Some of the worst long-term outcomes of children are associated with the presence of externalizing behavior and low academic achievement. However, the nature of the causal and predictive relationship between these two domains remains contested due to inconsistent findings in previous literature. Leveraging a nationally representative sample (N = 7330) from the Early Childhood Longitudinal Study (ECLS)-Kindergarten Cohort of 2011, we used latent class growth analysis and machine learning cross validation techniques to analyze the association of early math and reading achievement with the development of externalizing behavior trajectories in elementary school. Several theoretically and empirically important covariates were utilized to develop a profile of learners in each trajectory. Results indicated stable teacher ratings of behavior across kindergarten to fifth grade and three primary trajectories, consisting of (1) higher persistent, (2) low persistent, and (3) no problem behavior. Importantly, teacher rated early inattention and approaches to learning behaviors, rather than direct standardized measures of academic achievement, were the strongest malleable predictors to trajectory membership. Student demographics, including being a boy and identifying as Black, contributed to these students being almost twice as likely to belong to the higher problem behavior trajectory as compared to girls and White peers. Educational implications for intervention, as well as the influence of implicit bias and structural racism in the role of teacher ratings, are discussed.
机构:
European Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, LuxembourgEuropean Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, Luxembourg
Federica, Di Marcantonio
Barreiro-Hurle, Jesus
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European Commiss, Joint Res Ctr, Calle Inca Garcilaso 3 Edificio EXPO, Seville 41092, SpainEuropean Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, Luxembourg
Barreiro-Hurle, Jesus
Menapace, Luisa
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Tech Univ Munich, Alte Akad 12, D-85354 Freising Weihenstephan, GermanyEuropean Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, Luxembourg
Menapace, Luisa
Liesbeth, Colen
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Georg August Univ Gottingen, Pl Gottinger Sieben 5, D-37073 Gottingen, GermanyEuropean Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, Luxembourg
Liesbeth, Colen
Francois, J. Dessart
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European Commiss, Joint Res Ctr, Calle Inca Garcilaso 3 Edificio EXPO, Seville 41092, SpainEuropean Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, Luxembourg
Francois, J. Dessart
Pavel, Ciaian
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European Commiss, Joint Res Ctr, Calle Inca Garcilaso 3 Edificio EXPO, Seville 41092, SpainEuropean Court Auditors, 12 Rue Alcide Gasperi, L-1615 Luxembourg City, Luxembourg
机构:
NYU, Sch Med, Dept Psychiat, New York, NY 10003 USA
Nathan S Kline Inst Psychiat Res, Clin Res & Evaluat Facil, Orangeburg, NY 10962 USANYU, Sch Med, Dept Psychiat, New York, NY 10003 USA
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Univ Texas San Antonio, Dept Criminal Justice, San Antonio, TX 78207 USAUniv Texas San Antonio, Dept Criminal Justice, San Antonio, TX 78207 USA
Newsome, Jamie
Boisvert, Danielle
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Sam Houston State Univ, Coll Criminal Justice, Huntsville, TX 77341 USAUniv Texas San Antonio, Dept Criminal Justice, San Antonio, TX 78207 USA
Boisvert, Danielle
Wright, John Paul
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Univ Cincinnati, Sch Criminal Justice, Cincinnati, OH 45221 USA
King Abdulaziz Univ, Ctr Social & Humanities Res, Jeddah 21413, Saudi ArabiaUniv Texas San Antonio, Dept Criminal Justice, San Antonio, TX 78207 USA
机构:
Fresno State Univ, Kremen Sch Educ, Dept Counselor Educ & Rehabil, 5241 N Maple Ave, Fresno, CA 93740 USAFresno State Univ, Kremen Sch Educ, Dept Counselor Educ & Rehabil, 5241 N Maple Ave, Fresno, CA 93740 USA
Pereyra, Sergio B.
Bean, Roy A.
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Brigham Young Univ, Sch Family Life, Marriage & Family Therapy Program, Provo, UT 84602 USAFresno State Univ, Kremen Sch Educ, Dept Counselor Educ & Rehabil, 5241 N Maple Ave, Fresno, CA 93740 USA
Bean, Roy A.
Ruiz, Julio G.
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Frenso State Univ, Counselor Educ Program, Fresno, CA USAFresno State Univ, Kremen Sch Educ, Dept Counselor Educ & Rehabil, 5241 N Maple Ave, Fresno, CA 93740 USA
Ruiz, Julio G.
Velasco, Belen
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Frenso State Univ, Counselor Educ Program, Fresno, CA USAFresno State Univ, Kremen Sch Educ, Dept Counselor Educ & Rehabil, 5241 N Maple Ave, Fresno, CA 93740 USA
机构:
Univ Michigan, Dept Psychol, 530 Church St,Room 3242,East Hall, Ann Arbor, MI 48109 USA
Univ Michigan, Inst Social Res, 530 Church St,Room 3242,East Hall, Ann Arbor, MI 48109 USAUniv Michigan, Dept Psychol, 530 Church St,Room 3242,East Hall, Ann Arbor, MI 48109 USA
Ahmed, Sammy F.
Tang, Sandra
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Univ Michigan, Inst Social Res, 530 Church St,Room 3242,East Hall, Ann Arbor, MI 48109 USAUniv Michigan, Dept Psychol, 530 Church St,Room 3242,East Hall, Ann Arbor, MI 48109 USA
机构:
Liverpool John Moores Univ, Sch Educ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6BD, Merseyside, EnglandLiverpool John Moores Univ, Sch Educ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6BD, Merseyside, England
Putwain, David W.
Wood, Peter
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Liverpool John Moores Univ, Sch Educ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6BD, Merseyside, EnglandLiverpool John Moores Univ, Sch Educ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6BD, Merseyside, England
Wood, Peter
Pekrun, Reinhard
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机构:
Univ Essex, Dept Psychol, Colchester, Essex, England
Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, AustraliaLiverpool John Moores Univ, Sch Educ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6BD, Merseyside, England