TY - JOUR
T1 - Maximizing math achievement
T2 - Strategies from the science of learning
AU - Scalise, Nicole R.
AU - Gladstone, Jessica R.
AU - Miller-Cotto, Dana
N1 - We thank the sponsors and facilitators of the AERA-NSF Institute on Statistical Analysis: Development of Mathematical Competencies in Early Childhood (February 2020) for their guidance on using large public datasets for secondary analyses. We also thank the members of the University of Chicago Developmental Brown Bag for their feedback on a presentation of the partial results of this study. We thank Michael Cleveland, Joseph Cimpian and Andrew Ribner for their feedback regarding analyses for complex survey designs and multilevel modeling with sparse observations. Finally, we thank Shenghai Dai for his guidance on restricted use datasets.
This work was supported in part by a National Science Foundation Social, Behavioral, and Economic Sciences Postdoctoral Research Fellowship to Nicole Scalise (Grant No. 1911869). Any opinions, findings, conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation.
PY - 2025/9
Y1 - 2025/9
N2 - To best support students’ mathematical learning, it is critical to identify instructional strategies that predict achievement over time and consider how these strategies interact with individual child factors. Prior research suggests that strategies informed by the principles of the science of learning benefit children's mathematical development in early childhood. The present study extends previous findings to middle childhood, examining the relations between children's exposure to mathematics instruction informed by the science of learning principles, children's mathematics interest, and their mathematics achievement at the end of fourth grade. Participants were 4520 children from the Early Childhood Longitudinal Study − Kindergarten 2010–2011 (M = 10.1 years; 50 % female). Children who received more frequent mathematics instruction aligned with principles of the science of learning had higher mathematics achievement at the end of fourth grade, controlling for prior mathematics achievement, overall frequency of mathematics instruction, child age, sex, and socioeconomic status. Although we hypothesized that children's individual mathematics interest would moderate the association between the frequency of high-quality mathematics instruction and mathematics achievement, our results did not find evidence that children's initial mathematics interest affected the association between their exposure to science of learning aligned strategies and their end-of-year mathematics achievement.
AB - To best support students’ mathematical learning, it is critical to identify instructional strategies that predict achievement over time and consider how these strategies interact with individual child factors. Prior research suggests that strategies informed by the principles of the science of learning benefit children's mathematical development in early childhood. The present study extends previous findings to middle childhood, examining the relations between children's exposure to mathematics instruction informed by the science of learning principles, children's mathematics interest, and their mathematics achievement at the end of fourth grade. Participants were 4520 children from the Early Childhood Longitudinal Study − Kindergarten 2010–2011 (M = 10.1 years; 50 % female). Children who received more frequent mathematics instruction aligned with principles of the science of learning had higher mathematics achievement at the end of fourth grade, controlling for prior mathematics achievement, overall frequency of mathematics instruction, child age, sex, and socioeconomic status. Although we hypothesized that children's individual mathematics interest would moderate the association between the frequency of high-quality mathematics instruction and mathematics achievement, our results did not find evidence that children's initial mathematics interest affected the association between their exposure to science of learning aligned strategies and their end-of-year mathematics achievement.
KW - Elementary school
KW - Mathematics achievement
KW - Mathematics instruction
KW - Mathematics interest
KW - Science of learning
UR - https://www.scopus.com/pages/publications/105003712439
UR - https://www.scopus.com/pages/publications/105003712439#tab=citedBy
U2 - 10.1016/j.jecp.2025.106281
DO - 10.1016/j.jecp.2025.106281
M3 - Article
C2 - 40300396
AN - SCOPUS:105003712439
SN - 0022-0965
VL - 257
JO - Journal of Experimental Child Psychology
JF - Journal of Experimental Child Psychology
M1 - 106281
ER -