Making friends and communicating on Facebook: Implications for the access to social capital

Abstract In this paper, we explore the dynamics of access to social capital on Facebook. Existing approaches to network-based social capital measures are adapted to the case of Facebook and applied to the friendship and communication data of 438,851 users. These measures are correlated to user data in order to identify advantageous behavior for optimizing the possible access to social capital. We find that the access to social capital on Facebook is primarily based on a reasonable amount of active communication. Exaggerated friending and posting behavior can deteriorate the access to social capital. Furthermore, we investigate which kinds of posts are most advantageous as well as questions of homophily based on social capital.

[1]  Zack W. Almquist Random errors in egocentric networks , 2012, Soc. Networks.

[2]  Pasquale De Meo,et al.  Extraction and Analysis of Facebook Friendship Relations , 2012, Computational Social Networks.

[3]  Robin I. M. Dunbar Social cognition on the Internet: testing constraints on social network size , 2012, Philosophical Transactions of the Royal Society B: Biological Sciences.

[4]  Jure Leskovec,et al.  Planetary-scale views on a large instant-messaging network , 2008, WWW.

[5]  Sankara Subramanian,et al.  A Study on the Impact of Facebook Usage on Student's Social Capital and Academic Performance , 2012, AMCIS.

[6]  C. Kleck,et al.  The Company You Keep and the Image You Project: Putting Your Best Face Forward in Online Social Networks , 2007 .

[7]  Martina Morris,et al.  A statnet Tutorial. , 2008, Journal of statistical software.

[8]  Salvatore Catanese,et al.  Crawling Facebook for social network analysis purposes , 2011, WIMS '11.

[9]  Krishna P. Gummadi,et al.  Measuring User Influence in Twitter: The Million Follower Fallacy , 2010, ICWSM.

[10]  Cliff Lampe,et al.  Connection strategies: Social capital implications of Facebook-enabled communication practices , 2011, New Media Soc..

[11]  S. Borgatti,et al.  Network Measures of Social Capital , 2012 .

[12]  A. Portes Social Capital: Its Origins and Applications in Modern Sociology , 1998 .

[13]  Valentin Schöndienst,et al.  Investigating the relationship between number of friends, posting frequency and received feedback on Facebook , 2011, AMCIS.

[14]  Lars Backstrom,et al.  The Anatomy of the Facebook Social Graph , 2011, ArXiv.

[15]  Robert E. Kraut,et al.  Social capital on facebook: differentiating uses and users , 2011, CHI.

[16]  James A. Danowski,et al.  The Faces of Facebookers: Investigating Social Enhancement and Social Compensation Hypotheses; Predicting FacebookTM and Offline Popularity from Sociability and Self-Esteem, and Mapping the Meanings of Popularity with Semantic Networks , 2008, J. Comput. Mediat. Commun..

[17]  Minas Gjoka,et al.  Walking in Facebook: A Case Study of Unbiased Sampling of OSNs , 2010, 2010 Proceedings IEEE INFOCOM.

[18]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[19]  Luigi Bonetti,et al.  The Relationship of Loneliness and Social Anxiety with Children's and Adolescents' Online Communication , 2010, Cyberpsychology Behav. Soc. Netw..

[20]  William N. Venables,et al.  Modern Applied Statistics with S , 2010 .

[21]  Ee-Peng Lim,et al.  Influentials, Novelty, and Social Contagion: The Viral Power of Average Friends, Close Communities, and Old News , 2012, Soc. Networks.

[22]  Sang-Hee Park,et al.  Photograph Use on Social Network Sites among South Korean College Students: The Role of Public and Private Self-Consciousness , 2008, Cyberpsychology Behav. Soc. Netw..

[23]  Amanda L. Forest,et al.  When Social Networking Is Not Working , 2012, Psychological science.

[24]  R. Burt The Network Structure Of Social Capital , 2000 .

[25]  Nitin Agarwal,et al.  A study of homophily on social media , 2012, World Wide Web.

[26]  Peter R. Monge,et al.  Theories of Communication Networks , 2003 .

[27]  D. Cox,et al.  An Analysis of Transformations , 1964 .

[28]  P. Valkenburg,et al.  Preadolescents' and adolescents' online communication and their closeness to friends. , 2007, Developmental psychology.

[29]  Kevin Lewis,et al.  Beyond and Below Racial Homophily: ERG Models of a Friendship Network Documented on Facebook1 , 2010, American Journal of Sociology.

[30]  Carter T. Butts,et al.  Social Network Analysis with sna , 2008 .

[31]  Steven B. Andrews,et al.  Structural Holes: The Social Structure of Competition , 1995, The SAGE Encyclopedia of Research Design.

[32]  Minas Gjoka,et al.  Practical Recommendations on Crawling Online Social Networks , 2011, IEEE Journal on Selected Areas in Communications.

[33]  Brandon Van Der Heide,et al.  Too Much of a Good Thing? The Relationship Between Number of Friends and Interpersonal Impressions on Facebook , 2008, J. Comput. Mediat. Commun..

[34]  E. Mazur,et al.  Adolescents' and Emerging Adults' Social Networking Online: Homophily or Diversity? , 2011 .

[35]  Emily Christofides,et al.  Information Disclosure and Control on Facebook: Are They Two Sides of the Same Coin or Two Different Processes? , 2009, Cyberpsychology Behav. Soc. Netw..

[36]  M. Thelwall Homophily in MySpace , 2009, J. Assoc. Inf. Sci. Technol..

[37]  A. Zeileis,et al.  Regression Models for Count Data in R , 2008 .

[38]  Chen-Nee Chuah,et al.  Unveiling facebook: a measurement study of social network based applications , 2008, IMC '08.

[39]  Touradj Ebrahimi,et al.  Social game epitome versus automatic visual analysis , 2011, 2011 IEEE International Conference on Multimedia and Expo.

[40]  Feng-Yang Kuo,et al.  Can Blogging Enhance Subjective Well-Being Through Self-Disclosure? , 2009, Cyberpsychology Behav. Soc. Netw..

[41]  Stephanie Tom Tong,et al.  The Role of Friends’ Appearance and Behavior on Evaluations of Individuals on Facebook: Are We Known by the Company We Keep? , 2008 .

[42]  Judith Donath,et al.  Public Displays of Connection , 2004 .

[43]  Steven Walczak,et al.  Unfriending on Facebook: Friend Request and Online/Offline Behavior Analysis , 2011, 2011 44th Hawaii International Conference on System Sciences.

[44]  Robin I. M. Dunbar Neocortex size as a constraint on group size in primates , 1992 .

[45]  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 .

[46]  N. Lin Buidling a Network Theory of Social Capital , 1999, Connections.

[47]  N. Ellison,et al.  Social capital, self-esteem, and use of online social network sites: A longitudinal analysis , 2008 .

[48]  Ellen Isaacs,et al.  Faceplant: Impression (Mis)management in Facebook Status Updates , 2010, ICWSM.

[49]  Alessandro Acquisti,et al.  Imagined Communities: Awareness, Information Sharing, and Privacy on the Facebook , 2006, Privacy Enhancing Technologies.

[50]  Bernardo A. Huberman,et al.  Rhythms of social interaction: messaging within a massive online network , 2006, ArXiv.

[51]  Michael Szell,et al.  Measuring social dynamics in a massive multiplayer online game , 2009, Soc. Networks.

[52]  Guojun Wang,et al.  Evaluating User Community Influence in Online Social Networks , 2012, 2012 IEEE 11th International Conference on Trust, Security and Privacy in Computing and Communications.

[53]  Michael Trusov,et al.  Determining Influential Users in Internet Social Networks , 2010 .

[54]  Jocelyn M. DeGroot,et al.  Attitudes Toward Online Social Connection and Self-Disclosure as Predictors of Facebook Communication and Relational Closeness , 2011, Commun. Res..

[55]  Krishna P. Gummadi,et al.  On the evolution of user interaction in Facebook , 2009, WOSN '09.

[56]  Sonja Utz,et al.  Show me your friends and I will tell you what type of person you are: How one's profile, number of friends, and type of friends influence impression formation on social network sites , 2010, J. Comput. Mediat. Commun..

[57]  Mike Thelwall Emotion Homophily in Social Network Site Messages , 2010, First Monday.

[58]  Cliff Lampe,et al.  Privacy in Interaction: Exploring Disclosure and Social Capital in Facebook , 2012, ICWSM.

[59]  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..

[60]  Sarah A. Birnie,et al.  Psychological Predictors of Internet Social Communication , 2006, J. Comput. Mediat. Commun..

[61]  Krishna P. Gummadi,et al.  Measurement and analysis of online social networks , 2007, IMC '07.

[62]  Sanford Weisberg,et al.  An R Companion to Applied Regression , 2010 .

[63]  Ebru Akcapinar Sezer,et al.  Identification of User Patterns in Social Networks by Data Mining Techniques: Facebook Case , 2010 .

[64]  J. Coleman,et al.  Social Capital in the Creation of Human Capital , 1988, American Journal of Sociology.

[65]  Pei-Luen Patrick Rau,et al.  Relationship between the level of intimacy and lurking in online social network services , 2008, Comput. Hum. Behav..

[66]  Athina Markopoulou,et al.  Towards Unbiased BFS Sampling , 2011, IEEE Journal on Selected Areas in Communications.

[67]  Robert Huckfeldt,et al.  Social Capital, Social Networks, and Political Participation , 1998 .

[68]  P. Adler,et al.  Social Capital: Prospects for a New Concept , 2002 .

[69]  Robert D. Putnam,et al.  Bowling alone: the collapse and revival of American community , 2000, CSCW '00.

[70]  Minas Gjoka,et al.  Multigraph Sampling of Online Social Networks , 2010, IEEE Journal on Selected Areas in Communications.

[71]  Ben Y. Zhao,et al.  User interactions in social networks and their implications , 2009, EuroSys '09.

[72]  Nicole B. Ellison,et al.  The Ties That Bond: Re-Examining the Relationship between Facebook Use and Bonding Social Capital , 2011, 2011 44th Hawaii International Conference on System Sciences.

[73]  Karren Young Social Ties, Social Networks And The Facebook Experience , 2011 .

[74]  N. Lin Social Capital: A Theory of Social Structure and Action , 2001 .

[75]  J. Sobel Can We Trust Social Capital , 2002 .