Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data

Abstract This study examines the association between class size, teacher characteristics and five non-cognitive student outcomes (i.e., self-control, interpersonal skills, approaches to learning, externalizing and internalizing problem behaviors) in grades K-3. Individual fixed-effects, that control...

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Main Authors: Spyros Konstantopoulos, Ting Shen
Format: Article
Language:English
Published: SpringerOpen 2023-09-01
Series:Large-scale Assessments in Education
Subjects:
Online Access:https://doi.org/10.1186/s40536-023-00182-8
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author Spyros Konstantopoulos
Ting Shen
author_facet Spyros Konstantopoulos
Ting Shen
author_sort Spyros Konstantopoulos
collection DOAJ
description Abstract This study examines the association between class size, teacher characteristics and five non-cognitive student outcomes (i.e., self-control, interpersonal skills, approaches to learning, externalizing and internalizing problem behaviors) in grades K-3. Individual fixed-effects, that control for observed and unobserved time-invariant factors, including student and school time-constant variables, are employed to analyze national data from the Early Childhood Longitudinal Study, Kindergarten Class of 2010–11 (ECLS-K:2011). Results suggest a significant linear association between reducing class size and interpersonal skills. Teacher experience is saliently, positively and significantly related with student self-control, interpersonal skills, and approaches to learning, and negatively associated with externalizing problem behaviors. Teacher education and certification were not associated with any of the five non-cognitive outcomes. Changing schools had a negative effect on student’s self-control.
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spelling doaj.art-40b51e5862514995b48c55bd3ea21b912023-11-20T10:22:43ZengSpringerOpenLarge-scale Assessments in Education2196-07392023-09-0111112410.1186/s40536-023-00182-8Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 dataSpyros Konstantopoulos0Ting Shen1Michigan State UniversityPsychological Science, Missouri University of Science and TechnologyAbstract This study examines the association between class size, teacher characteristics and five non-cognitive student outcomes (i.e., self-control, interpersonal skills, approaches to learning, externalizing and internalizing problem behaviors) in grades K-3. Individual fixed-effects, that control for observed and unobserved time-invariant factors, including student and school time-constant variables, are employed to analyze national data from the Early Childhood Longitudinal Study, Kindergarten Class of 2010–11 (ECLS-K:2011). Results suggest a significant linear association between reducing class size and interpersonal skills. Teacher experience is saliently, positively and significantly related with student self-control, interpersonal skills, and approaches to learning, and negatively associated with externalizing problem behaviors. Teacher education and certification were not associated with any of the five non-cognitive outcomes. Changing schools had a negative effect on student’s self-control.https://doi.org/10.1186/s40536-023-00182-8Class-sizeTeacher characteristicsNon-cognitive skillsFixed effects estimationECLS-K:2011
spellingShingle Spyros Konstantopoulos
Ting Shen
Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data
Large-scale Assessments in Education
Class-size
Teacher characteristics
Non-cognitive skills
Fixed effects estimation
ECLS-K:2011
title Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data
title_full Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data
title_fullStr Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data
title_full_unstemmed Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data
title_short Class size and teacher effects on non-cognitive outcomes in grades K-3: a fixed effects analysis of ECLS-K:2011 data
title_sort class size and teacher effects on non cognitive outcomes in grades k 3 a fixed effects analysis of ecls k 2011 data
topic Class-size
Teacher characteristics
Non-cognitive skills
Fixed effects estimation
ECLS-K:2011
url https://doi.org/10.1186/s40536-023-00182-8
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