Living in the Past, Present, and Future: Measuring Temporal Orientation With Language.

Temporal orientation refers to individual differences in the relative emphasis one places on the past, present, or future, and it is related to academic, financial, and health outcomes. We propose and evaluate a method for automatically measuring temporal orientation through language expressed on social media. Judges rated the temporal orientation of 4,302 social media messages. We trained a classifier based on these ratings, which could accurately predict the temporal orientation of new messages in a separate validation set (accuracy/mean sensitivity = .72; mean specificity = .77). We used the classifier to automatically classify 1.3 million messages written by 5,372 participants (50% female; ages 13-48). Finally, we tested whether individual differences in past, present, and future orientation differentially related to gender, age, Big Five personality, satisfaction with life, and depressive symptoms. Temporal orientations exhibit several expected correlations with age, gender, and Big Five personality. More future-oriented people were older, more likely to be female, more conscientious, less impulsive, less depressed, and more satisfied with life; present orientation showed the opposite pattern. Language-based assessments can complement and extend existing measures of temporal orientation, providing an alternative approach and additional insights into language and personality relationships.

[1]  Adriana Galvan,et al.  The adolescent brain. , 2008, Developmental review : DR.

[2]  B. Piko,et al.  The Role of Individual and Familial Protective Factors in Adolescents’ Diet Control , 2009, Journal of health psychology.

[3]  B. Roberts,et al.  Using Multiple Methods in Personality Psychology , 2006 .

[4]  Laurence Steinberg,et al.  Age differences in future orientation and delay discounting. , 2009, Child development.

[5]  T. Graepel,et al.  Private traits and attributes are predictable from digital records of human behavior , 2013, Proceedings of the National Academy of Sciences.

[6]  John A. Johnson,et al.  The international personality item pool and the future of public-domain personality measures ☆ , 2006 .

[7]  P. Webley,et al.  Parents’ influence on children’s future orientation and saving , 2006 .

[8]  Ryan T. Howell,et al.  Do time perspectives predict unique variance in life satisfaction beyond personality traits , 2011 .

[9]  Robert F Krueger,et al.  What is conscientiousness and how can it be assessed? , 2014, Developmental psychology.

[10]  Daniel Nettle,et al.  Time perspective, personality and smoking, body mass, and physical activity: an empirical study. , 2009, British journal of health psychology.

[11]  Craig Zimitat,et al.  Future time orientation predicts academic engagement among first-year university students. , 2007, The British journal of educational psychology.

[12]  D. Boninger,et al.  The consideration of future consequences: Weighing immediate and distant outcomes of behavior. , 1994 .

[13]  F. Gibbons,et al.  Using Images to Increase Exercise Behavior: Prototypes Versus Possible Selves , 2005, Personality & social psychology bulletin.

[14]  Maarten Sap,et al.  Extracting Human Temporal Orientation from Facebook Language , 2015, NAACL.

[15]  Gaël Varoquaux,et al.  Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..

[16]  J. Patton,et al.  Fifty years of the Barratt Impulsiveness Scale: An update and review , 2009 .

[17]  Dan Klein,et al.  Feature-Rich Part-of-Speech Tagging with a Cyclic Dependency Network , 2003, NAACL.

[18]  Chris Dyer,et al.  Part-of-Speech Tagging for Twitter : Word Clusters and Other Advances , 2012 .

[19]  Margaret L. Kern,et al.  Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach , 2013, PloS one.

[20]  C. DeYoung.  Cybernetic Big Five Theory. , 2015 .

[21]  Jeff Joireman,et al.  Promotion Orientation Explains Why Future-Oriented People Exercise and Eat Healthy , 2012, Personality & social psychology bulletin.

[22]  Gregory J. Park,et al.  Automatic personality assessment through social media language. , 2015, Journal of personality and social psychology.

[23]  Constantine Sedikides,et al.  Nostalgia , 2008 .

[24]  Brendan T. O'Connor,et al.  From Tweets to Polls: Linking Text Sentiment to Public Opinion Time Series , 2010, ICWSM.

[25]  P. Zimbardo,et al.  Who's Smoking, Drinking, and Using Drugs? Time Perspective as a Predictor of Substance Use , 1999 .

[26]  R. Levine.  A geography of time: The temporal misadventures of a social psychologist, or how every culture keeps time just a little bit differently. , 1997 .

[27]  S. Read,et al.  Present versus future time perspective and HIV risk among heterosexual college students. , 1996, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

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

[29]  Cindy K. Chung,et al.  The development and psychometric properties of LIWC2007 , 2007 .

[30]  Gary L. Brase,et al.  Taking time to be healthy: Predicting health behaviors with delay discounting and time perspective , 2010 .

[31]  Angel X. Chang,et al.  SUTime: A library for recognizing and normalizing time expressions , 2012, LREC.

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

[33]  Jordan B Peterson,et al.  Metatraits of the Big Five differentially predict engagement and restraint of behavior. , 2009, Journal of personality.

[34]  Edward C. Banfield,et al.  The Unheavenly City Revisited , 1974 .

[35]  Gregory J. Park,et al.  Psychological Language on Twitter Predicts County-Level Heart Disease Mortality , 2015, Psychological science.

[36]  P. Zimbardo,et al.  Putting Time in Perspective: A Valid, Reliable Individual-Differences Metric , 1999 .

[37]  H. Eugene Stanley,et al.  Quantifying the Advantage of Looking Forward , 2012, Scientific Reports.

[38]  Jean Adams,et al.  Time perspective in socioeconomic inequalities in smoking and body mass index. , 2009, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[39]  P. Zimbardo,et al.  Balancing Time Perspective in Pursuit of Optimal Functioning , 2015 .

[40]  Shalabh.  Statistical Learning from a Regression Perspective , 2009 .

[41]  L. Radloff.  The CES-D Scale , 1977 .

[42]  R. Larsen,et al.  The Satisfaction with Life Scale , 1985, Journal of personality assessment.

[43]  Jari-Erik Nurmi,et al.  Thinking About and Acting Upon the Future: Development of Future Orientation Across the Life Span. , 2005 .

[44]  Megha Agrawal,et al.  Characterizing Geographic Variation in Well-Being Using Tweets , 2013, ICWSM.

[45]  Maarten Sap,et al.  Developing Age and Gender Predictive Lexica over Social Media , 2014, EMNLP.