title: Cognitive and numerosity predictors of mathematical skills in middle school.
abstract: There is a strong research base on the underlying concomitants of early developing math skills. Fewer studies have focused on later developing skills. Here, we focused on direct and indirect contributions of cognitive measures (e.g., language, spatial skills, working memory) and numerosity measures, as well as arithmetic proficiency, on key outcomes of fraction performance, proportional reasoning, and broad mathematics achievement at sixth grade (N=162) via path analysis. We expected a hierarchy of skill development, with predominantly indirect effects of cognitive factors via number and arithmetic. Results controlling for age showed that the combination of cognitive, number, and arithmetic variables cumulatively accounted for 38% to 44% of the variance in fractions, proportional reasoning, and broad mathematics. There was consistency across outcomes, with more proximal skills providing direct effects and with the effects of cognitive skills being mediated by number and by more proximal skills. Results support a hierarchical progression from domain-general cognitive processes through numerosity and arithmetic skills to proportional reasoning to broad mathematics achievement.
authors.affiliation: University of Houston, Houston, TX 77204, USA. Electronic address: pcirino@uh.edu.
authors.forename: Paul T
authors.initials: PT
authors.lastname: Cirino
authors.affiliation: University of Houston, Houston, TX 77204, USA.
authors.forename: Tammy D
authors.initials: TD
authors.lastname: Tolar
authors.affiliation: Vanderbilt University, Nashville, TN 37235, USA.
authors.forename: Lynn S
authors.initials: LS
authors.lastname: Fuchs
authors.affiliation: University of Houston, Houston, TX 77204, USA.
authors.forename: Emily
authors.initials: E
authors.lastname: Huston-Warren
mesh_terms: D000124:Achievement; D003071:Cognition / Q000502:physiology*; D005260:Female; D006801:Humans; D007802:Language; D055641:Mathematical Concepts; D008433:Mathematics; D008570:Memory, Short-Term / Q000502:physiology*; D013028:Space Perception / Q000502:physiology*; D013850:Thinking / Q000502:physiology*
keywords: Fractions; Language; Mathematics; Middle school; Numerosity; Proportional reasoning; Spatial; Working memory