Discovering unique profiles of adolescent information and communication technology (ICT) use: Are ICT use preferences associated with identity and behaviour development?
Over the course of the last seven years, the average weekly screen-time of youth has dramatically increased. The present study was designed to better understand how young people utilise multiple types of information and communication technology (ICT) in their everyday lives and how these preferences may be associated with key aspects of their development. To this end, the present study was designed to explore whether specific profiles of technology usage would be associated with key characteristics of identity and behaviour. To identify groups of adolescents who share similar technology use habits, a sample of 933 adolescents reported on their time spent interacting with various digital communication devices and associated platforms. Utilizing a latent profile analysis, four distinct profiles of technology use preferences emerged. Then, a series of linear regressions were calculated to investigate the degree to which class membership predicted indicators of identity and problem behaviours. The findings suggest that important concepts of both identity and behaviour are associated with individual ICT usage preferences. Acknowledging the cross-sectional nature of the data, it is suggested that the impact of clusters of communication technology use on adolescent development should be investigated with longitudinal data.
Technology; adolescence; identity; behaviour; development
Bee, H. L. (1992). The developing child. London: HarperCollins.
Berusch, A. (2016). “You don’t want to seem more into the conversation”: Texting identity, conflict, and maintenance in early romantic relationships [Undergraduate Honors Theses]. Retrieved from https://scholar.colorado.edu/honr_theses/1176/
Broughton, J. M. (1981). The divided self in adolescence. Human Development, 24, 13-32. https://doi.org/10.1159/000272621
Brown, J. D., & Bobkowski, P. S. (2011). Older and newer media: Patterns of use and effects on adolescents' health and well-Being. Journal of Research on Adolescence, 21, 95-113. https://doi.org/10.1111/j.1532-7795.2010.00717.x
Buckels, E. E., Trapnell, P. D., & Paulhus, D. L. (2014). Trolls just want to have fun. Personality and Individual Differences, 67, 97-102. https://doi.org/10.1016/j.paid.2014.01.016
Carli, V., Durkee, T., Wasserman, D., Hadlaczky, G., Despalins, R., Kramarz, E., … Kaess, M. (2013). The association between pathological Internet use and comorbid psychopathology: A systematic review. Psychopathology, 46, 1-13. https://doi.org/10.1159/000337971
Christensson, P. (2010, January 4). ICT Definition. Retrieved from https://techterms.com
Collishaw, S., Maughan, B., Goodman, R., & Pickles, A. (2004). Time trends in adolescent mental health. Journal of Child Psychology and Psychiatry, 45, 1350-1362. https://doi.org/10.1111/j.1469-7610.2004.00335.x
Crocetti, E., Rubini, M., Luyckx, K., & Meeus, W. (2008). Identity formation in early and middle adolescents from various ethnic groups: From three dimensions to five statuses. Journal of Youth and Adolescence, 37, 983-996. https://doi.org/10.1007/s10964-007-9222-2
Cyr, B., Berman, S. L., & Smith, M. L. (2012). The role of communication technology in adolescent relationships and identity development. HIM Child & Youth Care Forum, 44, 79-92. https://doi.org/10.1007/s10566-014-9271-0
Dayton, T. (2009). Creating a false self: Learning to live a lie. Retrieved from http://www.huffingtonpost.com/dr-tian-dayton/creating-a-false-self-lea_b_269096.html
DeLisi, M., Vaughn, M. G., Gentile, D. A., Anderson, C. A., & Shook, J. J. (2012). Violent video games, delinquency, and youth violence. Youth Violence and Juvenile Justice, 11, 132-142. https://doi.org/10.1177/1541204012460874
Department of Health Washington State. (2002). Healthy Youth Survey 2002-2004. Retrieved from https://www.doh.wa.gov/Portals/1/Documents/Pubs/160-NonDOH-HealthyYouthSurvey-Form-a2002.pdf
Erikson, E. H. (1956). The problem with ego identity. Journal of the American Psychoanalytic Association, 4, 56-121. https://doi.org/10.1177/000306515600400104
Erikson, E. H. (1963). Youth: Change and challenge. New York, NY: Basic books.
Fredriksen, K., Rhodes, J., Reddy, R., & Way, N. (2004). Sleepless in Chicago: Tracking the effects of adolescent sleep loss during the middle school years. Child Development, 75, 84-95. https://doi.org/10.1111/j.1467-8624.2004.00655.x
Garcia, D., & Sikström, S. (2014). The dark side of Facebook: Semantic representations of status updates predict the Dark Triad of personality. Personality and Individual Differences, 67, 92-96. https://doi.org/10.1016/j.paid.2013.10.001
Gentile, D. A., Choo, H., Liau, A., Sim, T., Li, D., Fung, D., & Khoo, A. (2011). Pathological video game use among youths: A two-year longitudinal study. Pediatrics, 127(2), 319-329. https://doi.org/10.1542/peds.2010-1353
Gil-Or, O., Levi-Belz, Y., & Turel, O. (2015). The "Facebook-self": Characteristics and psychological predictors of false self-presentation on Facebook. Frontiers in Psychology, 6. https://doi.org/10.3389/fpsyg.2015.00099
Gini, G. (2006). Social cognition and moral cognition in bullying: What's wrong? Aggressive Behaviour, 32, 528-539. https://doi.org/10.1002/ab.20153
GLSEN, CiPHR, & CCRC. (2013). Out online: The experiences of lesbian, gay, bisexual and transgender youth on the Internet. New York: GLSEN.
Goth, K., Foelsch, P., Schlüter-Müller, S., Birkhölzer, M., Jung, E., Pick, O., & Schmeck, K. (2012). Assessment of identity development and identity diffusion in adolescence - Theoretical basis and psychometric properties of the self-report questionnaire AIDA. Child and Adolescent Psychiatry and Mental Health, 6(1), 27. https://doi.org/10.1186/1753-2000-6-27
Hickerson, B., & Mowen, A. J. (2012). Behavioral and psychological involvement of online video gamers: Building blocks or building walls to socialization? Loisir et Société / Society and Leisure, 35, 79-103. https://doi.org/10.1080/07053436.2012.10707836
Holtz, P., & Appel, M. (2011). Internet use and video gaming predict problem behaviour in early adolescence. Journal of Adolescence, 34, 49-58. https://doi.org/10.1016/j.adolescence.2010.02.004
Ito, M., Baumer, S., Bittanti, M., Cody, R., Stephenson, B. H., Horst, H. A., ... & Perkel, D. (2010). Hanging out, messing around, and geeking out: Kids living and learning with new media. Retrieved from https://dourish.com/~dourishc/classes/readings/HorstHerr-StephensonRobinson.pdf
Jose, P. E., Ryan, N., & Pryor, J. (2012). Does social connectedness promote a greater sense of well-being in adolescence over time? Journal of Research on Adolescence, 22, 235-251. https://doi.org/10.1111/j.1532-7795.2012.00783.x
Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of Social Media. Business Horizons, 53, 59-68. https://doi.org/10.1016/j.bushor.2009.09.003
Kelishadi, R., Qorbani, M., Motlagh, M. E., Heshmat, R., Ardalan, G., & Jari, M. (2015). Relationship between leisure time screen activity and aggressive and violent behaviour in Iranian children and adolescents: The CASPIAN-IV Study. Paediatrics and International Child Health, 35, 305-311. https://doi.org/10.1080/20469047.2015.1109221
Kernberg, O. F. (1985). Borderline conditions and pathological narcissism. Lanham, MD: Rowman & Littlefield.
Ko, C., Yen, J., Yen, C., Chen, C., & Chen, C. (2012). The association between Internet addiction and psychiatric disorder: A review of the literature. European Psychiatry, 27(1), 1-8. https://doi.org/10.1016/j.eurpsy.2010.04.011
Larson, R. W., Wilson, S., Brown, B. B., Furstenberg, Jr., F. F., & Verma, S. (2002). Changes in adolescents' interpersonal experiences: Are they being prepared for adult relationships in the twenty-first century? Journal of Research on Adolescence, 12, 31-68. https://doi.org/10.1111/1532-7795.00024
Lemmens, J. S., Valkenburg, P. M., & Peter, J. (2011). The effects of pathological gaming on aggressive behaviour. Journal of Youth and Adolescence, 40, 38-47. https://doi.org/10.1007/s10964-010-9558-x
Lenhart, A., Madden, M., Smith, A., Purcell, K., Zickuhr, K., & Rainie, L. (2011). Teens, kindness and cruelty on social network sites. Pew Internet and American Life Project. Retrieved from http://pewinternet.org/~/media//Files/Reports/2011/PIP_ Teens_Kindness_Cruelty_SNS_ Report_Nov_2011_FINAL_110711.pdf
Lenhart, A. (2015). Teens, Social Media & Technology Overview 2015. Pew Research Center. Retrieved from http://www.pewinternet.org/2015/04/09/teens-social-media-technology-2015
Marcia, J. E. (1966). Development and validation of ego-identity status. Journal of Personality and Social Psychology, 3, 551-558. https://doi.org/10.1037/h0023281
Martin K. (2011). Electronic overload: The impact of excessive screen use on child and adolescent health and wellbeing. Perth, Western Australia: Department of Sport and Recreation.
McCain, J. L., Borg, Z. G., Rothenberg, A. H., Churillo, K. M., Weiler, P., & Campbell, W. K. (2016). Personality and selfies: Narcissism and the Dark Triad. Computers in Human Behaviour, 64, 126-133. https://doi.org/10.1016/j.chb.2016.06.050
Menesini, E., Sanchez, V., Fonzi, A., Ortega, R., Costabile, A., & Lo Feudo, G. (2003). Moral emotions and bullying: A cross-national comparison of differences between bullies, victims and outsiders. Aggressive Behaviour, 29, 515-530. https://doi.org/10.1002/ab.10060
Messias, E., Castro, J., Saini, A., Usman, M., & Peeples, D. (2011). Sadness, suicide, and their association with video game and Internet overuse among teens: Results from the Youth Risk Behaviour Survey 2007 and 2009. Suicide and Life-Threatening Behaviour, 41, 307-315. https://doi.org/10.1111/j.1943-278x.2011.00030.x
Michikyan, M., Dennis, J., & Subrahmanyam, K. (2015). Can you guess who I am? Real, ideal, and false self-presentation on Facebook among emerging adults. Emerging Adulthood, 3, 55-64. https://doi.org/10.1177/2167696814532442
Milani, L., Camisasca, E., Caravita, S. C., Ionio, C., Miragoli, S., & Di Blasio, P. (2015). Violent video games and children’s aggressive behaviours. SAGE Open, 5(3), 215824401559942. https://doi.org/10.1177/2158244015599428
Muthén, B. & Muthén, L. (2000). Integrating person-centered and variable-centered analysis: Growth mixture modeling with latent trajectory classes. Alcoholism: Clinical and Experimental Research, 24, 882-891. https://doi.org/10.1111/j.1530-0277.2000.tb02070.x
Muthén, L. K., & Muthén, B. (2015). Mplus: Statistical analysis with latent variables: User's guide (7th ed.). Los Angeles, CA: Muthén & Muthén.
Nyarko, K. (2012). The influence of peer and parent relationships on adolescents’ self esteem. Ife Psychologia, 20(2), 161.
O'Loughlin, J., Lambert, M., Gauvin, L., Kestens, Y., & Daniel, M. (2008). Many teens spend 30 hours a week on 'screen time' during high school. Retrieved from https://www.sciencedaily.com/releases/2008/03/080312172614.htm
Ong, E. Y., Ang, R. P., Ho, J. C., Lim, J. C., Goh, D. H., Lee, C. S., & Chua, A. Y. (2011). Narcissism, extraversion and adolescents’ self-presentation on Facebook. Personality and Individual Differences, 50(2), 180-185. https://doi.org/10.1016/j.paid.2010.09.022
Pew Research Center. (2015). Internet seen as positive influence on education but negative on morality in emerging and developing nations. Retrieved from http://www.pewglobal.org/2015/03/19/internet-seen-as-positive-influence-on-education-but-negative-influence-on-morality-in-emerging-and-developing-nations/
Ray, M., & Jat, K. R. (2010). Effect of electronic media on children. Indian Pediatrics, 47, 561-568. https://doi.org/10.1007/s13312-010-0128-9
Rideout, V. J., Foehr, U. G., & Roberts, D. F. (2010). Generation M2: Media in the lives of 8- to 18-year-olds. Retrieved from http://files.eric.ed.gov/fulltext/ED527859.pdf
Rideout, V., Pai, S., & Saphir, M. (2015). The Common Sense census: Media use by tweens and teens. Common Sense Media. Retrieved from: https://www.commonsensemedia.org/sites/default/files/uploads/research/census_researchreport.pdf
Romer, D., Bagdasarov, Z., & More, E. (2013). Older versus newer media and the well-being of United States youth: Results from a national longitudinal panel. Journal of Adolescent Health, 52, 613-619. https://doi.org/10.1016/j.jadohealth.2012.11.012
Rosen, L.D., Whaling, K., Rab, S., Carrier, L.M., & Cheever, N.A. (2013). Is Facebook creating ‘‘iDisorders’’? The link between clinical symptoms of psychiatric disorders and technology use, attitudes and anxiety. Computers in Human Behaviour, 29, 1243-1254. https://doi.org/10.1016/j.chb.2012.11.012
Rosenberg, M. (1965). Society and the adolescent self-image. Princeton, NJ: Princeton University Press.
Rubin, A. M. (1994). Media uses and effects: A uses-and-gratifications perspective. In J. Bryant & D. Zillmann (Eds.), LEA's communication series. Media effects: Advances in theory and research (pp. 417-436). Hillsdale, NJ: Lawrence Erlbaum Associates.
Sartain, A. Q., North, A. J., Strange, J. R., & Chapman, H. M. (1973). The self and behaviour. In Psychology: Understanding human behaviour (pp. 88-126). Retrieved from https://archive.org/stream/psychologyunders033255mbp/psycho logyunders 033255 mbp_djvu.txt
Scott, J., & Porter-Armstrong, A. P. (2013). Impact of multiplayer online role-playing games upon the psychosocial well-being of adolescents and young adults: Reviewing the evidence. Psychiatry Journal, 2013, article 464685. https://doi.org/10.1155/2013/464685
Schwartz, S. J., Beyers, W., Luyckx, K., Soenens, B., Zamboanga, B. L., Forthun, L. F., & Waterman, A. S. (2011). Examining the light and dark sides of emerging adults’ identity: A study of identity status differences in positive and negative psychosocial functioning. Journal of Youth and Adolescence, 40, 839–859. https://doi.org/10.1007/s10964-010-9606-6
Schwartz, S. J., Zamboanga, B. L., Weisskirch, R. S., & Rodriguez, L. (2009). The relationships of personal and ethnic identity exploration to indices of adaptive and maladaptive psychosocial functioning. International Journal of Behavioural Development, 33, 131–144. https://doi.org/10.1177/0165025408098018
Scott, J., & Porter-Armstrong, A. P. (2013). Impact of multiplayer online role-playing games upon the psychosocial well-being of adolescents and young adults: Reviewing the evidence. Psychiatry Journal, 2013, 1-8. https://doi.org/10.1155/2013/464685
Shyam, R., & Bhoria, A. (2011). Information technology (Internet): Effects on social participation and well-being of users. Journal of the Indian Academy of Applied Psychology, 37, 157-162.
Tsang, J. (2002). Moral rationalization and the integration of situational factors and psychological processes in immoral behaviour. Review of General Psychology, 6, 25-50. https://doi.org/10.1037/1089-2622.214.171.124
Weir, K. F., & Jose, P. E. (2010). The perception of false self scale for adolescents: Reliability, validity, and longitudinal relationships with depressive and anxious symptoms. British Journal of Developmental Psychology, 28, 393-411. https://doi.org/10.1348/026151009x423052
Woods, H. C., & Scott, H. (2016). #Sleepyteens: Social media use in adolescence is associated with poor sleep quality, anxiety, depression and low self-esteem. Journal of Adolescence, 51, 41-49. https://doi.org/10.1016/j.adolescence.2016.05.008
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