Abstract
Developmental imbalance models attribute the rise in risk-taking during adolescence to a universal imbalance between rising reward sensitivity and lagging cognitive control. This study tested predictions of an alternate Lifespan Wisdom Model that distinguishes between exploratory/adaptive (e.g., sensation seeking) and maladaptive (e.g., acting-without-thinking, delay discounting) risk-taking propensities and attributes the latter to a sub-set of youth with weak cognitive control. Latent trajectory modeling of six waves of data from 387 adolescents (52% females; spanning average ages of 11–18 years) revealed distinct sub-groups with heterogeneous trajectory patterns for acting-without-thinking and delay-discounting. Only those trajectory groups with weak cognitive control, characterized as “high-increasing” acting-without thinking and “high-stable” delay discounting were predictive of a maladaptive risk-taking outcome, namely substance use disorder. Sensation seeking demonstrated a universal peak, but high levels of sensation seeking were not associated with weakness in cognitive control and were unrelated to substance use disorder, controlling for impulsivity. The findings suggest that maladaptive risk-taking characterized by weak cognitive control over reward-driven impulses is a phenomenon limited to only a sub-set of youth.
Similar content being viewed by others
References
Bjork, J. M., & Pardini, D. A. (2015). Who are those “risk-taking adolescents”? Individual differences in developmental neuroimaging research. Developmental Cognitive Neuroscience, 11, 56–64. https://doi.org/10.1016/j.dcn.2014.07.008.
Boyer, T. W., & Byrnes, J. P. (2009). Adolescent risk-taking: Integrating personal, cognitive, and social aspects of judgment. Journal of Applied Developmental Psychology, 30(1), 23–33. https://doi.org/10.1016/j.appdev.2008.10.009.
Casey, B. J. (2015). Beyond simple models of self-control to circuit-based accounts of adolescent behavior. Annual Review of Psychology, 66, 295–319. https://doi.org/10.1146/annurev-psych-010814-015156.
Casey, B. J., Cohen, J. D., Jezzard, P., Turner, R., Noll, D. C., Trainor, R. J., & Rapoport, J. L. (1995). Activation of prefrontal cortex in children during a nonspatial working memory task with functional MRI. NeuroImage, 2(3), 221–229. https://doi.org/10.1196/annals.1440.010.
Casey, B.J., Getz, S., & Galvan, A. (2008). The adolescent brain. Developmental Review, 28(1), 62–77. https://doi.org/10.1016/j.tics.2012.04.011.
Casey, B. J., Somerville, L. H., Gotlib, I. H., Ayduk, O., Franklin, N. T., Askren, M. K., & Shoda, Y. (2011). Behavioral and neural correlates of delay of gratification 40 years later. Proceedings of the National Academy of Sciences, 108(36), 14998–15003. https://doi.org/10.1073/pnas.1108561108.
Collado, A., Felton, J. W., MacPherson, L., & Lejuez, C. W. (2014). Longitudinal trajectories of sensation seeking, risk taking propensity, and impulsivity across early to middle adolescence. Addictive Behaviors, 39(11), 1580–1588. https://doi.org/10.1016/j.addbeh.2014.01.024.
Cools, R., & D’Esposito, M. (2011). Inverted-u–shaped dopamine actions on human working memory and cognitive control. Biological Psychiatry, 69(12), e113–e125. https://doi.org/10.1016/j.biopsych.2011.03.028.
Côté, S., Tremblay, R. E., Nagin, D., Zoccolillo, M., & Vitaro, F. (2002). The development of impulsivity, fearfulness, and helpfulness during childhood: Patterns of consistency and change in the trajectories of boys and girls. Journal of Child Psychology and Psychiatry, 43(5), 609–618. https://doi.org/10.1111/1469-7610.00050.
Cross, C. P., Copping, L. T., & Campbell, A. (2011). Sex differences in impulsivity: A meta-analysis. Psychological Bulletin, 137(1), 97–130. https://doi.org/10.1037/a0021591.
Defoe, I. N., Dubas, J. S., Figner, B., & van Aken, M. A. (2015). A meta-analysis on age differences in risky decision making: Adolescents versus children and adults. Psychological Bulletin, 141(1), 48–84. https://doi.org/10.1037/a0038088.
De Wit, H. (2009). Impulsivity as a determinant and consequence of drug use: a review of underlying processes. Addiction Biology, 14(1), 22–31. https://doi.org/10.1111/j.1369-1600.2008.00129.x.
Duell, N., Steinberg, L., Chein, J., Al-Hassan, S. M., Bacchini, D., Lei, C., & Alampay, L. P. (2016). Interaction of reward seeking and self-regulation in the prediction of risk taking: A cross-national test of the dual systems model. Developmental Psychology, 52(10), 1593–1605. https://doi.org/10.1037/dev0000152.
Engle, R. W. (2002). Working memory capacity as executive attention. Current Directions in Psychological Science, 11(1), 19–23. https://doi.org/10.1111/1467-8721.00160.
Eysenck, S. B. G., Easting, G., & Pearson, P. R. (1984). Age norms for impulsiveness, venturesomeness and empathy in children. Personality and Individual Differences, 5(3), 315–321. https://doi.org/10.1016/0191-8869(84)90070-9.
Green, L., Fry, A. F., & Myerson, J. (1994). Discounting of delayed rewards: A life-span comparison. Psychological Science, 5(1), 33–36. https://doi.org/10.1111/j.1467-9280.1994.tb00610.x.
Harden, K. P., & Tucker-Drob, E. M. (2011). Individual differences in the development of sensation seeking and impulsivity during adolescence: Further evidence for a dual systems model. Developmental Psychology, 47(3), 739–746. https://doi.org/10.1037/a0023279.
Hoyle, R. H., Stephenson, M. T., Palmgreen, P., Lorch, E. P., & Donohew, R. L. (2002). Reliability and validity of a brief measure of sensation seeking. Personality and Individual Differences, 32(3), 401–414. https://doi.org/10.1016/S0191-8869(01)00032-0.
Iacono, W. G., Malone, S. M., & McGue, M. (2008). Behavioral disinhibition and the development of early-onset addiction: Common and specific influences. Annual Review of Clinical Psychology, 4(1), 325–348. https://doi.org/10.1146/annurev.clinpsy.4.022007.141157.
Jackson, K. M., Bucholz, K. K., Wood, P. K., Steinley, D., Grant, J. D., & Sher, K. J. (2014). Towards the characterization and validation of alcohol use disorder subtypes: Integrating consumption and symptom data. Psychological Medicine, 44(01), 143–159. https://doi.org/10.1017/S0033291713000573.
Jackson, K. M., Sher, K. J., & Wood, P. K. (2000). Trajectories of concurrent substance use disorders: A developmental, typological approach to comorbidity. Alcoholism: Clinical and Experimental Research, 24(6), 902–913. https://doi.org/10.1111/j.1530-0277.2000.tb02072.x.
Kasen, S., Cohen, P., & Chen, H. (2011). Developmental course of impulsivity and capability from age 10 to age 25 as related to trajectory of suicide attempt in a community cohort. Suicide and Life-Threatening Behavior, 41(2), 180–192. https://doi.org/10.1111/j.1943-278X.2011.00017.x.
Khurana, A., Romer, D., Betancourt, L. M., Brodsky, N. L., Giannetta, J. M., & Hurt, H. (2013). Working memory ability predicts trajectories of early alcohol use in adolescents: The mediational role of impulsivity. Addiction, 108(3), 506–515. https://doi.org/10.1111/add.12001.
Khurana, A., Romer, D., Betancourt, L. M., Brodsky, N. L., Giannetta, J. M., & Hurt, H. (2015a). Experimentation versus progression in adolescent drug use: A test of an emerging neurobehavioral imbalance model. Development and Psychopathology, 27(3), 901–913. https://doi.org/10.1017/S0954579414000765.
Khurana, A., Romer, D., Betancourt, L. M., Brodsky, N. L., Giannetta, J. M., & Hurt, H. (2015b). Stronger working memory reduces sexual risk taking in adolescents, even after controlling for parental influences. Child Development, 86(4), 1125–1141. https://doi.org/10.1111/cdev.12383.
Khurana, A., Romer, D., Betancourt, L. M., & Hurt, H. (2017). Working memory ability and early drug use progression as predictors of adolescent substance use disorders. Addiction. https://doi.org/10.1111/add.13792
Khurana, A., Romer, D., Hurt, H., Betancourt, L., Brodsky, N. L., & Giannetta, J. M. (2012). Early adolescent sexual debut: The mediating role of working memory ability, sensation seeking and impulsivity. Developmental Psychology, 48(5), 1416–1428. https://doi.org/10.1037/a0027491.
Kidd, C., Palmeri, H., & Aslin, R. N. (2013). Rational snacking: Young children’s decision-making on the marshmallow task is moderated by beliefs about environmental reliability. Cognition, 126(1), 109–114. https://doi.org/10.1016/j.cognition.2012.08.004.
Littlefield, A. K., Stevens, A. K., Ellingson, J. M., King, K. M., & Jackson, K. M. (2016). Changes in negative urgency, positive urgency, and sensation seeking across adolescence. Personality and Individual differences, 90, 332–337. https://doi.org/10.1016/j.paid.2015.11.024.
Madden, G. J. & Bickel, W. K. (Eds.) (2010). Impulsivity: the behavioral and neurological science of discounting. Washington, DC: American Psychological Association.
Magid, V., MacLean, M. G., & Colder, C. R. (2007). Differentiating between sensation seeking and impulsivity through their mediated relations with alcohol use and problems. Addictive Behaviors, 32(10), 2046–2061. https://doi.org/10.1016/j.addbeh.2007.01.015.
Maslowsky, J., Keating, D. P., Monk, C. S., & Schulenberg, J. (2011). Planned versus unplanned risks: Neurocognitive predictors of subtypes of adolescents’ risk behavior. International Journal of Behavioral Development, 35(2), 152–160. https://doi.org/10.1177/0165025410378069.
McGuire, J. T., & Kable, J. W. (2013). Rational temporal predictions can underlie apparent failures to delay gratification. Psychological Review, 120(2), 395–410. https://doi.org/10.1037/a0031910.
Miller, E. K., & Cohen, J. D. (2001). An integrative theory of prefrontal cortex function. Annual Review of Neuroscience, 24(1), 167–202. https://doi.org/10.1146/annurev.neuro.24.1.167.
Milner, B. (1971). Interhemispheric differences in the localization of psychological processes in man. British Medical Bulletin, 27(3), 272–277.
Moffitt, T. E., Arseneault, L., Belsky, D., Dickson, N., Hancox, R. J., & Harrington, H., et al. (2011). A gradient of childhood self-control predicts health, wealth, and public safety. Proceedings of the National Academy of Sciences, 108(7), 2693–2698.
Munakata, Y., Herd, S. A., Chatham, C. H., Depue, B. E., Banich, M. T., & O’Reilly, R. C. (2011). A unified framework for inhibitory control. Trends in Cognitive Sciences, 15(10), 453–459. https://doi.org/10.1016/j.tics.2011.07.011.
Muthén, B., & Muthén, L. K. (2000). Integrating person-centered and variable-centered analyses: Growth mixture modeling with latent trajectory classes. Alcoholism: Clinical and Experimental Research, 24(6), 882–891. https://doi.org/10.1111/j.1530-0277.2000.tb02070.x.
Owen, A. M., Downes, J. J., Sahakian, B. J., Polkey, C. E., & Robbins, T. W. (1990). Planning and spatial working memory following frontal lobe lesions in man. Neuropsychologia, 28(10), 1021–1034. https://doi.org/10.1016/0028-3932(90)90137-D.
Patton, J. H., Stanford, M. S., & Barratt, E. S. (1995). Factor structure of the barratt impulsiveness scale. Journal of Clinical Psychology, 51(6), 768–774. https://doi.org/10.1002/1097-4679.
Pfeifer, J. H., & Allen, N. B. (2012). Arrested development? Reconsidering dual-systems models of brainfunction in adolescence and disorders. Trends in Cognitive Sciences, 16(6), 322–329. https://doi.org/10.1016/j.tics.2012.04.011.
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(s1), 223–239. https://doi.org/10.1017/S0954579412000284.
Reynolds, B. (2006). A review of delay-discounting research with humans: Relations to drug use and gambling. Behavioural Pharmacology, 17(8), 651–667. https://doi.org/10.1097/FBP.0b013e3280115f99.
Romer, A. L., Reyna, V. F., & Pardo, S. T. (2016). Are rash impulsive and reward sensitive traits distinguishable? A test in young adults. Personality and Individual Differences, 99, 308–312. https://doi.org/10.1016/j.paid.2016.05.027.
Romer, D. (2010). Adolescent risk taking, impulsivity, and brain development: Implications for prevention. Developmental Psychobiology, 52(3), 263–276. https://doi.org/10.1002/dev.20442.
Romer, D., Betancourt, L., Giannetta, J. M., Brodsky, N. L., Farah, M., & Hurt, H. (2009). Executive cognitive functions and impulsivity as correlates of risk taking and problem behavior in preadolescents. Neuropsychologia, 47(13), 2916–2926. https://doi.org/10.1016/j.neuropsychologia.2009.06.019.
Romer, D., Betancourt, L. M., Brodsky, N. L., Giannetta, J. M., Yang, W., & Hurt, H. (2011). Does adolescent risk taking imply weak executive function? A prospective study of relations between working memory performance, impulsivity, and risk taking in early adolescence. Developmental Science, 14(5), 1119–1133. https://doi.org/10.1111/j.1467-7687.2011.01061.x.
Romer, D., Duckworth, A. L., Sznitman, S., & Park, S. (2010). Can adolescents learn self-control? Delay of gratification in the development of control over risk taking. Prevention Science, 11(3), 319–330. https://doi.org/10.1007/s11121-010-0171-8.
Romer, D., & Hennessy, M. (2007). A biosocial-affect model of adolescent sensation seeking: The role of affect evaluation and peer-group influence in adolescent drug use. Prevention Science, 8(2), 89–101. https://doi.org/10.1007/s11121-007-0064-7.
Romer, D., Reyna, V. F., & Satterthwaite, T. D. (2017). Beyond stereotypes of adolescent risk taking: Placing the adolescent brain in developmental context. Developmental Cognitive Neuroscience, 27, 19–34. https://doi.org/10.1016/j.dcn.2017.07.007.
Schafer, J. L., & Graham, J. W. (2002). Missing data: Our view of the state of the art. Psychological Methods, 7(2), 147–177. https://doi.org/10.1037/1082-989X.7.2.147.
Shamosh, N. A., Deyoung, C. G., Green, A. E., Reis, D. L., Johnson, M. R., Conway, A. R., & Gray, J. R. (2008). Individual differences in delay discounting: Relation to intelligence, working memory, and anterior prefrontal cortex. Psychological Science, 19(9), 904–11. https://doi.org/10.1111/j.1467-9280.2008.02175.x.
Shulman, E. P., Harden, K. P., Chein, J. M., & Steinberg, L. (2014). Sex differences in the developmental trajectories of impulse control and sensation-seeking from early adolescence to early adulthood. Journal of Youth and Adolescence, 1–17. https://doi.org/10.1007/s10964-014-0116-9.
Shulman, E. P., Smith, A. R., Silva, K., Icenogle, G., Duell, N., Chein, J., & Steinberg, L. (2016). The dual systems model: Review, reappraisal, and reaffirmation. Developmental Cognitive Neuroscience, 17, 103–117. https://doi.org/10.1016/j.dcn.2015.12.010.
Somerville, L. H., & Casey, B. (2010). Developmental neurobiology of cognitive control and motivational systems. Current Opinion in Neurobiology, 20(2), 236–241. https://doi.org/10.1016/j.conb.2010.01.006.
Steinberg, L., Albert, D., Cauffman, E., Banich, M., Graham, S., & Woolard, J. (2008). Age differences in sensation seeking and impulsivity as indexed by behavior and self-report: evidence for a dual systems model. Developmental Psychology, 44(6), 1764–1778. https://doi.org/10.1037/a0012955.
Steinberg, L., Graham, S., O’Brien, L., Woolard, J., Cauffman, E., & Banich, M. (2009). Age differences in future orientation and delay discounting. Child Development, 80(1), 28–44. https://doi.org/10.1111/j.1467-8624.2008.01244.x.
Steinberg, L., Icenogle, G., Shulman, E. P., Breiner, K., Chein, J., Bacchini, D., & Takash, H. M. S. (2017). Around the world, adolescence is a time of heightened sensation seeking and immature self-regulation. Developmental Science. https://doi.org/10.1111/desc.12532.
Substance Abuse and Mental Health Services Administration (2011). Results from the 2010 National Survey on Drug Use and Health: Summary of National Findings (No. NSDUH Series H-41, HHS Pub No (SMA)11-4658). Rockville, MD: Substance Abuse and Mental Health Services Administration.
van den Bos, W., Rodriguez, C. A., Schweitzer, J. B., & McClure, S. M. (2015). Adolescent impatience decreases with increased frontostriatal connectivity. Proceedings of the National Academy of Sciences, 112(29), E3765–E3774. https://doi.org/10.1073/pnas.1423095112.
Wagner, F. A., & Anthony, J. C. (2007). Male–female differences in the risk of progression from first use to dependence upon cannabis, cocaine, and alcohol. Drug & Alcohol Dependence, 86(2), 191–198. https://doi.org/10.1016/j.drugalcdep.2006.06.003.
Wahlstrom, D., Collins, P., White, T., & Luciana, M. (2010). Developmental changes in dopamine neurotransmission in adolescence: Behavioral implications and issues in assessment. Brain and Cognition, 72(1), 146 https://doi.org/10.1016/j.bandc.2009.10.013.
Wechsler, D. (2003). Wechsler Intelligence Scale for Children® —Fourth Edition (WISC®-IV). San Antonio, TX: The Psychological Corporation.
White, H. R., Marmorstein, N. R., Crews, F. T., Bates, M. E., Mun, E. Y., & Loeber, R. (2011). Associations between heavy drinking and changes in impulsive behavior among adolescent boys. Alcoholism: Clinical and Experimental Research, 35(2), 295–303. https://doi.org/10.1111/j.1530-0277.2010.01345.x.
Whiteside, S. P., & Lynam, D. R. (2001). The Five Factor Model and impulsivity: Using a structural model of personality to understand impulsivity. Personality and Individual Differences, 30(4), 669–689. https://doi.org/10.1016/S0191-8869(00)00064-7.
Wilson, M., & Daly, M. (2006). Are juvenile offenders extreme future discounters? Psychological Science, 17(11), 989–994. https://doi.org/10.1111/j.1467-9280.2006.01817.x.
Zuckerman, M. (1971). Dimensions of sensation seeking. Journal of Consulting and Clinical Psychology, 36(1), 45–52. https://doi.org/10.1037/h0030478.
Acknowledgements
We thank Kristin Arena, Nancy Brodsky, and Joan Giannetta for their invaluable contributions to the execution of the study.
Authors’ Contributions
A.K. and D.R. conceived the study and participated in its design and coordination; A.K. conducted the statistical analyses and prepared the first draft of the manuscript; L.B. and H.H. led the data collection efforts and participated in the interpretation of the data; D.R., H.H., and L.B. edited and provided feedback on the manuscript. All authors read and approved the final manuscript.
Data Sharing and Declaration
The data sets analyzed in the current study are not publicly available but are available from the corresponding author on reasonable request.
Funding
This research was supported by grants R01DA018913 and R01DA033996 from the National Institute on Drug Abuse. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
The authors declare that they have no conflict of interest.
Ethical Approval
The study was approved by the Institutional Review Board of the Children’s Hospital of Philadelphia. All procedures performed involving human participants were in accordance with the ethical standards of the institutional review committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
Informed Consent
Informed consent was obtained from all participants at age 18 or older. Parental consent and child assent was obtained when the participants were under age 18.
Rights and permissions
About this article
Cite this article
Khurana, A., Romer, D., Betancourt, L.M. et al. Modeling Trajectories of Sensation Seeking and Impulsivity Dimensions from Early to Late Adolescence: Universal Trends or Distinct Sub-groups?. J Youth Adolescence 47, 1992–2005 (2018). https://doi.org/10.1007/s10964-018-0891-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10964-018-0891-9