Using Computational Text Analysis Tools to Compare the Lyrics of Suicidal and Non-Suicidal Songwriters

Recent research in cognitive science and psycholinguistics has provided evidence that extreme behaviors such as suicide may be predicted by analyzing an individual’s writing style. This study seeks to extend research of this kind to a new and less traditional written genre: song lyrics. We applied the computational tools Coh-Metrix and Linguistic Inquiry and Word Count to a corpus of 35 songs each by 16 different songwriters in order to investigate how differences between suicidal and non-suicidal songwriters’ lyrics reflect previous research on suicide. The results of our study suggest that suicidal songwriters use words of lower concreteness, fewer words, more future verbs, and fewer death-themed words in their lyrics. Overall, our results contrast notably with previous research, providing a new perspective on deriving psychological information from non-traditional texts.

[1]  R. Harris,et al.  The perception of the passage of time among death-involved hospital patients. , 1974, Life-threatening behavior.

[2]  M. Kovács Cognitive therapy in depression. , 1980, The Journal of the American Academy of Psychoanalysis.

[3]  N. Freedman,et al.  The language of depression. , 1981, Bulletin of the Menninger Clinic.

[4]  Max Coltheart,et al.  The MRC Psycholinguistic Database , 1981 .

[5]  M. Rosenbaum Handbook of short-term therapy groups , 1983 .

[6]  C. Thomas,et al.  Are Words of the Rorschach Predictors of Disease and Death? The Case of “Whirling” , 1985, Psychosomatic medicine.

[7]  M A Silverman,et al.  Sylvia Plath and the failure of emotional self-repair through poetry. , 1986, The Psychoanalytic quarterly.

[8]  R. Neimeyer,et al.  Cognitive predictors of depression and suicide ideation. , 1988, Suicide & life-threatening behavior.

[9]  The efficacy of poetry therapy: a computerized content analysis of the death poetry of Emily Dickinson. , 1989, Psychiatry.

[10]  K. Petrie,et al.  Sense of coherence, self-esteem, depression and hopelessness as correlates of reattempting suicide. , 1992, The British journal of clinical psychology.

[11]  R. H. Baayen,et al.  The CELEX Lexical Database (CD-ROM) , 1996 .

[12]  T. Landauer,et al.  A Solution to Plato's Problem: The Latent Semantic Analysis Theory of Acquisition, Induction, and Representation of Knowledge. , 1997 .

[13]  S. Stack,et al.  Suicide among artists. , 1997, The Journal of social psychology.

[14]  Walter Kintsch,et al.  Comprehension: A Paradigm for Cognition , 1998 .

[15]  J. Smyth,et al.  Written emotional expression: effect sizes, outcome types, and moderating variables. , 1998, Journal of consulting and clinical psychology.

[16]  L. Carstensen,et al.  Taking time seriously. A theory of socioemotional selectivity. , 1999, The American psychologist.

[17]  Psychological issues and treatment strategies in popular musicians: a review, Part 2 * , 2000 .

[18]  J. Smyth,et al.  Structured writing about stressful events: exploring potential psychological mediators of positive health effects. , 2000, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[19]  James H. Martin,et al.  Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition , 2000 .

[20]  J. Pennebaker,et al.  Word Use in the Poetry of Suicidal and Nonsuicidal Poets , 2001, Psychosomatic medicine.

[21]  P. Kraft,et al.  Toward an integrative model of suicide attempt: a cognitive psychological approach. , 2001, Suicide & life-threatening behavior.

[22]  W. Friesen,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES Positive Emotions in Early Life and Longevity : Findings from the Nun Study , 2004 .

[23]  K. Dobson,et al.  Cognitive therapy of depression: pretreatment patient predictors of outcome. , 2002, Clinical psychology review.

[24]  J. Pennebaker,et al.  Lying Words: Predicting Deception from Linguistic Styles , 2003, Personality & social psychology bulletin.

[25]  J. Pennebaker,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES Words of Wisdom: Language Use Over the Life Span , 2003 .

[26]  R. Baumeister,et al.  Social exclusion and the deconstructed state: time perception, meaninglessness, lethargy, lack of emotion, and self-awareness. , 2003, Journal of personality and social psychology.

[27]  J. Pennebaker,et al.  Psychological aspects of natural language. use: our words, our selves. , 2003, Annual review of psychology.

[28]  Arthur C. Graesser,et al.  Coh-Metrix: Analysis of text on cohesion and language , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[29]  H. Feinstein Suicide , 1990, Community Mental Health Journal.

[30]  Danielle S. McNamara,et al.  Analyzing Writing Styles with Coh-Metrix , 2006, FLAIRS.

[31]  Danielle S. McNamara,et al.  Handbook of latent semantic analysis , 2007 .

[32]  James W. Pennebaker,et al.  Linguistic Inquiry and Word Count (LIWC2007) , 2007 .