An improvement in decision-making development facilitates enhanced performance in learning tasks.
Adults tend to make better decisions than adolescents, a development that leads to more specific and sophisticated choice behaviors, according to a study recently published in the open-access journal PLOS Biology by Vanessa Scholz, Lorenz Deserno, and colleagues from the University of Würzburg, Germany.
Learning and decision-making change considerably from adolescence into adulthood. Adolescents undergo developmental changes in specific choice behaviors, such as goal-directed behaviors and motivational influences over choice. They also consistently show high levels of decision noise, i.e., choosing suboptimal options. However, it remains unknown whether these observations – the development of specific and more sophisticated choice processes and higher decision noise – are independent or related. It is possible that the development of specific choice processes might be impacted by age-dependent changes in decision noise.
The Study’s Design and Tasks
To test this idea, Scholz, Deserno, and colleagues analyzed data from 93 participants between 12 and 42 years of age. The participants completed three reinforcement learning tasks: a task assessing motivational influences over choices, a learning task capturing adaptive decision-making in response to environmental changes, and a task measuring goal-directed behavior.
The results revealed that noise levels were strongly correlated across reinforcement learning tasks. Critically, noise levels mediated age-dependent increases in more sophisticated choice behaviors and performance gains. The findings suggest that unspecific noise mediates the development of highly specific functions or strategies.
One reason for these mediation effects could be a limited availability of cognitive resources in adolescents due to the ongoing development of brain areas related to cognitive control. Having fewer cognitive resources might make adolescents more prone to rely on computationally cheaper decision strategies, rendering them more susceptible to emotional, motivational and social influences.
Overall, the study provides novel insights into the computational processes underlying developmental changes in decision-making. According to the authors, future work may unravel the neural basis as well as the developmental and clinical real-life relevance of decision noise for neurodevelopmental disorders.
The authors add, “Teenagers make less optimal, so-called ‘noisy’ decisions. While these noisy decisions decrease when growing older, this decrease is also linked to the development of improved complex decision-making skills, such as planning and flexibility.”
Reference: “Decrease in decision noise from adolescence into adulthood mediates an increase in more sophisticated choice behaviors and performance gain” by Vanessa Scholz, Maria Waltmann, Nadine Herzog, Annette Horstmann and Lorenz Deserno, 14 November 2024, PLOS Biology.
DOI: 10.1371/journal.pbio.3002877
This work was directly funded by a grant to L.D. and A.H. from the IFB Adiposity Diseases, Federal Ministry of Education and Research (BMBF: https://www.bmbf.de), Germany, GN: 01EO150. LD also receives funding from the German Research Foundation (DFG: https://www.dfg.de/) as part of the Collaborative Research Centre 265 (Project A02, Project Number: 402170461) and on ADHD (DE 2509/3-1, Project number 533682086) as well as by the BMBF on the computational foundations of internalizing versus externalizing symptoms (01GQ2302B), which partially supported this work.
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3 Comments
Teen decision making is easy: it doesn’t require thinking.
Well, duuuuuh!
Any adult with Executive Dysfunction (I’m looking at you, ADHD) will tell you the same thing that this study “uncovered”.
It’s king-established that the Prefontal Cortex isn’t fully cooked until you’re well into your 20s. Hence poor judgement, lack of effective decision making, etc. in teens and young adults.
Yet another reason why that whole “Gender Affirming Medical Therapy For Children” was an absolutely moronic and negligent thing to promote. Letting kids decide to destroy and mutilate their bodies with drugs and surgery should be a felony crime for every adult involved.
I guess some folks choose to “FoLloW tHe sCiEnCe” only when it suits their political narrative.
I can’t believe the level of unbridled Mental Illness that has been shoved down everyone’s throats for the past half-decade.
*long-established.
Dang autocorrect.