sessions for each individual student, the size of the sessions (number of topics covered), and the first time they accessed their materials relative to the relevant class date. The relationship between these parameters and academic performance was also explored. The study revealed patterns of student access changed throughout the course period, and most students did access their study materials before the relevant classroom session. Using k-means clustering as the algorithm, consistent early access to learning materials was associated with improved academic performance in this context. Insights derived from this study informed iterative improvements to the learning design of the course. Similar analyses could be applied to other higher education learning contexts as a feedback tool for educators seeking to improve the online learning experience of their students.


2021 ◽  
Vol 13 (14) ◽  
pp. 7673
Author(s):  
Tarquino Sánchez-Almeida ◽  
David Naranjo ◽  
Raquel Gilar-Corbi ◽  
Jessica Reina

In Ecuador, affirmative action policies enable students from vulnerable groups to preferentially enter universities. However, these policies are limited to admission and do not include academic or socio-economic support mechanisms that, according to the literature, promote student insertion in the higher education system. In this study, the effects of socio-academic intervention on the academic performance of vulnerable students are presented. For this, 41 students were selected among 164 vulnerable students entering the Escuela Politécnica Nacional in the second term of 2019. The 41 students attended a socio-academic intervention course for one term, while the remaining 123 attended the Escuela Politécnica Nacional levelling course directly. Once both groups of students finished the levelling course, their performance in each of the course subjects was compared. The results showed that the academic performance of the students in the intervention was significantly higher in mathematics and geometry compared to the students who had no intervention. These results show that the socio-academic intervention promotes the real insertion of vulnerable students in the university system.


2018 ◽  
Vol 34 (3) ◽  
pp. 262-271
Author(s):  
Francesco Sulla ◽  
Dolores Rollo ◽  
Roberto Cattivelli ◽  
Alex Harrop

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Neha Garg ◽  
Asim Talukdar ◽  
Anirban Ganguly ◽  
Chitresh Kumar

Purpose This study aims to investigate the role of knowledge hiding (KH) on academic performance, using three antecedents – relatedness with peers, territoriality of knowledge and performance motivation. It also looked into the moderating role of academic self-efficacy upon student’s KH behavior and academic performance. The research was grounded on the theory of reasoned action. Design/methodology/approachx Structural equation modeling (SEM) was used to analyze the five hypotheses. The data was collected through a primary survey based on a structured questionnaire with a sample size of 324 students from the Indian higher education institutions. Findings The study found that performance motivation and territoriality are positively associated with KH, which is further positively related to students’ academic performance. Sense of relatedness had no influence upon KH behavior, implying that proximity of social relationships does not predict KH behavior among students. Additionally, it was also observed that while evasive (a situation where the knowledge hider deliberately provides incorrect, partial or misleading information) and rationalized KH (a situation where the knowledge hider tries to provide a rational justification for not sharing the knowledge) had a significant influence on the academic performance of the students, the effect of “playing dumb” was not significant. The study did not reveal any moderating effect of academic self-efficacy on all three forms of KH and academic performance. Practical implications The findings of the study are expected to be valuable for instructors, administrative authorities and policymakers at the higher education level, to create a more conducive teaching and learning environment. Out of the three hiding strategies, students indulge more often in rationalized KH. Based on the outcomes of this research, management may focus toward the creation of an institutional environment conducive toward knowledge sharing interdependency among students. Originality/value One of the novel contributions of this study is that it analyzes Indian higher education, providing a developing country perspective, thereby contributing to the body of knowledge in knowledge management and hiding. The study also intends to understand the interplay of constructs such as KH, territoriality, sense of relatedness and academic performance, which have not been discussed previously within the higher education context, thus making the research work original. The study was done among the students and hence, brings in the academic perspective in the KH literature, which has seen limited research impetus.


2021 ◽  
Vol 49 ◽  
pp. 100788
Author(s):  
Kaire Kollom ◽  
Kairit Tammets ◽  
Maren Scheffel ◽  
Yi-Shan Tsai ◽  
Ioana Jivet ◽  
...  

2018 ◽  
Vol 37 (10-11) ◽  
pp. 1142-1155 ◽  
Author(s):  
Jinzhuo Zhang ◽  
Xi Zhang ◽  
Shan Jiang ◽  
Patricia Ordóñez de Pablos ◽  
Yongqiang Sun

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