Abstract
The purpose of the current study was to assess whether individuals differ in their experiences of emerging adulthood (EA) and associations with distinct patterns of alcohol use. To differentiate between EA drinking patterns, 153 regular community drinkers (ages 18–24 years; M = 20.9, SD = 1.9; 66.0% women; 53.6% Caucasian; 68.0% students) completed the Inventory of Dimensions of Emerging Adulthood (IDEA) and measures of alcohol use, drinking motives, and drinking consequences. Latent profile analysis revealed two profiles: EA-consistent (90%) had elevated scores on the five typical IDEA subscales; non-exploring EA (10%) had low scores on four dimensions. Non-exploring EA consistently demonstrated significantly lower scores on all alcohol variables at baseline and higher drinking volume, consequences, and social motives 1 year later. Findings indicate distinct profiles of EA development are associated with different patterns of alcohol use; how individuals experience this time of life may influence involvement in high-risk drinking during EA.
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Notes
A standard drink was defined as one bottle of beer (12 oz, 5%), one glass of wine (5 oz, 10–12%), or one shot of hard liquor (1.5 oz, 43–50%; Collins et al. 2008).
The following were coded as binary variables in the latent profile analysis due to the smaller size of one of the classes: ethnicity, romantic relationship (casually dating, in an exclusive relationship, married/common-law), living in parents’ home, employment status, in school.
See Supplemental Materials for graphs comparing latent profiles on drinking variables.
References
Allem, J., Sussman, S., Soto, D. W., Baezconde-Garbanati, L., & Unger, J. B. (2016). Role transitions and substance use among hispanic emerging adults: a longitudinal study using coarsened exact matching. Addictive Behaviors, 58, 95–99.
Arnett, J. J. (2000). Emerging adulthood: a theory of development from the late teens through the twenties. American Psychologist, 55(5), 469–480.
Arnett, J. J., Žukauskiene, R., & Sugimura, K. (2014). The new life stage of emerging adulthood at ages 18-29 years: Implications for mental health. The Lancet Psychiatry, 1(7), 569-576.
Arnett, J. J. (2005). The developmental context of substance use in emerging adulthood. Journal of Drug Issues, 35(2), 235–254.
Asparouhov, T., & Muthen, B. O. (2013). Auxiliary variables in mixture modeling: a 3-step approach using Mplus (Mplus web notes: No. 15, Version 6).
Bachman, J., O’Malley, P., Schulenberg, J., Johnston, L., Bryant, A., & Merline, A. (2002). The decline of substance use in young adulthood: changes in social activities, roles, and beliefs. Mahwah: Erlbaum.
Baggio, S., Studer, J., Iglesias, K., Daeppen, J., & Gmel, G. (2017). Emerging adulthood: a time of changes in psychosocial well-being. Evaluation & the Health Professions, 40(4), 383–400.
Bagnardi, V., Zatonski, W., Scotti, L., La Vecchia, C., & Corrao, G. (2008). Does drinking pattern modify the effect of alcohol on the risk of coronary heart disease? Evidence from a meta-analysis. Journal of Epidemiology & Community Health, 62(7), 615–619.
Bamberger, P. A., Koopmann, J., Wang, M., Larimer, M., Nahum-Shani, I., Geisner, I., & Bacharach, S. B. (2018). Does college alcohol consumption impact employment upon graduation? Findings from a prospective study. Journal of Applied Psychology, 103(1), 111–121.
Bishop, D. I., Weisgram, E. S., Holleque, K. M., Lund, K. E., & Wheeler-Anderson, J. (2005). Identity development and alcohol consumption: Current and retrospective self-reports by college students. Journal of Adolescence, 28(4), 523-533.
Boak, A., Hamilton, H. A., Adlaf, E. A., & Mann, R. E. (2015). Drug use among Ontario students, 1977-2015: detailed OSDUHS findings (CAMH Research Document No. 41). Toronto: Centre for Addiction and Mental Health.
Canadian Alcohol and Drug Use Monitoring Survey (2012). Summary of Results for 2012. Retrieved from https://www.canada.ca/en/health-canada/services/health-concerns/drug-prevention-treatment/drug-alcohol-use-statistics/canadian-alcohol-drug-use-monitoring-survey-summary-results-2012.html. Accessed 3 Jun 2018
Chassin, L., Hussong, A., & Beltran, I. (2009). Adolescent substance use. In R. Lerner & L. Steinberg (Eds.), Handbook of adolescent psychology (3rd ed., pp. 723–764). Hoboken: John Wiley & Sons.
Chen, P., & Jacobson, K. C. (2012). Developmental trajectories of substance use from early adolescence to young adulthood: gender and racial/ethnic differences. Journal of Adolescent Health, 50(2), 154–163.
Clark, S. L., & Muthén, B. (2009). Relating latent class analysis results to variables not included in the analysis. Available online at: http://www.statmodel.com/download/relatinglca.pdf.
Cleveland, M. J., Mallett, K. A., White, H. R., Turrisi, R., & Favero, S. (2013). Patterns of alcohol use and related consequence in non-college-attending emerging adults. Journal of Studies on Alcohol and Drugs, 74(1), 84–93.
Clogg, C. C. (1995). Latent class models: recent developments and prospects for the future. In G. Arminger, C. C. Clogg, & M. E. Sobel (Eds.), Handbook of statistical modeling for the social and behavioral sciences (pp. 311–352). New York: Plenum.
Collins, R. L., Kashdan, T. B., Koutsky, J. R., Morsheimer, E. T., & Vetter, C. J. (2008). A self-administered timeline followback to measure variations in underage drinkers’ alcohol intake and binge drinking. Addictive Behaviors, 33, 196–200.
Cooper, M. L. (1994). Motivations for alcohol use among adolescents: development and validation of a four-factor model. Psychological Assessment, 6(2), 117–128.
Cooper, M. L., Frone, M. R., Russell, M., & Mudar, P. (1995). Drinking to regulate positive and negative emotions: a motivational model of alcohol use. Journal of Personality and Social Psychology, 69(5), 990–1005.
Cooper, M. L., Kuntsche, E., Levitt, A., Barber, L. L., & Wolf, S. (2016). A motivational perspective on substance use: review of theory and research on motives for using alcohol, marijuana, and tobacco. In K. J. Sher (Ed.), Oxford handbook of substance use disorders (pp. 375–421). New York: Oxford University Press.
Cox, W. M., & Klinger, E. (1988). A motivational model of alcohol use. Journal of Abnormal Psychology, 97(2), 168–180.
Davis, J. P., Dumas, T. M., Briley, D. A., & Sussman, S. (2018). A meta-analysis of the association between substance use and emerging adult development using the IDEA scale. American Journal on Addictions, 27(3), 166–176.
Erikson, E. H. (1968). Identity: youth and crisis. Oxford: W. W. Norton.
Fazzino, T. L., Fleming, K., Sher, K. J., Sullivan, D. K., & Befort, C. (2017). Heavy drinking in young adulthood increases risk of transitioning to obesity. American Journal of Preventive Medicine, 53(2), 169–175.
Galambos, N. L., Barker, E. T., & Krahn, H. J. (2006). Depression, self-esteem, and anger in emerging adulthood: seven year trajectories. Developmental Psychology, 42(2), 350–365.
Gates, J. R., Corbin, W. R., & Fromme, K. (2016). Emerging adult identity development, alcohol use, and alcohol-related problems during the transition out of college. Psychology of Addictive Behaviors, 30(3), 345–355.
Gmel, G., Bissery, A., Gammeter, R., Givel, J. C., Calmes, J. M., Yersin, B., & Daeppen, J. B. (2006). Alcohol-attributable injuries in admissions to a Swiss emergency room—an analysis of the link between volume of drinking, drinking patterns, and preattendance drinking. Alcoholism: Clinical and Experimental Research, 30(3), 501–509.
Gmel, G., Kuntsche, E., & Rehm, J. (2011). Risky single-occasion drinking: bingeing is not bingeing. Addiction, 106(6), 1037–1045.
Goldstein, A. L., Haller, S., Mackinnon, S. P., & Stewart, S. H. (2018). Attachment anxiety and avoidance, emotion dysregulation, interpersonal difficulties and alcohol problems in emerging adulthood. Addiction Research & Theory. Advance online publication.
Goodman, I., Henderson, J., Peterson-Badali, M., & Goldstein, A. L. (2015). The relationship between psychosocial features of emerging adulthood and substance use change motivation in youth. Journal of Substance Abuse Treatment, 52, 58–66.
Hagenaars, J. A. (1993). Loglinear models with latent variables. London: Sage.
Hagger-Johnson, G., Taibjee, R., Semlyen, J., Fitchie, I., Fish, J., Meads, C., & Varney, J. (2013). Sexual orientation identity in relation to smoking history and alcohol use at age 18/19: cross-sectional associations from the Longitudinal Study of Young People in England (LSYPE). British Medical Journal Open, 3(8), e002810.
Jackson, K. M., & Sartor, C. E. (2016). The natural course of substance use and dependence. In K. J. Sher (Ed.), The Oxford handbook of substance use and substance use disorders (Vol. 1, pp. 67–131). New York: Oxford University Press.
Jochman, K., & Fromme, K. (2010). Maturing out of substance use: the other side of etiology. In L. M. Scheier (Ed.), Handbook of drug use etiology: theory, methods, and empirical findings (pp. 565–578). Washington: American Psychological Association.
Johnston, L. D., O’Malley, P. M., Bachman, J. G., Schulenberg, J. E., & Miech, R. A. (2016). Monitoring the future national survey results on drug use, 1975-2015: Volume II, college students and adults ages 19–55. Ann Arbor: Institute for Social Research, The University of Michigan Available at http://monitoringthefuture.org/pubs.html#monographs.
Johnston, L. D., Miech, R. A., O’Malley, P. M., Bachman, J. G., Schulenberg, J. E., & Patrick, M. E. (2018). Monitoring the future national survey results on drug use, 1975-2017: overview, key findings on adolescent drug use. Ann Arbor: Institute for Social Research, The University of Michigan.
Kahler, C. W., Strong, D. R., & Read, J. P. (2005). Toward efficient and comprehensive measurement of the alcohol problems continuum in college students: the Brief Young Adult Alcohol Consequences questionnaire. Alcoholism: Clinical and Experimental Research, 29(7), 1180–1189.
Kahler, C. W., Hustad, J., Barnett, N. P., Strong, D. R., & Borsari, B. (2008). Validation of the 30-day version of the Brief Young Adult Alcohol Consequences questionnaire for use in longitudinal studies. Journal of Studies on Alcohol and Drugs, 69(4), 611–615.
Kamata, A., Kara, Y., Patarapichayatham, C., & Lan, P. (2018). Evaluation of analysis approaches for latent class analysis with auxiliary linear growth model. Frontiers in Psychology. Advance online publication.
Kendler, K. S., Lönn, S. L., Salvatore, J., Sundquist, J., & Sundquist, K. (2016). Effect of marriage on risk for onset of alcohol use disorder: a longitudinal and co-relative analysis in a Swedish national sample. American Journal of Psychiatry, 173(9), 911–918.
Kessler, R. C., & Wang, P. S. (2008). The descriptive epidemiology of commonly occurring mental disorders in the United States. Annual Review of Public Health, 29(1), 115–129.
Kuntsche, E., Knibbe, R., Gmel, G., & Engels, R. (2006). Replication and validation of the Drinking Motive Questionnaire Revised (DMQ-R, Cooper, 1994) among adolescents in Switzerland. European Addiction Research, 12(3), 161–168.
Kuntsche, E., Knibbe, R., Engels, R., & Gmel, G. (2010). Being drunk to have fun or to forget problems?: identifying enhancement and coping drinkers among risky drinking adolescents. European Journal of Psychological Assessment, 26(1), 46–54.
Kuntsche, E., Gabhainn, S. N., Roberts, C., Windlin, B., Vieno, A., Bendtsen, P., Hublet, A., Tynjala, J., Valimaa, R., Dankulincova, Z., Aasvee, K., Demetrovics, Z., Farkas, J., van der Sluijs, W., de Matos, M. G., Mazur, J., & Wicki, M. (2014). Drinking motives and links to alcohol use in 13 European countries. Journal of Studies on Alcohol and Drugs, 75(3), 428–437.
Kuntsche, E., Kuntsche, S., Thrul, J., & Gmel, G. (2017). Binge drinking: health impact, prevalence, correlates and interventions. Psychology & Health, 32(8), 976–1017.
Lanctot, J., & Poulin, F. (2018). Emerging adulthood features and adjustment: a person-centered approach. Emerging Adulthood, 6(2), 91–103.
Lane, J. (2014). Counseling emerging adults in transition: practical applications of attachment and social support research. The Professional Counselor, 5(1), 30–42.
Lau-Barraco, C., Linden-Carmichael, A. N., Hequembourg, A., & Pribesh, S. (2017). Motivations and consequences of alcohol use among heavy drinking nonstudent emerging adults. Journal of Adolescent Research, 32(6), 667–695.
Lisha, N., Grana, R., Sun, P., Rohrbach, L., Spruijt-Metz, D., Reifman, A., & Sussman, S. (2014). Evaluation of the psychometric properties of the Revised Inventory of the Dimensions of Emerging Adulthood (IDEA-R) in a sample of continuation high school students. Evaluation & the Health Professions, 37(2), 156–177.
Loken, E. (2004). Using latent class analysis to model temperament types. Multivariate Behavioral Research, 39(4), 625–652.
Löwe, B., Decker, O., Müller, S., Brähler, E., Schellberg, D., Herzog, W., & Herzberg, P. Y. (2008). Validation and standardization of the generalized anxiety disorder screener (GAD-7) in the general population. Medical Care, 46(3), 266–274.
Marcia, J. E. (1966). Development and validation of ego-identity status. Journal of Personality and Social Psychology, 3(5), 551–558.
Matusiewicz, A. K., Ilgen, M. A., & Bohnert, K. M. (2016). Changes in alcohol use following the transition to motherhood: findings from the national epidemiologic survey on alcohol and related conditions. Drug and Alcohol Dependence, 168, 204–210.
McLachlan, G. J., & Peel, D. (2000). Finite mixture models. New York: Wiley.
Miech, R. A., Johnston, L. D., O’Malley, P. M., Bachman, J. G., Schulenberg, J. E., & Patrick, M. E. (2017). Monitoring the future national survey results on drug use, 1975-2016: volume I, secondary school students. Ann Arbor: Institute for Social Research, The University of Michigan.
Mushquash, A. R., Stewart, S. H., Sherry, S. B., Sherry, D. L., Mushquash, C. J., & MacKinnon, A. L. (2013). Depressive symptoms are a vulnerability factor for heavy episodic drinking: a short-term, four-wave longitudinal study of undergraduate women. Addictive Behaviors, 38(5), 2180–2186.
Muthen, B. O. (2004). Growth mixture modeling and related techniques for longitudinal data. In D. Kaplan (Ed.), Handbook of quantitative methodology for the social sciences (pp. 345–368). Newbury Park: Sage.
Muthen, L. K., & Muthen, B. O. (1998–2017). Mplus user’s guide. Los Angeles: Author.
Nylund, K. L., Asparouhov, T., & Muthen, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Structural Equation Modeling, 14, 535–569.
Patrick, M. E., & Schulenberg, J. E. (2011). How trajectories of reasons for alcohol use relate to trajectories of binge drinking: national panel data spanning late adolescence to early adulthood. Developmental Psychology, 47(2), 311–317.
Patrick, M. E., Schulenberg, J. E., O'Malley, P. M., Maggs, J. L., Kloska, D. D., Johnston, L. D., & Bachman, J. G. (2011). Age-related changes in reasons for using alcohol and marijuana from ages 18 to 30 in a national sample. Psychology of Addictive Behaviors, 25(2), 330–339.
Patrick, M. E., Terry-McElrath, Y. M., Kloska, D. D., & Schulenberg, J. E. (2016). High-intensity drinking among young adults in the United States: prevalence, frequency, and developmental change. Alcoholism: Clinical and Experimental Research, 40, 1905–1912.
Phinney, J. S., & Kohatsu, E. L. (1997). Ethnic and racial identity development and mental health. In J. Schulenberg, J. L. Maggs, & K. Hurrelmann (Eds.), Health risks and developmental transitions during adolescence (pp. 420–443). New York: Cambridge University Press.
Quinn, P. D., & Harden, K. P. (2013). Differential changes in impulsivity and sensation seeking and the escalation of substance use from adolescence to early adulthood. Development and Psychopathology, 25(1), 223–239.
Radloff, L. S. (1977). The CES-D scale: a self report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401.
Reich, R. R., Cummings, J. R., Greenbaum, P. E., Moltisanti, A. J., & Goldman, M. S. (2015). The temporal “pulse” of drinking: tracking 5 years of binge drinking in emerging adults. Journal of Abnormal Psychology, 124(3), 635–647.
Reifman, A., Arnett, J. J., & Colwell, M. J. (2007). Emerging adulthood: theory, assessment and application. Journal of Youth Development, 2(1), 37–48.
Schulenberg, J. E., Johnston, L. D., O'Malley, P. M., Bachman, J. G., Miech, R. A., & Patrick, M. E. (2017). Monitoring the future national survey results on drug use, 1975-2016: volume II, college students and adults ages 19-55. Ann Arbor: Institute for Social Research, The University of Michigan Available at http://monitoringthefuture.org/pubs.html#monographs.
Schwartz, S. J. (2016). Turning point for a turning point: advancing emerging adulthood theory and research. Emerging Adulthood, 4(5), 307–317.
Sher, K. J., & Gotham, H. (1999). Pathological alcohol involvement: a developmental disorder of young adulthood. Development and Psychopathology, 11(4), 933–956.
Simons-Morton, B., Haynie, D., Liu, D., Chaurasia, A., Li, K., & Hingson, R. (2016). The effect of residence, school status, work status, and social influence on the prevalence of alcohol use among emerging adults. Journal of Studies on Alcohol and Drugs, 77(1), 121–132.
Smith, D. C., Bahar, O. S., Cleeland, L. R., & Davis, J. P. (2014). Self-perceived emerging adult status and substance use. Psychology of Addictive Behaviors, 28(3), 935–941.
Sobell, L. C., & Sobell, M. B. (1992). Timeline follow-back. In Measuring alcohol consumption (pp. 41–72). Totowa: Humana Press.
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006). A brief measure for assessing generalized anxiety disorder: the GAD-7. Archives of Internal Medicine, 166(10), 1092–1097.
Sussman, S., & Arnett, J. J. (2014). Emerging adulthood: developmental period facilitative of the addictions. Evaluation and the Health Professions, 37(2), 147–155.
Tagliabue, S., Crocetti, E., & Lanz, M. (2016). Emerging adulthood features and criteria for adulthood: variable- and person-centered approaches. Journal of Youth Studies, 19(3), 374–388.
Tarter, R., & Vanyukov, M. (1994). Alcoholism: a developmental disorder. Journal of Consulting and Clinical Psychology, 62(6), 1096–2007.
Taylor, Z. E., Doane, L. D., & Eisenberg, N. (2014). Transitioning from high school to college: relations of social support, ego-resiliency, and maladjustment during emerging adulthood. Emerging Adulthood, 2(2), 105–115.
Thompson, K., Roemer, A., & Leadbeater, B. (2015). Impulsive personality, parental monitoring, and alcohol outcomes from adolescence through young adulthood. Journal of Adolescent Health, 57(3), 320–326.
van Damme, J., Maes, L., Kuntsche, E., Crutzen, R., De Clercq, B., Van Lippevelde, W., & Hublet, A. (2015). The influence of parental drinking on offspring’s drinking motives and drinking: a mediation analysis on 9 year follow-up data. Drug and Alcohol Dependence, 149, 63–70.
van der Zwaluw, C., Kuntsche, E., & Engels, R. C. (2011). Risky alcohol use in adolescence: the role of genetics (DRD2, SLC6A4) and coping motives. Alcoholism: Clinical and Experimental Research, 35(4), 756–764.
Wang, M., & Hanges, P. J. (2011). Latent class procedures: applications to organizational research. Organizational Research Methods, 14(1), 24–31.
Wang, J., & Wang, X. (2012). Mixture modeling. In D. J. Balding (Ed.), Structural equation modeling: applications using Mplus (pp. 289–390). Chichester: Wiley.
White, H. R., & Jackson, K. (2004). Social and psychological influences on emerging adult drinking behavior. Alcohol Research & Health, 28(4), 182–190.
Wicki, M., Kuntsche, E., Eichenberger, Y., Aasvee, K., Bendtsen, P., Dankulincová Veselská, Z., Demetrovics, Z., Dzielska, Z., Farkas, J., de Matos, M. G., Roberts, C., Tynjala, J., Valimaa, R., & Vieno, A. (2017). Different drinking motives, different adverse consequences? Evidence among adolescents from 10 European countries. Drug and Alcohol Review, 36(6), 731–741.
Acknowledgements
This research was supported by a grant from the Foundation for Alcohol Research (ABMRF) awarded to Abby L. Goldstein, Sherry Stewart, and Sean Mackinnon and an Early Researcher Award from the Ontario Ministry of Research and Innovation to Dr. Goldstein. Dr. Goldstein is supported by a Social Sciences and Humanities Research Council Tier 2 Canada Research Chair in the Psychology of Emerging Adulthood and Dr. Stewart is supported by a Canadian Institutes of Health Research Tier 1 Canada Research Chair in Addictions and Mental Health. Joyce Zhu was supported by a Master’s Graduate Scholarship from the Social Sciences and Humanities Research Council of Canada.
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Zhu, J.Y., Goldstein, A.L., Mackinnon, S.P. et al. Alcohol Use and Emerging Adult Development: a Latent Profile Analysis of Community Drinkers. Int J Ment Health Addiction 17, 1180–1199 (2019). https://doi.org/10.1007/s11469-018-0039-x
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DOI: https://doi.org/10.1007/s11469-018-0039-x