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Personality and patterns of Facebook usage

Published: 22 June 2012 Publication History

Abstract

We show how users' activity on Facebook relates to their personality, as measured by the standard Five Factor Model. Our dataset consists of the personality profiles and Facebook profile data of 180,000 users. We examine correlations between users' personality and the properties of their Facebook profiles such as the size and density of their friendship network, number uploaded photos, number of events attended, number of group memberships, and number of times user has been tagged in photos. Our results show significant relationships between personality traits and various features of Facebook profiles. We then show how multivariate regression allows prediction of the personality traits of an individual user given their Facebook profile. The best accuracy of such predictions is achieved for Extraversion and Neuroticism, the lowest accuracy is obtained for Agreeableness, with Openness and Conscientiousness lying in the middle.

References

[1]
Facebook f8: Redesigning and hitting 800 million users. LA Times, September 2011.
[2]
Y. Amichai-Hamburger and G. Vinitzky. Social network use and personality. Computers in Human Behavior, 26(6):1289--1295, 2010.
[3]
M.D. Back, J. M. Stopfer, S. Vazire, S. Gaddis, S. C. Schmukle, B. Egloff, and S. D. Gosling. Facebook profiles reflect actual personality, not self-idealization. Psychological Science, 21(3):372, 2010.
[4]
M.R. Barrick and M. K. Mount. The big five personality dimensions and job performance: a meta-analysis. Personnel psychology, 44(1):1--26, 1991.
[5]
C.M. Bishop and SpringerLink (Service en ligne). Pattern recognition and machine learning, volume 4. springer New York, 2006.
[6]
D. Byrne, W. Griffitt, and D. Stefaniak. Attraction and similarity of personality characteristics. Journal of Personality and Social Psychology, 5(1):82, 1967.
[7]
T. Correa, A. W. Hinsley, and H. G. De Zuniga. Who interacts on the web?: The intersection of users' personality and social media use. Computers in Human Behavior, 26(2):247--253, 2010.
[8]
P.T. Costa Jr and R. R. McCrae. Neo personality inventory--revised (neo-pi-r) and neo five-factor inventory (neo-ffi) professional manual. Odessa, FL: Psychological Assessment Resources, 1992.
[9]
D.C. Evans, S. D. Gosling, and A. Carroll. What elements of an online social networking profile predict target-rater agreement in personality impressions. In Proceedings of the International Conference on Weblogs and Social Media, pages 1--6, 2008.
[10]
A. Finder. For some, online persona undermines a résumé. New York Times, 11, 2006.
[11]
J. Golbeck, C. Robles, and K. Turner. Predicting personality with social media. In CHI, pages 253--262, 2011.
[12]
L.R. Goldberg. The structure of phenotypic personality traits. American psychologist, 48(1):26, 1993.
[13]
L.R. Goldberg. A broad-bandwidth, public domain, personality inventory measuring the lower-level facets of several five-factor models. Personality psychology in Europe, 7:7--28, 1999.
[14]
L.R. Goldberg, J. A. Johnson, H. W. Eber, R. Hogan, M. C. Ashton, C. R. Cloninger, and H. G. Gough. The international personality item pool and the future of public-domain personality measures. Journal of Research in Personality, 40(1):84--96, 2006.
[15]
S.D. Gosling, A. A. Augustine, S. Vazire, N. Holtzman, and S. Gaddis. Manifestations of personality in online social networks: Self-reported facebook-related behaviors and observable profile information. Cyberpsychology, Behavior, and Social Networking, 2011.
[16]
S.D. Gosling, S. Gaddis, and S. Vazire. Personality impressions based on facebook profiles. 2007.
[17]
G. Holmes, A. Donkin, and I. H. Witten. Weka: A machine learning workbench. In Intelligent Information Systems, 1994. Proceedings of the 1994 Second Australian and New Zealand Conference on, pages 357--361. Ieee, 1994.
[18]
T.A. Judge, C. A. Higgins, C. J. Thoresen, and M. R. Barrick. The big five personality traits, general mental ability, and career success across the life span. Personnel psychology, 52(3):621--652, 1999.
[19]
E.L. Kelly and J. J. Conley. Personality and compatibility: A prospective analysis of marital stability and marital satisfaction. Journal of Personality and Social Psychology, 52(1):27, 1987.
[20]
D.J. Ozer and V. Benet-Martinez. Personality and the prediction of consequential outcomes. Annu. Rev. Psychol., 57:401--421, 2006.
[21]
C. Ross, E. S. Orr, M. Sisic, J. M. Arseneault, M. G. Simmering, and R. R. Orr. Personality and motivations associated with facebook use. Computers in Human Behavior, 25(2):578--586, 2009.
[22]
M.T. Russell, D. L. Karol, Institute for Personality, and Ability Testing. The 16PF fifth edition administrator's manual. Institute for Personality and Ability Testing Champaign, IL, 1994.
[23]
T. Ryan and S. Xenos. Who uses facebook? an investigation into the relationship between the big five, shyness, narcissism, loneliness, and facebook usage. Computers in Human Behavior, 2011.
[24]
R.P. Tett, D. N. Jackson, and M. Rothstein. Personality measures as predictors of job performance: a meta-analytic review. Personnel psychology, 44(4):703--742, 1991.
[25]
E.C. Tupes and R. E. Christal. Recurrent personality factors based on trait ratings. Journal of Personality, 60(2):225--251, 1992.
[26]
S. Zhao, S. Grasmuck, and J. Martin. Identity construction on facebook: Digital empowerment in anchored relationships. Computers in Human Behavior, 24(5):1816--1836, 2008.
[27]
B. Zhong, M. Hardin, and T. Sun. Less effortful thinking leads to more social networking? the associations between the use of social network sites and personality traits. Computers in Human Behavior, 2011.

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    cover image ACM Conferences
    WebSci '12: Proceedings of the 4th Annual ACM Web Science Conference
    June 2012
    531 pages
    ISBN:9781450312288
    DOI:10.1145/2380718
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Published: 22 June 2012

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    Author Tags

    1. Personality
    2. big five personality model
    3. social networks

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    WebSci '12: Web Science 2012
    June 22 - 24, 2012
    Illinois, Evanston

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    • (2024)Inteligencia artificial y pulsión. Operatividad del hook model y affective computing en plataformas digitalesArtificial intelligence and drive. Operation of the hook model and affective computing on digital platformsTelos: Revista de Estudios Interdisciplinarios en Ciencias Sociales10.36390/telos263.0526:3(843-860)Online publication date: 14-Sep-2024
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