Studying the Dark Triad of Personality through Twitter Behavior

被引:29
|
作者
Preotiuc-Pietro, Daniel [1 ]
Carpenter, Jordan [1 ]
Giorgi, Salvatore [1 ]
Ungar, Lyle [1 ]
机构
[1] Univ Penn, Posit Psychol Ctr, Comp & Informat Sci, Philadelphia, PA 19104 USA
来源
CIKM'16: PROCEEDINGS OF THE 2016 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT | 2016年
关键词
SOCIAL NETWORKING; SELF-PRESENTATION; NARCISSISM; FACEBOOK; PREDICTORS; ESTEEM;
D O I
10.1145/2983323.2983822
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Research into the darker traits of human nature is growing in interest especially in the context of increased social media usage. This allows users to express themselves to a wider online audience. We study the extent to which the standard model of dark personality the dark triad consisting of narcissism, psychopathy and Machiavellianism, is related to observable Twitter behavior such as platform usage, posted text and profile image choice. Our results show that we can map various behaviors to psychological theory and study new aspects related to social media usage. Finally, we build a machine learning algorithm that predicts the dark triad of personality in out-of-sample users with reliable accuracy.
引用
收藏
页码:761 / 770
页数:10
相关论文
共 50 条
  • [41] Trait Emotional Intelligence and the Dark Triad Traits of Personality
    Petrides, K. V.
    Vernon, Philip A.
    Schermer, Julie Aitken
    Veselka, Livia
    TWIN RESEARCH AND HUMAN GENETICS, 2011, 14 (01) : 35 - 41
  • [42] Everyday sadism, the Dark Triad, personality, and disgust sensitivity
    Meere, Myrthe
    Egan, Vincent
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2017, 112 : 157 - 161
  • [43] The HEXACO model of personality and Dark Triad in relational aggression
    Knight, Niki M.
    Dahlen, Eric R.
    Bullock-Yowell, Emily
    Madson, Michael B.
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2018, 122 : 109 - 114
  • [44] The Fyre Fraud: A Case Exploring the Dark Triad Personality
    Hess, Megan F.
    ISSUES IN ACCOUNTING EDUCATION, 2022, 37 (03): : 125 - 140
  • [45] The Dark Triad of brand personality: Scale development and validation
    Malar, Lucia
    Giuffredi-Kahr, Andrea
    PSYCHOLOGY & MARKETING, 2024, 41 (11) : 2728 - 2740
  • [46] The Effects of the Dark Triad on Unethical Behavior
    Andrew Harrison
    James Summers
    Brian Mennecke
    Journal of Business Ethics, 2018, 153 : 53 - 77
  • [47] The Effects of the Dark Triad on Unethical Behavior
    Harrison, Andrew
    Summers, James
    Mennecke, Brian
    JOURNAL OF BUSINESS ETHICS, 2018, 153 (01) : 53 - 77
  • [48] THE DARK TRIAD OF PERSONALITY AND WORK EFFICIENCY OF KINDERGARTEN TEACHERS
    Lenkov, Sergey L.
    Rubtsova, Nadezhda E.
    Nizamova, Elena S.
    ICPE 2017: INTERNATIONAL CONFERENCE ON PSYCHOLOGY AND EDUCATION, 2017, 33 : 196 - 211
  • [49] The Dark Triad of personality and attitudes toward cognitive enhancement
    Mayor, Eric
    Daehne, Maxime
    Bianchi, Renzo
    BMC PSYCHOLOGY, 2020, 8 (01) : 1 - 12
  • [50] Investigating Criminal Thinking Behavior and Interpersonal Reactivity among Adolescents: A View of Dark Personality Triad
    Hassan, Amna
    Arshad, Mariam
    Iqba, Nazia
    Bibi, Rukhsar
    Tariq, Sana
    Khan, Abeera Naseem
    Kaneez, Kaiynaat
    Khawar, Haleema
    INTERNATIONAL TRANSACTION JOURNAL OF ENGINEERING MANAGEMENT & APPLIED SCIENCES & TECHNOLOGIES, 2022, 13 (01):