scholarly journals Using a three-layered social-cognitive network analysis framework for understanding online collaborative discussions

Author(s):  
Fan Ouyang ◽  
Xinyu Dai

Understanding the relationship between social and cognitive engagement has critical implications for collaborative learning theory, pedagogy and analytics. This study proposed a three-layered social-cognitive network analysis framework for examining the relationship between students’ social and cognitive engagement from summative, epistemic and micro-level perspectives within online collaborative discussions. A multi-method approach was used, consisting of social network analysis, quantitative content analysis, statistical analysis, epistemic network analysis and social-cognitive network visualisation. The results showed that from a summative perspective, students’ social participatory roles were critical indicators of their level of cognitive engagement. From an epistemic perspective, socially active students tended to shift towards more group-level cognitive structure, while inactive students showed a decreasing individual-level cognitive structure throughout the discussion duration. From a micro-level perspective, a large proportion of individual students showed continually changing social participatory roles with fluctuating cognitive engagement levels. The findings have implications for collaborative learning theory, pedagogy support and learning analytics. Implications for practice or policy: Researchers can use the three-layered social-cognitive network analysis framework to examine student engagement. Instructors should encourage student agency for facilitating high-quality online collaborative discussion. Instructors should consider students’ different engagement levels in online discussions.

2018 ◽  
Vol 3 (2) ◽  
pp. 114-136
Author(s):  
Eman I AHMED

Faculty engagement has been proved to be a critical driver of the universities’ efficiency and effectiveness. The first step towards building an engaged workforce is to get a measure of faculty perceptions of their engagement level to their universities. Accordingly, the purpose of this paper is to investigate the faculty members' engagement in the Imam Abdulrahman Bin Faisal University. It examines the relationship between the faculty professional variablesand their level of engagement to their institutions. William Kahn's (1990) three-component model of employee engagement was partially adapted as a framework to measure the faculty members' engagement. A questionnaire was used to better address the objective of this study. The data were obtained from the Imam Abdulrahman Bin Faisal University (Dammam University) through an internet-based survey. The validity and the reliability of the questionnaire has been evaluated and reported. Results of the analyses show that cognitive engagement is reported to be higher than both the emotional and physical engagement, with a mean rating of 4.040 and a standard deviation of .487, based on the five-point scale. Given the engagement level of the faculty members in this study, the university administrators should develop policies, and strategies that encourage and support engagement among faculty members at the University in order to maximize their engagement. Policy makers must also take into consideration the needs of the faculty members


2021 ◽  
Vol 11 (5) ◽  
pp. 656
Author(s):  
Pierluigi Zoccolotti ◽  
Paola Angelelli ◽  
Chiara Valeria Marinelli ◽  
Daniele Luigi Romano

Background. Skill learning (e.g., reading, spelling and maths) has been predominantly treated separately in the neuropsychological literature. However, skills (as well as their corresponding deficits), tend to partially overlap. We recently proposed a multi-level model of learning skills (based on the distinction among competence, performance, and acquisition) as a framework to provide a unitary account of these learning skills. In the present study, we examined the performance of an unselected group of third- to fifth-grade children on standard reading, spelling, and maths tasks, and tested the relationships among these skills with a network analysis, i.e., a method particularly suited to analysing relations among different domains. Methods. We administered a battery of reading, spelling, and maths tests to 185 third-, fourth-, and fifth-grade children (103 M, 82 F). Results. The network analysis indicated that the different measures of the same ability (i.e., reading, spelling, and maths) formed separate clusters, in keeping with the idea that they are based on different competences. However, these clusters were also related to each other, so that three nodes were more central in connecting them. In keeping with the multi-level model of learning skills, two of these tests (arithmetic facts subtest and spelling words with ambiguous transcription) relied heavily on the ability to recall specific instances, a factor hypothesised to underlie the co-variation among learning skills. Conclusions. The network analysis indicated both elements of association and of partial independence among learning skills. Interestingly, the study was based on standard clinical instruments, indicating that the multi-level model of learning skills might provide a framework for the clinical analysis of these learning skills.


2021 ◽  
pp. 088626052110234
Author(s):  
Yuchi Zhang ◽  
Xiaoyu Lan ◽  
Guanyu Cui ◽  
Jingke Wang

Bullying bystander behavior has an important effect on bullying—both in stopping and facilitating it. Although bullying bystander behaviors have long been understood as a peer group process, existing research that focuses on the role of peer factors is still limited. Moreover, less is known about the social cognitive-related role of peer factors and its underlying mechanisms in adolescents’ bullying bystander behaviors. Accordingly, using resource control theory, this study examines the mediating effects of popularity goals on the associations between social status insecurity and bullying bystander behaviors (active defending behaviors, passive bystanding behaviors) among 333 Chinese adolescents (181 males; Mage = 13.10; SD = .50). Analyses were conducted using SPSS 23 to conduct descriptive and correlation analyses. The hypothesized mediation model was tested using a structural equation modeling approach with bootstrapping techniques (bootstrap replications: 5,000) using AMOS 23. The results showed that popularity goals fully mediated the relationship between adolescents’ social status insecurity and their active defending behaviors. No gender differences in these mediating effects were observed. The results also indicated that popularity goals did not mediate the relationship between social status insecurity and passive bystanding behaviors. These findings enrich our understanding of bullying bystander behaviors and highlight the positive role of social cognitive factors (e.g., popularity goals) in active defending behaviors. Our findings deepen our understanding of bullying bystanders through integrating proximate and ultimate approaches. Our findings have significant practical implications, which suggest that school anti-bullying interventions should value the positive roles of social status insecurity and popularity goals in promoting active defending behaviors.


2021 ◽  
pp. 009385482110179
Author(s):  
Thomas Wojciechowski

Social learning theory is one of the most prominent criminological theories of the 20th century. The dual systems model represents an emerging framework in recent years, which may help to better understand how social learning processes are influenced by sensation-seeking and impulse control. This study utilized data from all waves of the Pathways to Desistance study. A series of mixed-effects models were utilized to test for moderating effects of these constructs on offending outcomes. Impulse control moderated the relationship between deviant peer association and offending frequency, indicating that high levels of both constructs predicted increased offending frequency. Sensation-seeking moderated the relationship between deviant peer association and odds of offending, indicating that high levels of both constructs were associated with greater odds of offending although this moderation effect was only marginally significant.


Philosophies ◽  
2021 ◽  
Vol 6 (1) ◽  
pp. 2
Author(s):  
Igor R. Tantlevskij ◽  
Ekaterina V. Gromova ◽  
Dmitry Gromov

This paper presents an attempt to systematically describe and interpret the evolution of different religious and political movements in Judaea during the period of the Second Temple using the methods of the theory of social networks. We extensively analyzed the relationship between the main Jewish sects: Pharisees, Sadducees, Essenes (Qumranites), and later also Zealots. It is shown that the evolution of the relations between these sects agreed with the theory of social balance and their relations evolved toward more socially balanced structures.


Author(s):  
Xia Jiang ◽  
Jing Du ◽  
Tianfei Yang ◽  
Yujing Liu

Enabling people to send and receive short text-based messages in real-time, instant messaging (IM) is a communication technology that allows instantaneous information exchanges. The development of technology makes IM communication widely adopted in the workplace, which brings a series of changes for modern contemporary working life. Based on the conservation of resource theory (COR), this paper explores the mechanism of workplace IM communication on employees’ psychological withdrawal, and investigates the mediating role of work engagement in the relationship and the moderating role of self-control. Using the experience sampling method (ESM), a 10-consecutive workdays daily study was conducted among 66 employees. By data analysis of 632 observations using SPSS and HLM, results found that: (1) IM demands had a positive relation with emotion and cognitive engagement. (2) Emotion and cognitive engagement were negatively correlated with psychological withdrawal. (3) Emotion and cognitive engagement mediated the relations of IM demands and psychological withdrawal. (4) Self-control moderated the relationship between emotional engagement and psychological withdrawal.


Author(s):  
Min-Jik Kim ◽  
Byung-Jik Kim

Although there has been extensive research on the corporate social responsibility (CSR)–performance link, full understanding is still elusive. A possible reason for this is the limited understanding of the underlying processes that affect the relationship. Grounded in institutional theory, which emphasizes the importance of micro-level intermediating processes (e.g., employees’ perceptions and attitudes) to explain a macro-level association (i.e., CSR to organizational performance), we built a moderated mediation model where: (i) organization commitment mediated the influence of CSR on organizational performance, and (ii) an employee’s prosocial motivation moderated the relationship between CSR and organizational commitment. Using three-wave time-lagged survey data obtained from 302 Korean workers, we found that organizational commitment is an important micro-level process in the CSR–performance link, and that the level of an employee’s prosocial motivation can positively moderate that link. We discuss theoretical and practical implications, along with limitations and future research directions.


2021 ◽  
pp. 073563312110273
Author(s):  
Zhi Liu ◽  
Ning Zhang ◽  
Xian Peng ◽  
Sannyuya Liu ◽  
Zongkai Yang ◽  
...  

In the field of learning analytics, mining the regularities of social interaction and cognitive processing have drawn increasing attention. Nevertheless, in MOOCs, there is a lack of investigations on the combination of social and cognitive behavioral patterns. To fill in this gap, this study aimed to uncover the relationship between social interaction, cognitive processing, and learning achievements in a MOOC discussion forum. Specifically, we collected the 3925 participants’ forum data throughout 16 weeks. Social network analysis and epistemic network analysis were jointly adopted to investigate differences in social interaction, cognitive processing between two achievement groups, and the differences in cognitive processing networks between two types of communities. Finally, moderation analysis was employed to examine the moderating effect of community types between cognitive processing and learning achievements. Results indicated that: (1) the high- and low-achieving groups presented significant differences in terms of degree, betweenness, and eigenvector centrality; (2) the stronger cognitive connections were found within the high-achieving group and the instructor-led community; (3) the cognitive processing indicators including insight, discrepancy, and tentative were significantly negative predictors of learning achievements, whereas inhibition and exclusive were significantly positive predictors; (4) the community type moderated the relationship between cognitive processing and learning achievements.


2018 ◽  
Vol 8 (4) ◽  
pp. 291 ◽  
Author(s):  
Dongryeul Kim

  In order to find out the influence of Korean Middle School Students' relationship by science class applying STAD collaborative learning, this study conducted a social network analysis and sought to analyze the communication networks within the group and identified the change process of the type. The subject of this study was 30 students of the second grade at the girls' middle school located in Korea's Metropolitan City. For five weeks, science class applying STAD Collaborative Learning was implemented in the ‘reproduction and generation’ chapter. First, the class social network analysis showed that all the prices of density, degree centrality, closeness centrality, and betweenness centrality have risen after science class applying STAD Collaborative Learning. Also, the classroom's relationship index has improved. In other words, STAD Collaborative Learning encouraged interaction among students. Second, in order to research popularity, students' centrality analysis through the class social network analysis showed that top-ranked students' values of density, degree centrality, closeness centrality, and betweenness centrality appeared commonly high after science class applying STAD Collaborative Learning. Third, the analysis of the communication network change within six groups showed that all channel type appeared most often and circle type also appeared anew after science class applying STAD Collaborative Learning. In other words, it was possible to exchange information freely and communicate with all members of the group through STAD Collaborative Learning.


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