“…2 More recently, Whilhelm and Kyllonen ( 2021 ) articulated how the strengths and limitations of Carroll’s work can serve as a springboard for new research focusing on such topics as (1) the central importance of working memory for Gf and recognizing Gf content facets, (2) reconceptualizing Gc as more akin to the Cattell-like notion of a general capacity ( g c ) that includes, aside from verbal abilities, other forms of acquired knowledge, achievement, and domain-specific expertise, (3) better understanding the complex nature, measurement, and scaling of speed factors (Gs, Gt, and Gps), (4) the relation between idea production (Gr) and the emerging societal need to better understand and foster creativity, and (5) the need to incorporate social, emotional, and collaborative intelligence constructs in a more comprehensive intelligence framework. Whilhelm and Kyllonen ( 2021 ) proposed five research strategies for moving the study of intelligence forward, including the integration of cognitive and non-cognitive traits (e.g., motivation, interests, and personality) consistent with contemporary notions of Snow’s aptitude trait complexes ( Ackerman 1996 , 2018 ; Corno et al 2002 ; McGrew 2022 ).…”