Working with Friends: Unveiling Working Affinity Features from Facebook Data

College students often have to team up for classprojects, and they select each other based not only onpast performance (e.g., grades) but also on whetherthey get along (e.g., whether they trust each other).There has not been any study on the relationshipbetween team formation for class projects and socialmedia. To fix that, we ask a group of university studentsto tell us with whom they wish to work, gather theironline Facebook data, and test the predictors of teamformation. We find that self-organized selection ofteam members does not strongly depend on pastgrades but rather on Facebook-derived proxies fortie strength, popularity, and homophily. These resultshave important theoretical implications for the teamformation literature and practical implications foronline educational platforms.

[1]  S. Myers,et al.  An Initial Examination of College Students' Expressions of Affection Through Facebook , 2011 .

[2]  David Easley,et al.  Networks, Crowds, and Markets - Reasoning About a Highly Connected World , 2010 .

[3]  Eric Gilbert,et al.  Predicting tie strength with social media , 2009, CHI.

[4]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[5]  W. Revelle,et al.  The measurement of extroversion: A comparison of the Eysenck Personality Inventory and the Eysenck Personality Questionnaire , 1981 .

[6]  J. Kleinberg,et al.  Networks, Crowds, and Markets , 2010 .

[7]  M. Ashton,et al.  What is the central feature of extraversion? Social attention versus reward sensitivity. , 2002, Journal of personality and social psychology.

[8]  Hans J. Eysenck,et al.  Readings in extraversion-introversion , 1971 .

[9]  Yiming Yang,et al.  A Comparative Study on Feature Selection in Text Categorization , 1997, ICML.

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

[11]  Cheng Li,et al.  When a friend in Twitter is a friend in life , 2012, WebSci '12.

[12]  G. Labianca,et al.  A Multilevel Model of Group Social Capital , 2006 .

[13]  Jennifer Neville,et al.  Modeling relationship strength in online social networks , 2010, WWW '10.

[14]  Sancho Salcedo-Sanz,et al.  Team formation based on group technology: a hybrid grouping genetic algorithm approach , 2011, IEEE Engineering Management Review.

[15]  Christopher J. Fariss,et al.  Inferring Tie Strength from Online Directed Behavior , 2013, PloS one.

[16]  Ronald G. Askin,et al.  Forming effective worker teams with multi-functional skill requirements , 2005, Comput. Ind. Eng..

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

[18]  Li Lin,et al.  Modeling team member characteristics for the formation of a multifunctional team in concurrent engineering , 2004, IEEE Transactions on Engineering Management.

[19]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.