메뉴 건너뛰기




Volumn 18, Issue 5, 2015, Pages 583-594

Bigger sociological imaginations: framing big social data theory and methods

Author keywords

big data; data science; social theory; sociology

Indexed keywords


EID: 84928754901     PISSN: 1369118X     EISSN: 14684462     Source Type: Journal    
DOI: 10.1080/1369118X.2015.1008543     Document Type: Article
Times cited : (46)

References (61)
  • 1
    • 84928764849 scopus 로고    scopus 로고
    • The end of theory. Wired Magazine16(7
    • Anderson, C. (2008). The end of theory. Wired Magazine16(7).
    • (2008)
    • Anderson, C.1
  • 2
    • 84928756915 scopus 로고    scopus 로고
    • January, Stop hyping big data and start paying attention to ‘long data’. Wired. Retrieved from
    • Arbesman, S. (2013, January 29). Stop hyping big data and start paying attention to ‘long data’. Wired. Retrieved from http://www.wired.com/2013/01/forget-big-data-think-long-data/
    • (2013)
    • Arbesman, S.1
  • 4
    • 79952397059 scopus 로고    scopus 로고
    • Everyone's an influencer: Quantifying influence on twitter. Proceedings of the fourth ACM international conference on Web search and data mining, Hong Kong (pp. 65–74
    • Bakshy, E., Hofman, J. M., Mason, W. A., & Watts, D. J. (2011). Everyone's an influencer: Quantifying influence on twitter. Proceedings of the fourth ACM international conference on Web search and data mining, Hong Kong (pp. 65–74).
    • (2011)
    • Bakshy, E.1    Hofman, J.M.2    Mason, W.A.3    Watts, D.J.4
  • 5
    • 84928757254 scopus 로고    scopus 로고
    • Plus ça change? Remaking the city, ‘one site, one app, one click at a time’
    • Barns, S. (2014). Plus ça change? Remaking the city, ‘one site, one app, one click at a time’. City, 18(2), 226–229. doi: 10.1080/13604813.2014.896655
    • (2014) City , vol.18 , Issue.2 , pp. 226-229
    • Barns, S.1
  • 6
    • 84886256925 scopus 로고    scopus 로고
    • Making big data, in theory
    • Boellstorff, T. (2013). Making big data, in theory. First Monday, 18(10). Retrieved from http://firstmonday.org/ojs/index.php/fm/article/view/4869 doi: 10.5210/fm.v18i10.4869
    • (2013) First Monday , vol.18 , Issue.10
    • Boellstorff, T.1
  • 7
    • 79953102821 scopus 로고    scopus 로고
    • Twitter mood predicts the stock market
    • Bollen, J., Mao, H., & Zeng, X. (2011). Twitter mood predicts the stock market. Journal of Computational Science, 2(1), 1–8. doi: 10.1016/j.jocs.2010.12.007
    • (2011) Journal of Computational Science , vol.2 , Issue.1 , pp. 1-8
    • Bollen, J.1    Mao, H.2    Zeng, X.3
  • 8
    • 84861974217 scopus 로고    scopus 로고
    • Critical questions for big data: Provocations for a cultural, technological, and scholarly phenomenon
    • boyd, d., & Crawford, K. (2012). Critical questions for big data: Provocations for a cultural, technological, and scholarly phenomenon. Information, Communication, and Society, 15(5), 662–679. doi: 10.1080/1369118X.2012.678878
    • (2012) Information, Communication, and Society , vol.15 , Issue.5 , pp. 662-679
    • Boyd, D.1    Crawford, K.2
  • 9
    • 77951739184 scopus 로고    scopus 로고
    • Tweet, tweet, retweet: Conversational aspects of retweeting on twitter. 43rd Hawaii International Conference on Systems Sciences, Poipu, Kauai, Hawaii
    • boyd, d., Golder, S., & Lotan, G. (2010). Tweet, tweet, retweet: Conversational aspects of retweeting on twitter. 43rd Hawaii International Conference on Systems Sciences, Poipu, Kauai, Hawaii.
    • (2010)
    • Boyd, D.1    Golder, S.2    Lotan, G.3
  • 10
    • 84928762513 scopus 로고    scopus 로고
    • First steps in exploring the Australian twitter sphere. Mapping Online Publics. Retrieved from
    • Bruns, A. (2014). First steps in exploring the Australian twitter sphere. Mapping Online Publics. Retrieved from http://mappingonlinepublics.net/2014/08/04/first-steps-in-exploring-the-australian-twittersphere/
    • (2014)
    • Bruns, A.1
  • 11
    • 84884243734 scopus 로고    scopus 로고
    • Twitter archives and the challenges of ‘Big Social Data’ for media and communication research
    • Retrieved from
    • Burgess, J., & Bruns, A. (2012). Twitter archives and the challenges of ‘Big Social Data’ for media and communication research. M/C Journal, 15(5). Retrieved from http://journal.media-culture.org.au/index.php/mcjournal/article/viewArticle/561
    • (2012) M/C Journal , vol.15 , Issue.5
    • Burgess, J.1    Bruns, A.2
  • 12
    • 84890768200 scopus 로고    scopus 로고
    • Measuring user influence in Twitter: The million follower fallacy
    • Cha, M., Haddadi, H., Benevenuto, F., & Gummadi, P. K. (2010). Measuring user influence in Twitter: The million follower fallacy. ICWSM, 10, 10–17.
    • (2010) ICWSM , vol.10 , pp. 10-17
    • Cha, M.1    Haddadi, H.2    Benevenuto, F.3    Gummadi, P.K.4
  • 13
    • 84928768941 scopus 로고
    • Some far-out thoughts on computers
    • Retrieved from:
    • Clotworthy, O. (1962). Some far-out thoughts on computers. Studies in Intelligence, 6(4). Retrieved from: https://www.cia.gov/library/center-for-the-study-of-intelligence/csi-publications/csi-studies/studies/vol-56-no-4/pdfs/Clotworthy-Imaginative-Use-of-Computers.pdf
    • (1962) Studies in Intelligence , vol.6 , Issue.4
    • Clotworthy, O.1
  • 14
    • 84866661252 scopus 로고    scopus 로고
    • Data scientist: The sexiest job of the 21st century
    • Davenport, T. S., & Patil, D. J. (2012). Data scientist: The sexiest job of the 21st century. Harvard Business Review, 90, 70–76.
    • (2012) Harvard Business Review , vol.90 , pp. 70-76
    • Davenport, T.S.1    Patil, D.J.2
  • 17
  • 18
    • 84876345899 scopus 로고    scopus 로고
    • This protest will be tweeted: Twitter and protest policing during the Pittsburgh G20
    • Earl, J., McKee Hurwitz, H., Mejia Mesinas, A., Tolan, M., & Arlotti, A. (2013). This protest will be tweeted: Twitter and protest policing during the Pittsburgh G20. Information, Communication & Society, 16(4), 459–478. doi: 10.1080/1369118X.2013.777756
    • (2013) Information, Communication & Society , vol.16 , Issue.4 , pp. 459-478
    • Earl, J.1    McKee Hurwitz, H.2    Mejia Mesinas, A.3    Tolan, M.4    Arlotti, A.5
  • 20
    • 84907221135 scopus 로고    scopus 로고
    • Protecting human research participants in the age of big data
    • Fiske, S. T., & Hauser, R. M. (2014). Protecting human research participants in the age of big data. Proceedings of the National Academy of Sciences, 111(38), 13675–13676. doi: 10.1073/pnas.1414626111
    • (2014) Proceedings of the National Academy of Sciences , vol.111 , Issue.38 , pp. 13675-13676
    • Fiske, S.T.1    Hauser, R.M.2
  • 21
    • 84928765759 scopus 로고    scopus 로고
    • Big data and small: Collaborations between ethnographers and data scientists
    • Ford, H. (2014). Big data and small: Collaborations between ethnographers and data scientists. Big Data & Society, 1, 1–3. doi: 10.1177/2053951714544337
    • (2014) Big Data & Society , vol.1 , pp. 1-3
    • Ford, H.1
  • 22
    • 84928760050 scopus 로고    scopus 로고
    • April, #iranElection: Quantifying online activism. Proceedings of the WebSci 10: Extending the frontiers of society online, Raleigh, NC
    • Gaffney, D. (2010, April). #iranElection: Quantifying online activism. Proceedings of the WebSci 10: Extending the frontiers of society online, Raleigh, NC.
    • (2010)
    • Gaffney, D.1
  • 23
    • 77952158955 scopus 로고    scopus 로고
    • The politics of ‘platforms’
    • Gillespie, T. (2010). The politics of ‘platforms’. New Media & Society, 12(3), 347–364. doi: 10.1177/1461444809342738
    • (2010) New Media & Society , vol.12 , Issue.3 , pp. 347-364
    • Gillespie, T.1
  • 25
    • 0000429066 scopus 로고
    • A general model for the analysis of multilevel data
    • Goldstein, H., & McDonald, R. P. (1988). A general model for the analysis of multilevel data. Psychometrica, 53(4), 455–467. doi: 10.1007/BF02294400
    • (1988) Psychometrica , vol.53 , Issue.4 , pp. 455-467
    • Goldstein, H.1    McDonald, R.P.2
  • 26
    • 84880730600 scopus 로고    scopus 로고
    • Social science in the era of big data
    • González-Bailón, S. (2013). Social science in the era of big data. Policy & Internet, 5(2), 147–160. doi: 10.1002/1944-2866.POI328
    • (2013) Policy & Internet , vol.5 , Issue.2 , pp. 147-160
    • González-Bailón, S.1
  • 27
    • 77953767524 scopus 로고    scopus 로고
    • Stopping spyware at the gate: A user study of privacy, notice and spyware. Proceedings of the 2005 symposium on usable privacy and security, Pittsburgh, PA (pp. 43–52
    • Good, N., Dhamija, R., Grossklags, J., Thaw, D., Aronowitz, S., Mulligan, D., & Konstan, J. (2005). Stopping spyware at the gate: A user study of privacy, notice and spyware. Proceedings of the 2005 symposium on usable privacy and security, Pittsburgh, PA (pp. 43–52).
    • (2005)
    • Good, N.1    Dhamija, R.2    Grossklags, J.3    Thaw, D.4    Aronowitz, S.5    Mulligan, D.6    Konstan, J.7
  • 28
    • 34247960076 scopus 로고
    • The strength of weak ties
    • Granovetter, M. S. (1973). The strength of weak ties. American Journal of Sociology, 78(6), 1360–1380. doi: 10.1086/225469
    • (1973) American Journal of Sociology , vol.78 , Issue.6 , pp. 1360-1380
    • Granovetter, M.S.1
  • 29
    • 84928765940 scopus 로고    scopus 로고
    • Twitter as the people's microphone: Emergence of authorities during protest tweeting
    • McCaughey M., (ed), London: Routledge
    • Halavais, A., & Garrido, M. (2014). Twitter as the people's microphone: Emergence of authorities during protest tweeting. In M. McCaughey (Ed.), Cyberactivism on the participatory web (pp. 117–139). London: Routledge.
    • (2014) Cyberactivism on the participatory web , pp. 117-139
    • Halavais, A.1    Garrido, M.2
  • 31
    • 58449115775 scopus 로고    scopus 로고
    • Social networks that matter: Twitter under the microscope
    • Retrieved from
    • Huberman, B., Romero, D. M., & Wu, F. (2009). Social networks that matter: Twitter under the microscope. First Monday, 14(1). Retrieved from http://firstmonday.org/article/view/2317/2063
    • (2009) First Monday , vol.14 , Issue.1
    • Huberman, B.1    Romero, D.M.2    Wu, F.3
  • 32
    • 78650183806 scopus 로고    scopus 로고
    • Twitter adoption and use in mass convergence and emergency events
    • Hughes, A. L., & Palen, L. (2009). Twitter adoption and use in mass convergence and emergency events. International Journal of Emergency Management, 6(3), 248–260. doi: 10.1504/IJEM.2009.031564
    • (2009) International Journal of Emergency Management , vol.6 , Issue.3 , pp. 248-260
    • Hughes, A.L.1    Palen, L.2
  • 33
    • 69149090568 scopus 로고    scopus 로고
    • The pathologies of big data
    • Jacobs, A. (2009). The pathologies of big data. Communications of the ACM, 52(8), 36–44. doi: 10.1145/1536616.1536632
    • (2009) Communications of the ACM , vol.52 , Issue.8 , pp. 36-44
    • Jacobs, A.1
  • 35
    • 43449135033 scopus 로고    scopus 로고
    • Why we twitter: Understanding microblogging usage and communities. Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis, San Jose, CA (pp. 56–65
    • Java, A., Song, X., Finin, T., & Tseng, B. (2007). Why we twitter: Understanding microblogging usage and communities. Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis, San Jose, CA (pp. 56–65).
    • (2007)
    • Java, A.1    Song, X.2    Finin, T.3    Tseng, B.4
  • 36
    • 84902602980 scopus 로고    scopus 로고
    • Experimental evidence of massive-scale emotional contagion through social networks. Proceedings of the National Academy of Sciences of the United States of America, 111(24), 8788–8790
    • Kramer, A. D., Guillory, J. E., & Hancock, J. T. (2014). Experimental evidence of massive-scale emotional contagion through social networks. Proceedings of the National Academy of Sciences of the United States of America, 111(24), 8788–8790.
    • (2014)
    • Kramer, A.D.1    Guillory, J.E.2    Hancock, J.T.3
  • 37
    • 68249151045 scopus 로고    scopus 로고
    • A few chirps about twitter. Proceedings of the first workshop on online social networks, Seattle, WA (pp. 19–24
    • Krishnamurthy, B., Gill, P., & Arlitt, M. (2008). A few chirps about twitter. Proceedings of the first workshop on online social networks, Seattle, WA (pp. 19–24).
    • (2008)
    • Krishnamurthy, B.1    Gill, P.2    Arlitt, M.3
  • 38
    • 77954619566 scopus 로고    scopus 로고
    • What is Twitter, a social network or a news media? Proceedings of the 19th international conference on world wide web, Raleigh, NC (pp. 591–600
    • Kwak, H., Lee, C., Park, H., & Moon, S. (2010). What is Twitter, a social network or a news media? Proceedings of the 19th international conference on world wide web, Raleigh, NC (pp. 591–600).
    • (2010)
    • Kwak, H.1    Lee, C.2    Park, H.3    Moon, S.4
  • 39
    • 84928763472 scopus 로고    scopus 로고
    • February, 3D data management: Controlling data volume, velocity, and variety. META Group. Retrieved from
    • Laney, D. (2001, February 6). 3D data management: Controlling data volume, velocity, and variety. META Group. Retrieved from http://blogs.gartner.com/doug-laney/files/2012/01/ad949--3D-Data-Management-Controlling-Data-Volume-Velocity-and-Variety.pdf
    • (2001)
    • Laney, D.1
  • 40
    • 84896056107 scopus 로고    scopus 로고
    • The parable of Google Flu: Traps in big data analysis
    • Lazer, D., Kennedy, R., King, G., & Vespignani, A. (2014). The parable of Google Flu: Traps in big data analysis. Science, 343(6176), 1203–1205. doi: 10.1126/science.1248506
    • (2014) Science , vol.343 , Issue.6176 , pp. 1203-1205
    • Lazer, D.1    Kennedy, R.2    King, G.3    Vespignani, A.4
  • 41
    • 59849122652 scopus 로고    scopus 로고
    • Life in the network: The coming age of computational social science
    • Lazer, D., Pentland, A. S., Adamic, L., Aral, S., Barabasi, A. L., Brewer, D., … Van Alstyne, M. (2009). Life in the network: The coming age of computational social science. Science, 323(5915), 721. doi: 10.1126/science.1167742
    • (2009) Science , vol.323 , Issue.5915 , pp. 721
    • Lazer, D.1    Pentland, A.S.2    Adamic, L.3    Aral, S.4    Barabasi, A.L.5    Brewer, D.6    Van Alstyne, M.7
  • 42
    • 0003682549 scopus 로고
    • Chicago, IL: University of Chicago Press
    • Luhmann, N. (1989). Ecological communication. Chicago, IL: University of Chicago Press.
    • (1989) Ecological communication
    • Luhmann, N.1
  • 43
    • 84864621380 scopus 로고    scopus 로고
    • Trending: The promises and challenges of big social data
    • Gold M. K., (ed), Minneapolis: University of Minnesota Press
    • Manovich, L. (2012). Trending: The promises and challenges of big social data. In M. K. Gold (Ed.), Debates in the digital humanities (pp. 460–475). Minneapolis: University of Minnesota Press.
    • (2012) Debates in the digital humanities , pp. 460-475
    • Manovich, L.1
  • 47
    • 1842538795 scopus 로고    scopus 로고
    • Privacy as contextual integrity
    • Nissenbaum, H. (2004). Privacy as contextual integrity. Washington Law Review, 79(1), 119–158.
    • (2004) Washington Law Review , vol.79 , Issue.1 , pp. 119-158
    • Nissenbaum, H.1
  • 48
    • 85028156346 scopus 로고    scopus 로고
    • Twitter as a corpus for sentiment analysis and opinion mining. Proceedings of the international conference on language resources and evaluation, Valletta, Malta
    • Pak, A., & Paroubek, P. (2010). Twitter as a corpus for sentiment analysis and opinion mining. Proceedings of the international conference on language resources and evaluation, Valletta, Malta.
    • (2010)
    • Pak, A.1    Paroubek, P.2
  • 49
    • 84863814901 scopus 로고    scopus 로고
    • Twitter, YouTube, and Flickr as platforms for alternative journalism: The social media account of the 2010 Toronto G20 protests
    • Poell, T., & Borra, E. (2011). Twitter, YouTube, and Flickr as platforms for alternative journalism: The social media account of the 2010 Toronto G20 protests. Journalism, 13(6), 695–713. doi: 10.1177/1464884911431533
    • (2011) Journalism , vol.13 , Issue.6 , pp. 695-713
    • Poell, T.1    Borra, E.2
  • 50
    • 84928756516 scopus 로고    scopus 로고
    • July, We experiment on human beings! oktrends. Retrieved from
    • Rudder, J. (2014, July 28). We experiment on human beings! oktrends. Retrieved from http://blog.okcupid.com/index.php/we-experiment-on-human-beings/
    • (2014)
    • Rudder, J.1
  • 52
    • 0000981743 scopus 로고    scopus 로고
    • Information privacy: Measuring individuals’ concerns about organizational practices
    • Smith, H. J., Milberg, S. J., & Burke, S. J. (1996). Information privacy: Measuring individuals’ concerns about organizational practices. MIS Quarterly, 20(2), 167–196. doi: 10.2307/249477
    • (1996) MIS Quarterly , vol.20 , Issue.2 , pp. 167-196
    • Smith, H.J.1    Milberg, S.J.2    Burke, S.J.3
  • 53
    • 84928769394 scopus 로고    scopus 로고
    • Database schema documentation for the public data dump and SEDE. StackExchange Meta. Retrieved from
    • StackExchange. (2014). Database schema documentation for the public data dump and SEDE. StackExchange Meta. Retrieved from http://meta.stackexchange.com/questions/2677/database-schema-documentation-for-the-public-data-dump-and-sede
    • (2014)
  • 54
    • 33750016782 scopus 로고    scopus 로고
    • C. Wright Mills, the bureau for applied social research, and the meaning of critical scholarship
    • Sterne, J. (2005). C. Wright Mills, the bureau for applied social research, and the meaning of critical scholarship. Cultural Studies-Critical Methodologies, 5(1), 65–94. doi: 10.1177/1532708604268210
    • (2005) Cultural Studies-Critical Methodologies , vol.5 , Issue.1 , pp. 65-94
    • Sterne, J.1
  • 55
    • 84890668120 scopus 로고    scopus 로고
    • Predicting elections with twitter: What 140 characters reveal about political sentiment
    • Tumasjan, A., Sprenger, T. O., Sandner, P. G., & Welpe, I. M. (2010). Predicting elections with twitter: What 140 characters reveal about political sentiment. ICWSM, 10, 178–185.
    • (2010) ICWSM , vol.10 , pp. 178-185
    • Tumasjan, A.1    Sprenger, T.O.2    Sandner, P.G.3    Welpe, I.M.4
  • 56
    • 77954026162 scopus 로고    scopus 로고
    • April, Microblogging during two natural hazards events: What Twitter may contribute to situational awareness. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Atlanta, GA (pp. 1079–1088
    • Vieweg, S., Hughes, A. L., Starbird, K., & Palen, L. (2010, April). Microblogging during two natural hazards events: What Twitter may contribute to situational awareness. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Atlanta, GA (pp. 1079–1088).
    • (2010)
    • Vieweg, S.1    Hughes, A.L.2    Starbird, K.3    Palen, L.4
  • 57
    • 84886266093 scopus 로고    scopus 로고
    • A critical reflection on big data: Considering APIs, researchers and tools as data makers
    • Vis, F. (2013). A critical reflection on big data: Considering APIs, researchers and tools as data makers. FirstMonday, 18(10). Retrieved from http://firstmonday.org/ojs/index.php/fm/article/view/4878
    • (2013) FirstMonday , vol.18 , Issue.10
    • Vis, F.1
  • 58
    • 84928774720 scopus 로고    scopus 로고
    • Undefined by data: A survey of big data definitions. arXiv preprint arXiv:1309.5821
    • Ward, J. S., & Barker, A. (2013). Undefined by data: A survey of big data definitions. arXiv preprint arXiv:1309.5821.
    • (2013)
    • Ward, J.S.1    Barker, A.2
  • 59
    • 0032482432 scopus 로고    scopus 로고
    • Collective dynamics of ‘small-world’ networks
    • Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of ‘small-world’ networks. Nature, 393(6684), 440–442. doi: 10.1038/30918
    • (1998) Nature , vol.393 , Issue.6684 , pp. 440-442
    • Watts, D.J.1    Strogatz, S.H.2
  • 60
    • 1542427662 scopus 로고    scopus 로고
    • Computer networks as social networks: Collaborative work, telework, and virtual community
    • Wellman, B., Salaff, J., Dimitrova, D., Garton, L., Gulia, M., & Haythornthwaite, C. (1996). Computer networks as social networks: Collaborative work, telework, and virtual community. Annual Review of Sociology, 22, 213–238. doi: 10.1146/annurev.soc.22.1.213
    • (1996) Annual Review of Sociology , vol.22 , pp. 213-238
    • Wellman, B.1    Salaff, J.2    Dimitrova, D.3    Garton, L.4    Gulia, M.5    Haythornthwaite, C.6
  • 61
    • 78149496553 scopus 로고    scopus 로고
    • ‘But the data is already public’: On the ethics of research in Facebook
    • Zimmer, M. (2010). ‘But the data is already public’: On the ethics of research in Facebook. Ethics and Information Technology, 12(4), 313–325. doi: 10.1007/s10676-010-9227-5
    • (2010) Ethics and Information Technology , vol.12 , Issue.4 , pp. 313-325
    • Zimmer, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.