Individual motivation and social media influence on student knowledge sharing and learning performance: Evidence from an emerging economy

Abstract Social media has become a useful tool for learning and teaching due to its functions for knowledge sharing, such as documents exchange, virtual communication, and knowledge formation. Higher education institutions (HEIs) that recognise the value of social media and the importance of individual motivation have sought to encourage its use to bolster learning performance. Using social cognitive theory and connectivism theory, we developed a model that theorises the influence of social media and individual motivation (reputation and altruism) on knowledge sharing and learning performance among students in higher education. To test the model, we employed covariance-based structural equation modelling (CB SEM) on survey data that was collected using questionnaires from 407 students enrolled in the top 10 private universities in West Malaysia. Congruently, we established the utility of the Heterotrait-Monotrait (HTMT) ratio (which was traditionally confined to variance-based or partial least squares SEM) as a discriminant validity measure for CB SEM. As a result, our study empirically evidences that social media functions (documents exchange, virtual communication, and knowledge formation) and individual motivation (reputation) are core factors that HEIs can leverage to encourage knowledge sharing and improve learning performance among tertiary students. The paper concludes with a discussion of its implications, limitations, and future research directions.

[1]  Waleed Mugahed Al-Rahmi,et al.  A model of using social media for collaborative learning to enhance learners' performance on learning , 2017, J. King Saud Univ. Comput. Inf. Sci..

[2]  Shin-Yuan Hung,et al.  The influence of intrinsic and extrinsic motivation on individuals' knowledge sharing behavior , 2011, Int. J. Hum. Comput. Stud..

[3]  S. Downes Recent Work in Connectivism , 2020, European Journal of Open, Distance and E-Learning.

[4]  Mohammad Nurunnabi,et al.  The Impact of Social Media on Learning Behavior for Sustainable Education: Evidence of Students from Selected Universities in Pakistan , 2019, Sustainability.

[5]  Hsi-Peng Lu,et al.  Why people use social networking sites: An empirical study integrating network externalities and motivation theory , 2011, Comput. Hum. Behav..

[6]  Suraksha Gupta,et al.  Far apart yet close by: Social media and acculturation among international students in the UK , 2019, Technological Forecasting and Social Change.

[7]  Marisa A. Smith,et al.  Selective sharing on social media: Examining the effects of disparate racial impact frames on intentions to retransmit news stories among US college students , 2019, New Media Soc..

[8]  Cong Qi Social Media Usage of Students, Role of Tie Strength, and Perceived Task Performance , 2019 .

[9]  Paul A. Tess The role of social media in higher education classes (real and virtual) - A literature review , 2013, Comput. Hum. Behav..

[10]  Samuel Ogbeibu,et al.  Inspiring Creativity in Diverse Organizational Cultures: An Expatriate Integrity Dilemma , 2020 .

[11]  Weng Marc Lim Conditional recipes for predicting impacts and prescribing solutions for externalities: the case of COVID-19 and tourism , 2021 .

[12]  Lizawati Mi Yusof,et al.  Using Social Media as a Tool for Improving Academic Performance through Collaborative Learning in Malaysian Higher Education , 2015 .

[13]  C. Hennessy,et al.  Social media and anatomy education: Using twitter to enhance the student learning experience in anatomy , 2016, Anatomical sciences education.

[14]  Scott B. MacKenzie,et al.  Working memory: theories, models, and controversies. , 2012, Annual review of psychology.

[15]  Sohail Dahdal Using the WhatsApp Social Media Application for Active Learning , 2020, Journal of Educational Technology Systems.

[16]  Kai H. Lim,et al.  Contributing high quantity and quality knowledge to online Q&A communities , 2013, J. Assoc. Inf. Sci. Technol..

[17]  Mahdi M. Alamri,et al.  Undergraduate Students' Perceptions toward Social Media Usage and Academic Performance: A Study from Saudi Arabia , 2019, Int. J. Emerg. Technol. Learn..

[18]  Mohamamd Ali Rostaminezhad,et al.  Can effective study approaches mediate the negative effect of social networking on academic performance? , 2018, Education and Information Technologies.

[19]  O. Mauroner Social media for the purpose of knowledge creation and creativity management - a study of knowledge workers in Germany , 2016 .

[20]  Lorena Blasco-Arcas,et al.  Using clickers in class. The role of interactivity, active collaborative learning and engagement in learning performance , 2013, Comput. Educ..

[21]  William C. Pedersen,et al.  Predicting 4-Year Graduation: Using Social Cognitive Career Theory to Model the Impact of Prescriptive Advising, Unit Load, and Students’ Self-Efficacy , 2018, Journal of College Student Retention: Research, Theory & Practice.

[22]  Pei-Lee Teh,et al.  Knowledge sharing among Malaysian universities’ students: do personality traits, class room and technological factors matter? , 2014 .

[23]  Rachel Barker,et al.  Management of knowledge creation and sharing to create virtual knowledge-sharing communities: a tracking study , 2015, J. Knowl. Manag..

[24]  Rossouw von Solms,et al.  An information security knowledge sharing model in organizations , 2016, Comput. Hum. Behav..

[25]  Remko Helms,et al.  Exploring Web 2 . 0 Applications as a Mean of Bolstering up Knowledge Management , 2010 .

[26]  Weng Marc Lim,et al.  Scientific procedures and rationales for systematic literature reviews (SPAR‐4‐SLR) , 2021 .

[27]  Wilfred W. F. Lau,et al.  Effects of social media usage and social media multitasking on the academic performance of university students , 2017, Comput. Hum. Behav..

[28]  A. Bandura Social Foundations of Thought and Action: A Social Cognitive Theory , 1985 .

[29]  Zainudin Awang,et al.  SEM Made Simple: A Gentle Approach to Learning Structural Equation Modeling , 2015 .

[30]  Sei-Ching Joanna Sin,et al.  Understanding the use of YouTube as a learning resource: a social cognitive perspective , 2020, Aslib J. Inf. Manag..

[31]  Minjuan Wang,et al.  Exploring a Personal Social Knowledge Network (PSKN) to aid the observation of connectivist interaction for high- and low-performing learners in connectivist massive open online courses , 2018, Br. J. Educ. Technol..

[32]  Nurliana Md Rahin,et al.  The impact of perceived enjoyment, perceived reciprocal benefits and knowledge power on students' knowledge sharing through Facebook , 2017 .

[33]  Joseph L. Gabbard,et al.  Factors that affect scientists' knowledge sharing behavior in health and life sciences research communities: Differences between explicit and implicit knowledge , 2018, Comput. Hum. Behav..

[34]  Paul A. Kirschner,et al.  Facebook® and academic performance , 2010, Comput. Hum. Behav..

[35]  Zhaohua Deng,et al.  Knowledge sharing motivations in online health communities: A comparative study of health professionals and normal users , 2017, Comput. Hum. Behav..

[36]  Lin Wang,et al.  Influence of managerial control on performance in medical information system projects: The moderating role of organizational environment and team risks , 2016 .

[37]  Jon Dron,et al.  Integrating learning management and social networking systems , 2017 .

[38]  Tanja Jadin,et al.  Personality traits and knowledge sharing in online communities , 2013, Comput. Hum. Behav..

[39]  Albert Chan,et al.  Knowledge sharing and social media: Altruism, perceived online attachment motivation, and perceived online relationship commitment , 2014, Comput. Hum. Behav..

[40]  Krishna Moorthy,et al.  Is facebook useful for learning? A study in private universities in Malaysia , 2019, Comput. Educ..

[41]  Marko Sarstedt,et al.  An assessment of the use of partial least squares structural equation modeling in marketing research , 2012 .

[42]  Wole Michael Olatokun,et al.  Factors influencing knowledge sharing among academics in Bowen University, Nigeria , 2020, J. Libr. Inf. Sci..

[43]  Sri Devi Ravana,et al.  The Use of Facebook by International Students for Information-seeking in Malaysia: A Social Network Analysis , 2020 .

[44]  Weng Marc Lim,et al.  Barriers to Workforce Re-Entry among Single Mothers: Insights from Urban Areas in Sarawak, Malaysia , 2020 .

[45]  M. S. Balaji,et al.  Student Interactions in Online Discussion Forum: Empirical Research from "Media Richness Theory" Perspective. , 2010 .

[46]  Shabnam Ozlati,et al.  Motivation, Trust, Leadership, and Technology: Predictors of Knowledge Sharing Behavior in the Workplace , 2012 .

[47]  Ibrahim M. Al-Jabri,et al.  Social networking, knowledge sharing, and student learning: The case of university students , 2016, Comput. Educ..

[48]  Qiang Hao,et al.  Consuming, sharing, and creating content: How young students use new social media in and outside school , 2016, Comput. Hum. Behav..

[49]  Muhammad Usman Riaz,et al.  The moderating role of intrinsic motivation in cloud computing adoption in online education in a developing country: a structural equation model , 2019, Asia Pacific Education Review.

[50]  Moya L. Alfonso,et al.  Examining Whether the Social Cognitive Theory Concepts Predict Childhood Obesity Prevention Outcome Expectations , 2020, International quarterly of community health education.

[51]  Vimala Balakrishnan,et al.  Students' learning styles and their effects on the use of social media technology for learning , 2016, Telematics Informatics.

[52]  Jeffrey A. Hall When is social media use social interaction? Defining mediated social interaction , 2018, New Media Soc..

[53]  Y. Peled,et al.  From a passive information consumer to a critically thinking learner , 2020 .

[54]  J. Goldie,et al.  Connectivism: A knowledge learning theory for the digital age? , 2016, Medical teacher.

[55]  C. Fornell,et al.  Evaluating structural equation models with unobservable variables and measurement error. , 1981 .

[57]  Victoria Marín-Juarros,et al.  Uso de Twitter en Educación Superior en España y Estados Unidos , 2017 .

[58]  Adarsh S. Patel,et al.  A Survey on Role of Intelligent Community and Social Networking to Enhance Learning Process of Students and Professionals , 2013 .

[59]  Margaret Lloyd,et al.  Evaluating teacher and learner readiness to use Facebook in an Australian vocational setting , 2019 .

[60]  R. McCrae,et al.  Personality and Culture Revisited: Linking Traits and Dimensions of Culture , 2004 .

[61]  M. R. A. Hamid,et al.  Discriminant Validity Assessment: Use of Fornell & Larcker criterion versus HTMT Criterion , 2017 .

[62]  L. Blaj-Ward,et al.  Engaging students as digital citizens , 2019, Higher Education Research & Development.

[63]  Eiko I. Fried,et al.  Social media and depression symptoms: A network perspective. , 2019, Journal of experimental psychology. General.

[64]  Gerald C. Kane,et al.  The Contradictory Influence of Social Media Affordances on Online Communal Knowledge Sharing , 2013, J. Comput. Mediat. Commun..

[65]  Naresh K. Malhotra,et al.  Common Method Variance in IS Research: A Comparison of Alternative Approaches and a Reanalysis of Past Research , 2006, Manag. Sci..

[66]  Ángel Pérez-Pueyo,et al.  Social networks to promote motivation and learning in higher education from the students’ perspective , 2019, Innovations in Education and Teaching International.

[67]  Yu-chu Yeh,et al.  Knowledge management in blended learning: Effects on professional development in creativity instruction , 2011, Comput. Educ..

[68]  M.P Low,et al.  Brand image as the competitive edge for hospitals in medical tourism , 2020 .

[69]  Muhammad Naeem,et al.  Do social networking applications support the antecedents of knowledge sharing practices? , 2019, VINE Journal of Information and Knowledge Management Systems.

[70]  Y. Cleary Fostering Communities of Inquiry and Connectivism in Online Technical Communication Programs and Courses , 2021 .

[71]  Chin-Lung Hsu,et al.  Acceptance of blog usage: The roles of technology acceptance, social influence and knowledge sharing motivation , 2008, Inf. Manag..

[72]  Hsin Hsin Chang,et al.  Social capital and individual motivations on knowledge sharing: Participant involvement as a moderator , 2011, Inf. Manag..

[73]  E. Wagenmakers,et al.  Quantifying Support for the Null Hypothesis in Psychology: An Empirical Investigation , 2018, Advances in Methods and Practices in Psychological Science.

[74]  Shin-Yuan Hung,et al.  Knowledge-sharing motivations affecting R&D employees' acceptance of electronic knowledge repository , 2011, Behav. Inf. Technol..

[75]  Fatemeh Saghafi,et al.  A multidimensional model of knowledge sharing behavior in mobile social networks , 2019, Kybernetes.

[76]  Mohammad Nazir Ahmad,et al.  Social media for knowledge-sharing: A systematic literature review , 2018, Telematics Informatics.

[77]  Chi-Un Lei,et al.  Using Web 2.0 tools to enhance learning in higher education: a case study in technological education , 2012 .

[78]  Joseph F. Hair,et al.  Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research , 2014 .

[79]  Weng Marc Lim Antecedents and consequences of e-shopping: an integrated model , 2015, Internet Res..

[80]  Reynol Junco,et al.  Too much face and not enough books: The relationship between multiple indices of Facebook use and academic performance , 2012, Comput. Hum. Behav..

[81]  Han Zhang,et al.  Knowledge sharing in online health communities: A social exchange theory perspective , 2016, Inf. Manag..

[82]  Allan Hoi Kau Yuen,et al.  Understanding online knowledge sharing: An interpersonal relationship perspective , 2010, Comput. Educ..

[83]  M. Sarstedt,et al.  A new criterion for assessing discriminant validity in variance-based structural equation modeling , 2015 .

[84]  Shlomo Back,et al.  Connectivism: Networks, Knowledge, and Learning , 2020 .

[85]  Reynol Junco,et al.  Student class standing, Facebook use, and academic performance , 2015 .

[86]  A. Bandura Social Cognitive Theory of Mass Communication , 2001 .

[87]  楊亨利,et al.  EFFECTS OF SOCIAL NETWORK ON STUDENTS’ PERFORMANCE: A WEB-BASED FORUM STUDY IN TAIWAN , 2019, Online Learning.

[88]  H. Raghav Rao,et al.  Factors Affecting Bloggers' Knowledge Sharing: An Investigation Across Gender , 2011, J. Manag. Inf. Syst..

[89]  Elio F Spinello,et al.  Connectivism and leadership: harnessing a learning theory for the digital age to redefine leadership in the twenty-first century , 2020, Heliyon.

[90]  Weng Marc Lim,et al.  Toward a conceptual framework for social media adoption by non-urban communities for non-profit activities: Insights from an integration of grand theories of technology acceptance , 2019, Australas. J. Inf. Syst..

[91]  Chun-Ming Chang,et al.  Knowledge sharing behavior in virtual communities: The relationship between trust, self-efficacy, and outcome expectations , 2007, Int. J. Hum. Comput. Stud..

[92]  James Gaskin,et al.  The Moderating Effect of Benevolence on the Impact of Organisational Culture on Employee Creativity , 2018, Journal of Business Research.

[93]  Ana Nobre The Pedagogy That Makes the Students Act Collaboratively and Open Educational Practices , 2020 .

[94]  Aftab Alam,et al.  Confluence of social network, social question and answering community, and user reputation model for information seeking and experts generation , 2017, J. Inf. Sci..

[95]  Evren Eryilmaz,et al.  How media choice affects learner interactions in distance learning classes , 2014, Comput. Educ..

[96]  Mohd Shahizan Othman,et al.  A model of factors affecting learning performance through the use of social media in Malaysian higher education , 2018, Comput. Educ..

[97]  Marko Sarstedt,et al.  PLS-SEM: Indeed a Silver Bullet , 2011 .

[98]  Michael Hammond,et al.  Learning through online discussion: A case of triangulation in research , 2005 .

[99]  Z. Bhatti,et al.  How Perceived Corporate Social Responsibility Affects Employee Cynicism: The Mediating Role of Organizational Trust , 2018, Journal of Business Ethics.

[100]  Florian Schuberth,et al.  How to perform and report an impactful analysis using partial least squares: Guidelines for confirmatory and explanatory IS research , 2020, Inf. Manag..

[101]  Tsai-Hsin Chu,et al.  Exploring knowledge contribution from an OCB perspective , 2007, Inf. Manag..

[102]  S. Chu Learning Theories and Social Media , 2020 .