Consistency of noncognitive skills and their relation to educational outcomes in a UK cohort

Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range...

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Published inTranslational psychiatry Vol. 11; no. 1; pp. 563 - 10
Main Authors Morris, Tim T., Davey Smith, George, van den Berg, Gerard, Davies, Neil M.
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 05.11.2021
Nature Publishing Group
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ISSN2158-3188
2158-3188
DOI10.1038/s41398-021-01661-8

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Abstract Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ( h S N P 2  = 0.1–0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
AbstractList Abstract Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ( $$h_{SNP}^2$$ h S N P 2  = 0.1–0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ( \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$h_{SNP}^2$$\end{document} h S N P 2  = 0.1–0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability (hSNP2 = 0.1–0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ([Formula: see text] = 0.1-0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ([Formula: see text] = 0.1-0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ( h S N P 2  = 0.1–0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ([Formula: see text] = 0.1-0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have been unable to assess the longitudinal consistency of noncognitive skill measures. Using data from a UK birth cohort, we investigated a range of noncognitive skills: behavioural problems, social skills, communication, self-esteem, persistence, locus of control, empathy, impulsivity and personality. We assessed their consistency over a 17-year period throughout childhood and adolescence (age 6 months to 18 years), their genomic architecture, and their associations with socioeconomic outcomes. We found high longitudinal measurement consistency for behavioural and communication skills, but low consistency for other noncognitive skills, suggesting a high noise to signal ratio. We observed consistent non-zero heritability estimates and genetic correlations for only behavioural difficulties. Using aggregate measures of each skill over time, we found evidence of phenotypic correlations and heritability ( $$h_{SNP}^2$$ h S N P 2  = 0.1–0.2) for behaviour, communication, self-esteem and locus of control. Associations between noncognitive skills and educational outcomes were observed for skills measured in mid to late childhood but these were at most a third of the size of IQ-education associations. These results suggest that measures designed to capture noncognitive skills may be subject to considerable response heterogeneity or measurement error. Aggregate measures that leverage repeat responses from longitudinal data may offer researchers more reliable measures that better identify underlying noncognitive skills than cross sectional measures.
ArticleNumber 563
Author Davies, Neil M.
Morris, Tim T.
van den Berg, Gerard
Davey Smith, George
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References SotoCJHow replicable are links between personality traits and consequential life outcomes? The life outcomes of personality replication projectPsychol Sci2019307112710.1177/0956797619831612
BorghansLGolsteynBHHHeckmanJHumphriesJEIdentification problems in personality psychologyPers Individ Dif2011513152010.1016/j.paid.2011.03.029217311703126096
St PourcainBHaworthCMDavisOSWangKTimpsonNJEvansDMHeritability and genome-wide analyses of problematic peer relationships during childhood and adolescenceHum Genet20151345395110.1007/s00439-014-1514-5
GoodmanALampingDLPloubidisGBWhen to use broader internalising and externalising subscales instead of the hypothesised five subscales on the strengths and difficulties questionnaire (SDQ): data from british parents, teachers and childrenJ Abnorm Child Psychol20103811799110.1007/s10802-010-9434-x
BowlesSGintisHSchooling in capitalist America revisitedSociol Educ197675110.2307/3090251
Gutman LM, Schoon I. The impact of non-cognitive skills on outcomes for young people: literature review. Educ Endow Found London Engl. pp. 58 2013. https://educationendowmentfoundation.org.uk/education-evidence/evidence-reviews/essential-life-skills.
KongAThorleifssonGFriggeMLVilhjalmssonBJYoungAIThorgeirssonTEThe nature of nurture: effects of parental genotypesScience (80-)201835942481:CAS:528:DC%2BC1cXhsVGhsrg%3D10.1126/science.aan6877
KovasYGaron-CarrierGBoivinMPetrillSAPlominRMalykhSBWhy children differ in motivation to learn: Insights from over 13,000 twins from 6 countriesPers Individ Dif201580516310.1016/j.paid.2015.02.006260521744372262
McGueMRustichiniAIaconoWGCognitive, noncognitive, and family background contributions to college attainment: a behavioral genetic perspectiveJ Pers201585657810.1111/jopy.12230
Tucker-DrobEMBrileyDAEngelhardtLEMannFDHardenKPGenetically-mediated associations between measures of childhood character and academic achievementJ Pers Soc Psychol201611179081510.1037/pspp0000098
YoungAIFriggeMLGudbjartssonDFThorleifssonGBjornsdottirGSulemPRelatedness disequilibrium regression estimates heritability without environmental biasNat Genet2018501304101:CAS:528:DC%2BC1cXhsFSqtbfO10.1038/s41588-018-0178-9301047646130754
SpeedDHemaniGJohnsonMRBaldingDJImproved heritability estimation from genome-wide SNPsAm J Hum Genet2012911011211:CAS:528:DC%2BC38XhvVWis7bP10.1016/j.ajhg.2012.10.010
WillemsYEDolanCVvan BeijsterveldtCde ZeeuwELBoomsmaDIBartelsMGenetic and environmental influences on self-control: assessing self-control with the ASEBA self-control scaleBehav Genet2018481354610.1007/s10519-018-9887-1
HeckmanJJStixrudJUrzuaSThe effects of cognitive and noncognitive abilities on labor market outcomes and social behaviorJ Labor Econ2006244118210.1086/504455
Duckworth AL, Quinn PD. Development and validation of the short Grit Scale (Grit-S). J Pers Assess. 2009. https://doi.org/10.1080/00223890802634290.
BenjaminiYHochbergYControlling the false discovery rate: a practical and powerful approach to multiple testingJ R Stat Soc Ser B19955728930010.2307/2346101
BlandenJGreggPMacmillanLAccounting for intergenerational income persistence: noncognitive skills, ability and educationEcon J2007117C436010.1111/j.1468-0297.2007.02034.x
Gidziela A, Rimfeld K, Malanchini M, Allegrini AG, McMillan A, Selzam S, et al. Using DNA to predict behaviour problems from preschool to adulthood. medRxiv 2021. https://doi.org/10.1101/2021.02.15.21251308.
Kautz T, Heckman J, Diris R, ter Weel B, Borghans L. Fostering and measuring skills: improving cognitive and non-cognitive skills to promote lifetime success. 2014 https://doi.org/10.1787/19939019.
WillemsYEBoesenNLiJFinkenauerCBartelsMThe heritability of self-control: a meta-analysisNeurosci Biobehav Rev2019100324341:STN:280:DC%2BB3cfpt1yitg%3D%3D10.1016/j.neubiorev.2019.02.012
BrileyDATucker-DrobEMComparing the developmental genetics of cognition and personality over the life spanJ Pers201785516410.1111/jopy.12186
CheesmanRMajor Depressive Disorder Working Group of the Psychiatric GenomicsCPurvesKLPingaultJBBreenGRijsdij KFExtracting stability increases the SNP heritability of emotional problems in young peopleTransl Psychiatry2018810.1038/s41398-018-0269-5
ReddenDTAllisonDBThe effect of assortative mating upon genetic association studies: Spurious associations and population substructure in the absence of admixtureBehav Genet2006366788610.1007/s10519-006-9060-016514473
Von StummSHellBChamorro-PremuzicTThe hungry mind: Intellectual curiosity is the third pillar of academic performancePerspect Psychol Sci201165748810.1177/1745691611421204
RaevuoriADickDMKeski-RahkonenAPulkkinenLRoseRJRissanenAGenetic and environmental factors affecting self-esteem from age 14 to 17: a longitudinal study of Finnish twinsPsychol Med20073716253310.1017/S0033291707000840
MalanchiniMEngelhardtLEGrotzingerADHardenKPTucker-DrobEM‘Same but different’: associations between multiple aspects of self-regulation, cognition, and academic abilitiesJ Pers Soc Psychol201911711648810.1037/pspp0000224
RobertsBWDelVecchioWFThe rank-order consistency of personality traits from childhood to old age: A quantitative review of longitudinal studiesPsychol Bull20001263251:STN:280:DC%2BD3c7jtlGhtQ%3D%3D10.1037/0033-2909.126.1.310668348
DuncanGJDowsettCJClaessensAMagnusonKHustonACKlebanovPSchool readiness and later achievementDev Psychol20074314284610.1037/0012-1649.43.6.1428
Carneiro P, Crawford C, Goodman A. The impact of early cognitive and non-cognitive skills on later outcomes. Center for the Economics of Education Discussion Paper 92. 2007.
WainwrightMAWrightMJLucianoMGeffenGMMartinNGGenetic covariation among facets of openness to experience and general cognitive abilityTwin Res Hum Genet2008112758610.1375/twin.11.3.27518498206
Cobb-ClarkDASchurerSTwo economists’ musings on the stability of locus of controlEcon J2013123F35840010.1111/ecoj.12069
HaworthSMitchellRCorbinLWadeKHDuddingTBudu-AggreyAApparent latent structure within the UK Biobank sample has implications for epidemiological analysisNat Commun20191010.1038/s41467-018-08219-1
SchmidtFLHunterJEThe validity and utility of selection methods in personnel psychology: practical and theoretical implications of 85 years of research findingsPsychol Bull19981242627410.1037/0033-2909.124.2.262
SmithersLGSawyerACPChittleboroughCRDaviesNMDavey SmithGLynchJWA systematic review and meta-analysis of effects of early life non-cognitive skills on academic, psychosocial, cognitive and health outcomesNat Hum Behav201828678010.1038/s41562-018-0461-x
O’ConnorMCPaunonenSVBig Five personality predictors of post-secondary academic performancePers Individ Dif2007439719010.1016/j.paid.2007.03.017
Laajaj R, Macours K. Measuring Skills in Developing Countries. Policy Res Work Paper. 2017. https://doi.org/10.1596/1813-9450-8000.
Lemery-ChalfantKDoelgerLGoldsmithHHGenetic relations between effortful and attentional control and symptoms of psychopathology in middle childhoodInfant Child Dev Int J Res Pr2008173658510.1002/icd.581
FraserAMacdonald-WallisCTillingKBoydAGoldingJDavey SmithGCohort profile: The avon longitudinal study of parents and children: ALSPAC mothers cohortInt J Epidemiol2013429711010.1093/ije/dys066
GoodmanRThe Strengths and Difficulties Questionnaire: a research noteJ child Psychol psychiatry19973858161:STN:280:DyaK2szpvFKjsA%3D%3D10.1111/j.1469-7610.1997.tb01545.x
HeckmanJJKautzTHard evidence on soft skillsLabour Econ2012194516410.1016/j.labeco.2012.05.014235596943612993
Brunello G, Schlotter M. Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems. IZA Discussion Paper No. 5743. 2011.
BarrickMRMountMKThe big five personality dimensions and job performance: a meta-analysisPers Psychol19914412610.1111/j.1744-6570.1991.tb00688.x
PlominRDearyIJGenetics and intelligence differences: five special findingsMol Psychiatry201520981081:STN:280:DC%2BC2M7hsFKlsg%3D%3D10.1038/mp.2014.10525224258
MorrisTTDorlingDDavey SmithGHow well can we predict educational outcomes? Examining the roles of cognitive ability and social position in educational attainmentContemp Soc Sci20161111510.1080/21582041.2016.1138502
DohmenTFalkAHuffmanDSundeUSchuppJWagnerGGIndividual risk attitudes: measurement, determinants, and behavioral consequencesJ Eur Econ Assoc201195225010.1111/j.1542-4774.2011.01015.x
YangJLeeSHGoddardMEVisscherPMGCTA: A tool for genome-wide complex trait analysisAm J Hum Genet20118876821:CAS:528:DC%2BC3MXktVejtg%3D%3D10.1016/j.ajhg.2010.11.011
Fleche S. Teacher Quality, Test Scores and Non-Cognitive Skills: Evidence from Primary School Teachers in the UK. 2017. http://eprints.lse.ac.uk/83602/.
LucianoMWainwrightMAWrightMJMartinNGThe heritability of conscientiousness facets and their relationship to IQ and academic achievementPers Individ Dif20064011899910.1016/j.paid.2005.10.013
BoydAGoldingJMacleodJLawlorDAFraserAHendersonJCohort Profile: the’children of the 90s’–the index offspring of the avon longitudinal study of parents and childrenInt J Epidemiol2013421112710.1093/ije/dys064
TaylorAEJonesHJSallisHEuesdenJStergiakouliEDaviesNMExploring the association of genetic factors with participation in the avon longitudinal study of parents and childrenInt J Epidemiol20184712071610.1093/ije/dyy060
ScourfieldJMartinNLewisGMcGuffinPHeritability of social cognitive skills in children and adolescentsBr J Psychiatry1999175559641:STN:280:DC%2BD3c3kvFygsg%3D%3D10.1192/bjp.175.6.559
Tucker-DrobEMHardenKPA behavioral genetic perspective on noncognitive factors and academic achievementPsychological Sci2015271384910.1177/0956797615612727
BouchardTJLoehlinJCGenes, evolution, and personalityBehav Genet2001312437310.1023/A:101229432471311699599
BrileyDATucker-DrobEMGenetic and environmental continuity in personality development: a meta-analysisPsychol Bull201414013033110.1037/a0037091249561224152379
BorghansLDuckworthALHeckmanJJTer WeelBThe economics and psychology of personality traitsJ Hum Resour2008439721059.
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A Goodman (1661_CR36) 2010; 38
D Speed (1661_CR53) 2012; 91
S Von Stumm (1661_CR16) 2011; 6
DT Redden (1661_CR55) 2006; 36
DA Briley (1661_CR51) 2017; 85
LG Smithers (1661_CR20) 2018; 2
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R Goodman (1661_CR35) 1997; 38
A Kong (1661_CR43) 2018; 359
FL Schmidt (1661_CR15) 1998; 124
BW Roberts (1661_CR22) 2000; 126
AE Taylor (1661_CR45) 2018; 47
S Bowles (1661_CR3) 1976; 75
MR Barrick (1661_CR38) 1991; 44
T Dohmen (1661_CR24) 2011; 9
S Haworth (1661_CR54) 2019; 10
DA Briley (1661_CR31) 2014; 140
JJ Heckman (1661_CR7) 2006; 24
B St Pourcain (1661_CR46) 2015; 134
A Raevuori (1661_CR48) 2007; 37
J Blanden (1661_CR37) 2007; 117
A Fraser (1661_CR34) 2013; 42
EM Tucker-Drob (1661_CR32) 2015; 27
References_xml – reference: WainwrightMAWrightMJLucianoMGeffenGMMartinNGGenetic covariation among facets of openness to experience and general cognitive abilityTwin Res Hum Genet2008112758610.1375/twin.11.3.27518498206
– reference: SpeedDHemaniGJohnsonMRBaldingDJImproved heritability estimation from genome-wide SNPsAm J Hum Genet2012911011211:CAS:528:DC%2BC38XhvVWis7bP10.1016/j.ajhg.2012.10.010
– reference: BowlesSGintisHSchooling in capitalist America revisitedSociol Educ197675110.2307/3090251
– reference: O’ConnorMCPaunonenSVBig Five personality predictors of post-secondary academic performancePers Individ Dif2007439719010.1016/j.paid.2007.03.017
– reference: ScourfieldJMartinNLewisGMcGuffinPHeritability of social cognitive skills in children and adolescentsBr J Psychiatry1999175559641:STN:280:DC%2BD3c3kvFygsg%3D%3D10.1192/bjp.175.6.559
– reference: BrileyDATucker-DrobEMComparing the developmental genetics of cognition and personality over the life spanJ Pers201785516410.1111/jopy.12186
– reference: BrileyDATucker-DrobEMGenetic and environmental continuity in personality development: a meta-analysisPsychol Bull201414013033110.1037/a0037091249561224152379
– reference: RobertsBWDelVecchioWFThe rank-order consistency of personality traits from childhood to old age: A quantitative review of longitudinal studiesPsychol Bull20001263251:STN:280:DC%2BD3c7jtlGhtQ%3D%3D10.1037/0033-2909.126.1.310668348
– reference: YangJLeeSHGoddardMEVisscherPMGCTA: A tool for genome-wide complex trait analysisAm J Hum Genet20118876821:CAS:528:DC%2BC3MXktVejtg%3D%3D10.1016/j.ajhg.2010.11.011
– reference: DuncanGJDowsettCJClaessensAMagnusonKHustonACKlebanovPSchool readiness and later achievementDev Psychol20074314284610.1037/0012-1649.43.6.1428
– reference: Von StummSHellBChamorro-PremuzicTThe hungry mind: Intellectual curiosity is the third pillar of academic performancePerspect Psychol Sci201165748810.1177/1745691611421204
– reference: SotoCJHow replicable are links between personality traits and consequential life outcomes? The life outcomes of personality replication projectPsychol Sci2019307112710.1177/0956797619831612
– reference: CheesmanRMajor Depressive Disorder Working Group of the Psychiatric GenomicsCPurvesKLPingaultJBBreenGRijsdij KFExtracting stability increases the SNP heritability of emotional problems in young peopleTransl Psychiatry2018810.1038/s41398-018-0269-5
– reference: YoungAIFriggeMLGudbjartssonDFThorleifssonGBjornsdottirGSulemPRelatedness disequilibrium regression estimates heritability without environmental biasNat Genet2018501304101:CAS:528:DC%2BC1cXhsFSqtbfO10.1038/s41588-018-0178-9301047646130754
– reference: FraserAMacdonald-WallisCTillingKBoydAGoldingJDavey SmithGCohort profile: The avon longitudinal study of parents and children: ALSPAC mothers cohortInt J Epidemiol2013429711010.1093/ije/dys066
– reference: KovasYGaron-CarrierGBoivinMPetrillSAPlominRMalykhSBWhy children differ in motivation to learn: Insights from over 13,000 twins from 6 countriesPers Individ Dif201580516310.1016/j.paid.2015.02.006260521744372262
– reference: MorrisTTDorlingDDavey SmithGHow well can we predict educational outcomes? Examining the roles of cognitive ability and social position in educational attainmentContemp Soc Sci20161111510.1080/21582041.2016.1138502
– reference: HeckmanJJKautzTHard evidence on soft skillsLabour Econ2012194516410.1016/j.labeco.2012.05.014235596943612993
– reference: HeckmanJJStixrudJUrzuaSThe effects of cognitive and noncognitive abilities on labor market outcomes and social behaviorJ Labor Econ2006244118210.1086/504455
– reference: MalanchiniMEngelhardtLEGrotzingerADHardenKPTucker-DrobEM‘Same but different’: associations between multiple aspects of self-regulation, cognition, and academic abilitiesJ Pers Soc Psychol201911711648810.1037/pspp0000224
– reference: Gutman LM, Schoon I. The impact of non-cognitive skills on outcomes for young people: literature review. Educ Endow Found London Engl. pp. 58 2013. https://educationendowmentfoundation.org.uk/education-evidence/evidence-reviews/essential-life-skills.
– reference: GoodmanALampingDLPloubidisGBWhen to use broader internalising and externalising subscales instead of the hypothesised five subscales on the strengths and difficulties questionnaire (SDQ): data from british parents, teachers and childrenJ Abnorm Child Psychol20103811799110.1007/s10802-010-9434-x
– reference: BlandenJGreggPMacmillanLAccounting for intergenerational income persistence: noncognitive skills, ability and educationEcon J2007117C436010.1111/j.1468-0297.2007.02034.x
– reference: St PourcainBHaworthCMDavisOSWangKTimpsonNJEvansDMHeritability and genome-wide analyses of problematic peer relationships during childhood and adolescenceHum Genet20151345395110.1007/s00439-014-1514-5
– reference: SchmidtFLHunterJEThe validity and utility of selection methods in personnel psychology: practical and theoretical implications of 85 years of research findingsPsychol Bull19981242627410.1037/0033-2909.124.2.262
– reference: Lemery-ChalfantKDoelgerLGoldsmithHHGenetic relations between effortful and attentional control and symptoms of psychopathology in middle childhoodInfant Child Dev Int J Res Pr2008173658510.1002/icd.581
– reference: DohmenTFalkAHuffmanDSundeUSchuppJWagnerGGIndividual risk attitudes: measurement, determinants, and behavioral consequencesJ Eur Econ Assoc201195225010.1111/j.1542-4774.2011.01015.x
– reference: TaylorAEJonesHJSallisHEuesdenJStergiakouliEDaviesNMExploring the association of genetic factors with participation in the avon longitudinal study of parents and childrenInt J Epidemiol20184712071610.1093/ije/dyy060
– reference: BoydAGoldingJMacleodJLawlorDAFraserAHendersonJCohort Profile: the’children of the 90s’–the index offspring of the avon longitudinal study of parents and childrenInt J Epidemiol2013421112710.1093/ije/dys064
– reference: BorghansLDuckworthALHeckmanJJTer WeelBThe economics and psychology of personality traitsJ Hum Resour2008439721059.
– reference: SmithersLGSawyerACPChittleboroughCRDaviesNMDavey SmithGLynchJWA systematic review and meta-analysis of effects of early life non-cognitive skills on academic, psychosocial, cognitive and health outcomesNat Hum Behav201828678010.1038/s41562-018-0461-x
– reference: Gidziela A, Rimfeld K, Malanchini M, Allegrini AG, McMillan A, Selzam S, et al. Using DNA to predict behaviour problems from preschool to adulthood. medRxiv 2021. https://doi.org/10.1101/2021.02.15.21251308.
– reference: BorghansLGolsteynBHHHeckmanJHumphriesJEIdentification problems in personality psychologyPers Individ Dif2011513152010.1016/j.paid.2011.03.029217311703126096
– reference: Laajaj R, Macours K. Measuring Skills in Developing Countries. Policy Res Work Paper. 2017. https://doi.org/10.1596/1813-9450-8000.
– reference: Kautz T, Heckman J, Diris R, ter Weel B, Borghans L. Fostering and measuring skills: improving cognitive and non-cognitive skills to promote lifetime success. 2014 https://doi.org/10.1787/19939019.
– reference: HaworthSMitchellRCorbinLWadeKHDuddingTBudu-AggreyAApparent latent structure within the UK Biobank sample has implications for epidemiological analysisNat Commun20191010.1038/s41467-018-08219-1
– reference: Duckworth AL, Quinn PD. Development and validation of the short Grit Scale (Grit-S). J Pers Assess. 2009. https://doi.org/10.1080/00223890802634290.
– reference: BarrickMRMountMKThe big five personality dimensions and job performance: a meta-analysisPers Psychol19914412610.1111/j.1744-6570.1991.tb00688.x
– reference: BouchardTJLoehlinJCGenes, evolution, and personalityBehav Genet2001312437310.1023/A:101229432471311699599
– reference: LucianoMWainwrightMAWrightMJMartinNGThe heritability of conscientiousness facets and their relationship to IQ and academic achievementPers Individ Dif20064011899910.1016/j.paid.2005.10.013
– reference: WillemsYEDolanCVvan BeijsterveldtCde ZeeuwELBoomsmaDIBartelsMGenetic and environmental influences on self-control: assessing self-control with the ASEBA self-control scaleBehav Genet2018481354610.1007/s10519-018-9887-1
– reference: WillemsYEBoesenNLiJFinkenauerCBartelsMThe heritability of self-control: a meta-analysisNeurosci Biobehav Rev2019100324341:STN:280:DC%2BB3cfpt1yitg%3D%3D10.1016/j.neubiorev.2019.02.012
– reference: Cobb-ClarkDASchurerSTwo economists’ musings on the stability of locus of controlEcon J2013123F35840010.1111/ecoj.12069
– reference: KongAThorleifssonGFriggeMLVilhjalmssonBJYoungAIThorgeirssonTEThe nature of nurture: effects of parental genotypesScience (80-)201835942481:CAS:528:DC%2BC1cXhsVGhsrg%3D10.1126/science.aan6877
– reference: PlominRDearyIJGenetics and intelligence differences: five special findingsMol Psychiatry201520981081:STN:280:DC%2BC2M7hsFKlsg%3D%3D10.1038/mp.2014.10525224258
– reference: Fleche S. Teacher Quality, Test Scores and Non-Cognitive Skills: Evidence from Primary School Teachers in the UK. 2017. http://eprints.lse.ac.uk/83602/.
– reference: Brunello G, Schlotter M. Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems. IZA Discussion Paper No. 5743. 2011.
– reference: BenjaminiYHochbergYControlling the false discovery rate: a practical and powerful approach to multiple testingJ R Stat Soc Ser B19955728930010.2307/2346101
– reference: RaevuoriADickDMKeski-RahkonenAPulkkinenLRoseRJRissanenAGenetic and environmental factors affecting self-esteem from age 14 to 17: a longitudinal study of Finnish twinsPsychol Med20073716253310.1017/S0033291707000840
– reference: Tucker-DrobEMBrileyDAEngelhardtLEMannFDHardenKPGenetically-mediated associations between measures of childhood character and academic achievementJ Pers Soc Psychol201611179081510.1037/pspp0000098
– reference: GoodmanRThe Strengths and Difficulties Questionnaire: a research noteJ child Psychol psychiatry19973858161:STN:280:DyaK2szpvFKjsA%3D%3D10.1111/j.1469-7610.1997.tb01545.x
– reference: Tucker-DrobEMHardenKPA behavioral genetic perspective on noncognitive factors and academic achievementPsychological Sci2015271384910.1177/0956797615612727
– reference: ReddenDTAllisonDBThe effect of assortative mating upon genetic association studies: Spurious associations and population substructure in the absence of admixtureBehav Genet2006366788610.1007/s10519-006-9060-016514473
– reference: Carneiro P, Crawford C, Goodman A. The impact of early cognitive and non-cognitive skills on later outcomes. Center for the Economics of Education Discussion Paper 92. 2007.
– reference: McGueMRustichiniAIaconoWGCognitive, noncognitive, and family background contributions to college attainment: a behavioral genetic perspectiveJ Pers201585657810.1111/jopy.12230
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Snippet Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data and have...
Abstract Noncognitive skills have been shown to associate with a range of health and socioeconomic outcomes. Many studies have relied on cross sectional data...
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SubjectTerms 631/208/212
631/477/2811
Adolescent
Behavioral Sciences
Biological Psychology
Birth Cohort
Child
Communication
Cross-Sectional Studies
Educational Status
Humans
Locus of control
Medicine
Medicine & Public Health
Neurosciences
Personality
Pharmacotherapy
Psychiatry
Skills
United Kingdom
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Title Consistency of noncognitive skills and their relation to educational outcomes in a UK cohort
URI https://link.springer.com/article/10.1038/s41398-021-01661-8
https://www.ncbi.nlm.nih.gov/pubmed/34741011
https://www.proquest.com/docview/2593745447
https://www.proquest.com/docview/2594298016
https://pubmed.ncbi.nlm.nih.gov/PMC8571267
https://doaj.org/article/92a3c11155b444a3b248e9b7f1c8e688
Volume 11
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