The Online Social Self An Open Vocabulary Approach to Personality

被引:83
|
作者
Kern, Margaret L. [1 ]
Eichstaedt, Johannes C. [1 ]
Schwartz, H. Andrew [1 ]
Dziurzynski, Lukasz [1 ]
Ungar, Lyle H. [1 ]
Stillwell, David J. [2 ]
Kosinski, Michal [2 ]
Ramones, Stephanie M. [1 ]
Seligman, Martin E. P. [1 ]
机构
[1] Univ Penn, Philadelphia, PA 19104 USA
[2] Univ Cambridge, Cambridge, England
关键词
computational social science; linguistic analysis; online studies; interdisciplinary research; Big Five personality; LANGUAGE USE; MANIFESTATIONS; TRAITS; WORDS;
D O I
10.1177/1073191113514104
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
Objective: We present a new open language analysis approach that identifies and visually summarizes the dominant naturally occurring words and phrases that most distinguished each Big Five personality trait. Method: Using millions of posts from 69,792 Facebook users, we examined the correlation of personality traits with online word usage. Our analysis method consists of feature extraction, correlational analysis, and visualization. Results: The distinguishing words and phrases were face valid and provide insight into processes that underlie the Big Five traits. Conclusion: Open-ended data driven exploration of large datasets combined with established psychological theory and measures offers new tools to further understand the human psyche.
引用
收藏
页码:158 / 169
页数:12
相关论文
共 50 条
  • [31] Correlation Between Personality and Social Interactions in Online Strategy Games
    Yang, Wanshan
    Huang, Ting
    Zeng, Junlin
    Chen, Lijun
    Mishra, Shivakant
    Liu, Youjian
    2020 IEEE CONFERENCE ON GAMES (IEEE COG 2020), 2020, : 756 - 759
  • [32] Social Capital on Facebook: The Impact of Personality and Online Communication Behaviors
    Weiqin, Eliza Leong
    Campbell, Marilyn
    Kimpton, Melanie
    Wozencroft, Kelly
    Orel, Alexandra
    JOURNAL OF EDUCATIONAL COMPUTING RESEARCH, 2016, 54 (06) : 747 - 768
  • [33] Social loafing in online brand communities: the roles of personality and dehumanization
    Hou, Ru-Jing
    Han, Sheng-Hao
    Zhang, Yu-Dong
    Zhang, Chu-Bing
    Wang, Kun
    ONLINE INFORMATION REVIEW, 2021, 45 (06) : 1064 - 1079
  • [34] Personality differences in online and offline self-disclosure preference among adolescents: A person-oriented approach
    Chen, Wu
    Xie, Xiao-Chun
    Ping, Fan
    Wang, Ming-Zhong
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2017, 105 : 175 - 178
  • [35] Personality, attitudes, social influences, and social networking site usage predicting online social support
    Pornsakulvanich, Vikanda
    COMPUTERS IN HUMAN BEHAVIOR, 2017, 76 : 255 - 262
  • [36] SOCIAL-REINFORCEMENT ORIENTATION APPROACH TO PERSONALITY
    IBRAHIM, AS
    PSYCHOLOGICAL REPORTS, 1985, 56 (03) : 743 - 750
  • [37] PERSONALITY IN ITS SOCIAL SETTING - THE PSYCHOMETRIC APPROACH
    EYSENCK, HJ
    BULLETIN OF THE BRITISH PSYCHOLOGICAL SOCIETY, 1956, (30): : 33 - 34
  • [38] Personality and Social Networks: A Generative Model Approach
    Ilany, Amiyaal
    Akcay, Erol
    INTEGRATIVE AND COMPARATIVE BIOLOGY, 2016, 56 (06) : 1197 - 1205
  • [39] Disorders of the Self: A Personality-Guided Approach
    Halpern, Jeffrey K.
    INTERNATIONAL JOURNAL OF PSYCHOANALYSIS, 2009, 90 (01): : 172 - 177
  • [40] Disorders of the self: a personality-guided approach
    Saltzman, Charles
    PSYCHODYNAMIC PRACTICE, 2008, 14 (01) : 103 - 108