PreDiKT‐OnOff: A complex adaptive approach to study the impact of digital social networks on Pakistani students' personal and social life

The growing popularity of Digital Social Networks (DSNs) among young students demands an introspection of its impact across different dimensions, such as students' academic performance and daily life. The results of the existing literature on the issue vary across societies due to differences in cultural and religious values. This research aims to examine the social network usage among students to analyze their bonding within their social and personal lives. As a case study, we selected Pakistani students as a convenient sample. Multiple social aspects like in‐person interaction of students with their family members, physical activities, religious knowledge, social capital, and level of students' trust in DSNs are considered. Considering the complex nature of the network, a Complex Adaptive System (CAS) approach is used to model the relationships between different nodes of the network. In addition, Linear Regression models are created to predict a node from the combination of different nodes based on their relationships.

[1]  A. Joshi,et al.  Likert Scale: Explored and Explained , 2015 .

[2]  Sanjukta A. Pookulangara,et al.  Cultural influence on consumers' usage of social networks and its' impact on online purchase intentions , 2011 .

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

[4]  Petter Bae Brandtzæg,et al.  Towards a unified Media-User Typology (MUT): A meta-analysis and review of the research literature on media-user typologies , 2010, Comput. Hum. Behav..

[5]  Ethan A. Kolek,et al.  Online Disclosure: An Empirical Examination of Undergraduate Facebook Profiles , 2008 .

[6]  Hemant Purohit,et al.  Generic architecture of a social media-driven intervention support system for smart cities , 2018, ICDCN Workshops.

[7]  Jason Brownlee,et al.  Complex adaptive systems , 2007 .

[8]  sennis About the sample size calculator , 2017 .

[9]  Heidi A. Campbell Understanding the Relationship between Religion Online and Offline in a Networked Society , 2012 .

[10]  Rajkumar Buyya,et al.  FOCAN: A Fog-supported Smart City Network Architecture for Management of Applications in the Internet of Everything Environments , 2017, J. Parallel Distributed Comput..

[11]  Peter-Paul van Maanen,et al.  An agent-based approach to modeling online social influence , 2013, 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2013).

[12]  Enzo Baccarelli,et al.  FLAPS: bandwidth and delay-efficient distributed data searching in Fog-supported P2P content delivery networks , 2017, The Journal of Supercomputing.

[13]  Jih-Hsin Tang,et al.  Personality traits, interpersonal relationships, online social support, and Facebook addiction , 2016, Telematics Informatics.

[14]  Elizabeth A. Necka,et al.  Loneliness and Social Internet Use: Pathways to Reconnection in a Digital World? , 2018, Perspectives on psychological science : a journal of the Association for Psychological Science.

[15]  R. Garland The Mid-Point on a Rating Scale: Is it Desirable? , 1991 .

[16]  Aric Sigman,et al.  Well connected ? The biological implications of ‘ social networking , 2009 .

[17]  Alon Hasgall,et al.  Digital social networks as complex adaptive systems , 2013 .

[18]  Eric T. G. Wang,et al.  Understanding knowledge sharing in virtual communities: An integration of social capital and social cognitive theories , 2006, Decis. Support Syst..

[19]  Ronald E. Rice,et al.  Mediated disclosure on Twitter: The roles of gender and identity in boundary impermeability, valence, disclosure, and stage , 2013, Comput. Hum. Behav..

[20]  G. S. O'Keeffe,et al.  The Impact of Social Media on Children, Adolescents, and Families , 2011, Pediatrics.

[21]  Robert E. Kraut,et al.  Growing closer on facebook: changes in tie strength through social network site use , 2014, CHI.

[22]  George Lekakos,et al.  Analysis of Social Network Dynamics with Models from the Theory of Complex Adaptive Systems , 2013, I3E.

[23]  Daejoong Kim,et al.  Acceptance and rejection of mobile TV among young adults: A case of college students in South Korea , 2011, Telematics Informatics.

[24]  M. Tavakol,et al.  Making sense of Cronbach's alpha , 2011, International journal of medical education.

[25]  Elizabeth A. Cudney,et al.  Improving knowledge sharing in healthcare through social network analysis , 2014 .

[26]  Sabrina C. Eimler,et al.  Men Are from Mars, Women Are from Venus? Examining Gender Differences in Self-Presentation on Social Networking Sites , 2012, Cyberpsychology Behav. Soc. Netw..

[27]  Mohammad Salehan,et al.  Social networking on smartphones: When mobile phones become addictive , 2013, Comput. Hum. Behav..

[28]  Manfred Tscheligi,et al.  Personality traits, usage patterns and information disclosure in online communities , 2009, BCS HCI.

[29]  E. Morrison,et al.  NEWCOMERS' RELATIONSHIPS: THE ROLE OF SOCIAL NETWORK TIES DURING SOCIALIZATION , 2002 .

[30]  Katelyn Y. A. McKenna,et al.  The internet and social life. , 2004, Annual review of psychology.

[31]  J. Lanigan,et al.  A Sociotechnological Model for Family Research and Intervention: How Information and Communication Technologies Affect Family Life , 2009 .

[32]  Kerk F. Kee,et al.  Is There Social Capital in a Social Network Site?: Facebook Use and College Students’ Life Satisfaction, Trust, and Participation 1 , 2009 .

[33]  Gina Masullo Chen Revisiting the social enhancement hypothesis: Extroversion indirectly predicts number of Facebook friends operating through Facebook usage , 2014, Comput. Hum. Behav..

[34]  Chun Wong,et al.  Modeling complex systems with adaptive networks , 2013, Comput. Math. Appl..

[35]  Sahar Khamis,et al.  Religion in the Virtual Public Sphere: The Case of Islam , 2009 .

[36]  Z. Sathar,et al.  Youth in Pakistan: Priorities, realities and policy responses , 2016 .

[37]  Amir Hussain,et al.  Cognitive Agent-based Computing-I , 2013, SpringerBriefs in Cognitive Computation.

[38]  Craig Ross,et al.  Personality and motivations associated with Facebook use , 2009, Comput. Hum. Behav..

[39]  ChenGina Masullo Revisiting the social enhancement hypothesis , 2014 .

[40]  M. Pujazon-Zazik,et al.  To Tweet, or Not to Tweet: Gender Differences and Potential Positive and Negative Health Outcomes of Adolescents’ Social Internet Use , 2010, American journal of men's health.

[41]  Muaz A. Niazi,et al.  Complex Adaptive Systems Modeling: A multidisciplinary Roadmap , 2013, Complex Adapt. Syst. Model..

[42]  Anne L. Cummings,et al.  Research and Theory: Relationships Among Spirituality, Social Support and Childhood Maltreatment in University Students , 2003 .

[43]  Kerk F. Kee,et al.  Being Immersed in Social Networking Environment: Facebook Groups, Uses and Gratifications, and Social Outcomes , 2009, Cyberpsychology Behav. Soc. Netw..

[44]  S. Javali,et al.  Effect Of Varying Sample Size In Estimation Of Reliability Coefficients Of Internal Consistency , 2011 .

[45]  Christian Stary,et al.  What is interaction science? Revisiting the aims and scope of JoIS , 2016, Journal of Interaction Science.

[46]  Mohamed Khalifa,et al.  FACEBOOK USAGE AMONG ARABIC COLLEGE STUDENTS: PRELIMINARY FINDINGS ON GENDER DIFFERENCES , 2010 .

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

[48]  Muaz A. Niazi,et al.  Multidisciplinary applications of complex networks modeling, simulation, visualization, and analysis , 2013, Complex Adapt. Syst. Model..

[49]  Muaz A. Niazi,et al.  Cognitive Agent-based Computing-I: A Unified Framework for Modeling Complex Adaptive Systems using Agent-based & Complex Network-based Methods , 2012 .

[50]  Yair Amichai-Hamburger,et al.  Social network use and personality , 2010, Comput. Hum. Behav..

[51]  Ayelet Gur,et al.  Personal and social life of Israeli aging mothers to adult children with intellectual disabilities: differences related to family status and living arrangement , 2016, International journal of developmental disabilities.

[52]  Ashish Verma,et al.  Going Social: The Impact of Social Networking in Promoting Education. , 2012 .

[53]  Daniel Z. Levin,et al.  The Strength of Weak Ties You Can Trust: The Mediating Role of Trust in Effective Knowledge Transfer , 2004, Manag. Sci..

[54]  Sonja Grabner-Kräuter,et al.  Web 2.0 Social Networks: The Role of Trust , 2009 .

[55]  Cliff Lampe,et al.  The Benefits of Facebook "Friends: " Social Capital and College Students' Use of Online Social Network Sites , 2007, J. Comput. Mediat. Commun..

[56]  S. Hjarvard The mediatisation of religion: Theorising religion, media and social change , 2011 .