“…More complex rule representations are inherently more abstract (in that they apply across a wider range of situations) and allow for more flexibility and intentional control, as manifested in specific EF skills that continue to improve into early adulthood. These accounts are supported by research on the development of rule use [e.g., Amso, Haas, McShane & Badre, 2014;Bunge & Zelazo, 2006;Crone, Donohue, Honomichl, Wendelken, & Bunge;Unger, Ackerman, Chatham, Amso, & Badre, 2016;Zelazo, Muller, Frye, & Marcovitch, 2003], which shows clear age-related increases in abstraction, hierarchical complexity, and intentional control, including a progressive shift from more reactive to more proactive control over behavior [e.g., Doebel, Barker, Chevalier, Michaelson, Fisher, & Munakata, 2017]. In addition, there is evidence that the formulation and use of more complex rules that control the application of simpler rules (e.g., if color game, then if red, then it goes here) involves the recruitment of increasingly anterior regions of lateral prefrontal cortex into an increasingly complex, hierarchically arranged network of prefrontal cortex regions, where higher levels in the hierarchy operate on the products of lower levels [e.g., Badre & D'Esposito, 2007;Botvinick, 2008;Christoff & Gabrieli, 2000;Goldberg & Bilder, 1987;Koechlin, Ody, & Kouneiher, 2003;Ranti, Chatham, & Badre, 2015].…”