Wisdom in the social crowd: an analysis of quora

Efforts such as Wikipedia have shown the ability of user communities to collect, organize and curate information on the Internet. Recently, a number of question and answer (Q&A) sites have successfully built large growing knowledge repositories, each driven by a wide range of questions and answers from its users community. While sites like Yahoo Answers have stalled and begun to shrink, one site still going strong is Quora, a rapidly growing service that augments a regular Q&A system with social links between users. Despite its success, however, little is known about what drives Quora's growth, and how it continues to connect visitors and experts to the right questions as it grows. In this paper, we present results of a detailed analysis of Quora using measurements. We shed light on the impact of three different connection networks (or graphs) inside Quora, a graph connecting topics to users, a social graph connecting users, and a graph connecting related questions. Our results show that heterogeneity in the user and question graphs are significant contributors to the quality of Quora's knowledge base. One drives the attention and activity of users, and the other directs them to a small set of popular and interesting questions.

[1]  Meredith Ringel Morris,et al.  What do people ask their social networks, and why?: a survey study of status message q&a behavior , 2010, CHI.

[2]  Eugene Agichtein,et al.  Discovering authorities in question answer communities by using link analysis , 2007, CIKM '07.

[3]  Gang Wang,et al.  Serf and turf: crowdturfing for fun and profit , 2011, WWW.

[4]  Damon Horowitz,et al.  The anatomy of a large-scale social search engine , 2010, WWW '10.

[5]  F. Maxwell Harper,et al.  Facts or friends?: distinguishing informational and conversational questions in social Q&A sites , 2009, CHI.

[6]  Irwin King,et al.  Routing questions to appropriate answerers in community question answering services , 2010, CIKM.

[7]  James W. Pennebaker,et al.  Predicting the perceived quality of online mathematics contributions from users' reputations , 2011, CHI.

[8]  David R. Karger,et al.  Tie strength in question & answer on social network sites , 2012, CSCW '12.

[9]  Ben Y. Zhao,et al.  Uncovering social network Sybils in the wild , 2011, ACM Trans. Knowl. Discov. Data.

[10]  Kristina Lerman,et al.  Analysis of social voting patterns on digg , 2008, WOSN '08.

[11]  Lada A. Adamic,et al.  Knowledge sharing and yahoo answers: everyone knows something , 2008, WWW.

[12]  Ed H. Chi,et al.  Is Twitter a Good Place for Asking Questions? A Characterization Study , 2011, ICWSM.

[13]  Mark S. Ackerman,et al.  Expertise networks in online communities: structure and algorithms , 2007, WWW '07.

[14]  Natasa Milic-Frayling,et al.  Socializing or knowledge sharing?: characterizing social intent in community question answering , 2009, CIKM.

[15]  Gang Wang,et al.  Social Turing Tests: Crowdsourcing Sybil Detection , 2012, NDSS.

[16]  Idan Szpektor,et al.  Learning from the past: answering new questions with past answers , 2012, WWW.

[17]  Jure Leskovec,et al.  Discovering value from community activity on focused question answering sites: a case study of stack overflow , 2012, KDD.

[18]  Jeffrey Pomerantz,et al.  Evaluating and predicting answer quality in community QA , 2010, SIGIR.

[19]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[20]  W. Bruce Croft,et al.  A framework to predict the quality of answers with non-textual features , 2006, SIGIR.

[21]  Lena Mamykina,et al.  Design lessons from the fastest q&a site in the west , 2011, CHI.

[22]  Joseph A. Konstan,et al.  Evolution of Experts in Question Answering Communities , 2012, ICWSM.

[23]  Natasa Milic-Frayling,et al.  Social Tagging Behaviour in Community-Driven Question Answering , 2008, 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.

[24]  Scott Counts,et al.  mimir: a market-based real-time question and answer service , 2009, CHI.

[25]  Ed H. Chi,et al.  Who is Authoritative? Understanding Reputation Mechanisms in Quora , 2012, ArXiv.

[26]  Sheizaf Rafaeli,et al.  Predictors of answer quality in online Q&A sites , 2008, CHI.

[27]  Michael R. Lyu,et al.  Analyzing and predicting question quality in community question answering services , 2012, WWW.

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

[29]  George Karypis,et al.  Multilevel k-way Partitioning Scheme for Irregular Graphs , 1998, J. Parallel Distributed Comput..

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