Please, tell me about yourself: automatic personality assessment using short self-presentations

Personality plays an important role in the way people manage the images they convey in self-presentations and employment interviews, trying to affect the other"s first impressions and increase effectiveness. This paper addresses the automatically detection of the Big Five personality traits from short (30-120 seconds) self-presentations, by investigating the effectiveness of 29 simple acoustic and visual non-verbal features. Our results show that Conscientiousness and Emotional Stability/Neuroticism are the best recognizable traits. The lower accuracy levels for Extraversion and Agreeableness are explained through the interaction between situational characteristics and the differential activation of the behavioral dispositions underlying those traits.

[1]  A. Mehrabian Significance of posture and posiion in the communication of attitude and status relationships. , 1969, Psychological bulletin.

[2]  C. Aronovitch The voice of personality: stereotyped judgments and their relation to voice quality and sex of speaker. , 1976, The Journal of social psychology.

[3]  R. Gifford,et al.  Nonverbal cues in the employment interview: Links between applicant qualities and interviewer judgments. , 1985 .

[4]  J. Brebner Personality theory and movement , 1985 .

[5]  R. Riggio,et al.  Impression formation: the role of expressive behavior. , 1986, Journal of personality and social psychology.

[6]  S. Raza,et al.  A model of hiring decisions in real employment interviews. , 1987 .

[7]  A. Furnham Language and personality. , 1990 .

[8]  P. Borkenau,et al.  Trait inferences: Sources of validity at zero acquaintance. , 1992 .

[9]  N. Ambady,et al.  Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis. , 1992 .

[10]  D. Funder,et al.  Behavioral manifestations of personality: an ecological approach to judgmental accuracy. , 1993, Journal of personality and social psychology.

[11]  S. Srivastava,et al.  The Big Five Trait taxonomy: History, measurement, and theoretical perspectives. , 1999 .

[12]  A. Furnham,et al.  Personality and speech production: a pilot study of second language learners , 2000 .

[13]  M. Ashton,et al.  A theoretical basis for the major dimensions of personality , 2001 .

[14]  Allen I. Huffcutt,et al.  Identification and meta-analytic assessment of psychological constructs measured in employment interviews. , 2001, The Journal of applied psychology.

[15]  Michael Kipp,et al.  ANVIL - a generic annotation tool for multimodal dialogue , 2001, INTERSPEECH.

[16]  M. Ashton,et al.  What is the central feature of extraversion? Social attention versus reward sensitivity. , 2002, Journal of personality and social psychology.

[17]  Paul Boersma,et al.  Praat, a system for doing phonetics by computer , 2002 .

[18]  M. Perugini,et al.  The Big Five Marker Scales (BFMS) and the Italian AB5C taxonomy: Analyses from an emic-etic perspective , 2002 .

[19]  K. V. Dam,et al.  Trait Perception in the Employment Interview: A Five–Factor Model Perspective , 2003 .

[20]  Paul Boersma,et al.  Praat: doing phonetics by computer , 2003 .

[21]  Jason Weston,et al.  Gene Selection for Cancer Classification using Support Vector Machines , 2002, Machine Learning.

[22]  Allen I. Huffcutt,et al.  Personality Saturation in Structured Interviews , 2005 .

[23]  J. Pennebaker,et al.  LEXICAL PREDICTORS OFPERSONALITY TYPE , 2005 .

[24]  Marilyn A. Walker,et al.  Automatic Recognition of Personality in Conversation , 2006, NAACL.

[25]  M. Walker,et al.  Words Mark the Nerds: Computational Models of Personality Recognition through Language , 2006 .

[26]  G. Juckel,et al.  Facial Expressions and Personality: A Kinematical Investigation during an Emotion Induction Experiment , 2007, Neuropsychobiology.

[27]  Jon Oberlander,et al.  Whose Thumb Is It Anyway? Classifying Author Personality from Weblog Text , 2006, ACL.

[28]  Nadia Mana,et al.  Multimodal recognition of personality traits in social interactions , 2008, ICMI '08.

[29]  T. DeGroot,et al.  Can Nonverbal Cues be Used to Make Meaningful Personality Attributions in Employment Interviews? , 2009 .

[30]  Nadia Mana,et al.  Modeling the Personality of Participants During Group Interactions , 2009, UMAP.

[31]  Alex Pentland,et al.  Wearable sensors for pervasive healthcare management , 2009, 2009 3rd International Conference on Pervasive Computing Technologies for Healthcare.

[32]  Subramanian Ramanathan,et al.  Employing social gaze and speaking activity for automatic determination of the Extraversion trait , 2010, ICMI-MLMI '10.

[33]  Alessandro Vinciarelli,et al.  The voice of personality: mapping nonverbal vocal behavior into trait attributions , 2010, SSPW '10.

[34]  Kyriaki Kalimeri,et al.  Causal-modelling of personality traits: extraversion and locus of control , 2010, SSPW '10.

[35]  Elisa Ricci,et al.  Space speaks: towards socially and personality aware visual surveillance , 2010, MPVA '10.

[36]  Daniel Gatica-Perez,et al.  Who's Who with Big-Five: Analyzing and Classifying Personality Traits with Smartphones , 2011, 2011 15th Annual International Symposium on Wearable Computers.

[37]  Nuria Oliver,et al.  Towards a psychographic user model from mobile phone usage , 2011, CHI Extended Abstracts.

[38]  M. Leary,et al.  Personality and persona: personality processes in self-presentation. , 2011, Journal of personality.