emotion-related self-regulation: the construct and developmental correlates in children nancy...
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Emotion-Related Self-Regulation:The Construct and Developmental
Correlates in Children
Nancy Eisenberg
Pittsburgh Mind-Body Center
February, 2006
Collaborators Tracy Spinrad Claire Hofer Mark Reiser Sri Pidada Cindy Smith Sandra Losoya Elizabeth Gershoff Amanda Morris Amanda Cumberland Ivanna Guthrie Jeffrey Liew Bridget Murphy Carlos Valiente Qing Zhou
Emotion-related regulationthe process of initiating,
avoiding, maintaining, modulating, or changing the occurrence, intensity, form, or duration of internal feeling states, emotion-related goals and physiological processes, or the behavioral concomitants of emotion, generally in the service of affect-related biological or social adaptation or accomplishing goals
Emotion-related regulation involves:
control of perceptual and experiential input through processes such as attention and selection or modification of contexts that the individual encounters
modifying the meaning and significance of the relations between the person and the environment
changing behavioral responses such as facial expressions and interactions with the environment- e.g., Campos et al. (1994)
Operationalizations attentional processes such as the abilities to
shift and focus attention as assessed in temperament work (e.g., Rothbart’s work)
cognitive coping processes such as cognitive distraction and positive cognitive restructuring
active, instrumental coping the abilities to voluntarily inhibit and activate
behavior, including facial and gestural responses and other behaviors stemming from, or associated with, internal emotion-related psychological or physiological states
Distinction: Control vs. Regulation
overlapping constructs but not identical
control = inhibition or constraint
regulation includes optimal levels of control and other abilities (e.g., activation control)
well-regulated individuals are not overly controlled or undercontrolled
well-regulated people have the ability to respond to the ongoing demands of experience with a range of responses that are socially acceptable and sufficiently flexible to allow for spontaneity as well as for the delay of spontaneous reactions as needed (Cole et al., 1994)
regulation generally is adaptive; control can be adaptive or maladaptive, depending on its flexibility and if it can be voluntarily modulated
a related distinction is between more effortful (i.e., voluntary) and reactive (less voluntary) types of control
voluntary control includes what Rothbart has labeled as effortful control ""the efficiency of executive attention,
including the ability to inhibit a dominant response and/or to activate a subdominant response, to plan, and to detect errors” (Rothbart & Bates, in press)
involves attentional regulation (e.g., executive attention) & behavioral regulation
usually translates into adaptive regulation
Development of Effortful Control the executive attention involved in effortful the executive attention involved in effortful
attentional control develops a little in infancy attentional control develops a little in infancy and at 18 months but is still quite immature at and at 18 months but is still quite immature at 24 months24 months
there is a dramatic improvement in attentional there is a dramatic improvement in attentional regulation in the 3rd year of liferegulation in the 3rd year of life
in 2nd year, infants show increases in the ability to slow down their walking or to stop an activity when asked to do so
effortful inhibition of behavior improves greatly at about 44 months and is fairly good by age 4
effortful control appears to be fairly well effortful control appears to be fairly well developed by 4 or 5 years developed by 4 or 5 years and continues to and continues to improve across childhood and into adulthoodimprove across childhood and into adulthood
Less Voluntary or Reactive Control some aspects of control, or the lack thereof, some aspects of control, or the lack thereof,
seem involuntary or so automatic that they seem involuntary or so automatic that they are not usually under voluntary controlare not usually under voluntary control types of impulsivity pulled by types of impulsivity pulled by
environmental rewards/cuesenvironmental rewards/cues very low impulsivity or behavioral inhibition very low impulsivity or behavioral inhibition
overcontrolled children who are timid, overcontrolled children who are timid, constrained, and lack flexibility in novel constrained, and lack flexibility in novel or stressful situations (Kagan’s work)or stressful situations (Kagan’s work)
called reactive control; reflects motivational called reactive control; reflects motivational tendenciestendencies
not necessarily totally involuntary, but seem to be more difficult to modulate
Neurological correlates of effortful control and more reactive, less voluntary aspects of
control (or the lack thereof) likely differ
effortful control believed to be based in the midline of the frontal lobe of the cortex and lateral prefrontal cortex, especially the anterior cingulate gyrus (Posner) (Posner)
Gray and others have argued that reactive systems are associated with subcortical systems (e.g., amygdala & mesolimbic dopamine pathways)
many projections between subcortical structures into cortical structures, forging connections between them
Heuristic Styles of Control: Highly Inhibited
high in involuntary reactive overcontrol (e.g., behavioral inhibition)
low to average in the ability to effortfully inhibit behavior (i.e., inhibitory control)
relatively low in effortful attentional control
low in the ability to effortfully activate behavior as needed (activational control) and planful active coping
prone to internalizing problems, especially if predisposed to negative emotionality
Undercontrolled low in all types of effortful
control (attentional, inhibitory, activational)
low in reactive overcontrol and high in reactive approach tendencies (low in behavioral inhibition/overcontrol and high in impulsivity)
relatively low in social competence and prone to externalizing problems
Optimally Regulated
high in various modes high in various modes of adaptive effortful of adaptive effortful control (attentional, control (attentional, inhibitory, activational)inhibitory, activational)
in regard to in regard to involuntary control, involuntary control, neither overcontrolled neither overcontrolled nor undercontrollednor undercontrolled
well adjusted, socially well adjusted, socially competent, and competent, and resilient to stressresilient to stress
Hypothesized Relations of Effortful and Reactive Control To Adjustment
externalizing problems are linked to low effortful and low reactive control
internalizing problems associated with low effortful control (especially attentional & activational) and high reactive overcontrol (or low impulsivity) although impulsivity & effortful
control tend to be negatively related, we expect both to be negatively related to internalizing
Empirical findings Kochanska--observed effortful control &
reported child inhibitory control in the early years predict internalized compliance, moral behavior and moral reasoning, lower anger, and adjustment
Mischel--ability to delay gratification (often through attentional mechanisms) predicts positive outcomes decades later (e.g., academic & social competence, coping with frustration/stress, drug use)
preschoolers’ attentional regulation predicted quality of real-life coping with negative emotions, sociometric status, and adult-reported social skills, as well as adjustment and social competence 4 and/or 6 years later
observed effortful control and low impulsivity predict low concurrent externalizing problems in numerous labs
Eisenberg, Cumberland, Spinrad et al. (2001)
4- to 7-year-old sample with externalizing &/or internalizing children and nondisordered children
obtained a teacher’s and a parent’s reports of effortful attention shifting and focusing, inhibitory control, and impulsivity
mothers’, fathers’, & teachers’ reports of externalizing & internalizing problems
observed measures of primarily regulation, including sitting still when asked, exhibiting positive rather than negative reactions to a disappointing prize, persisting at a puzzle task
compared children with at least borderline compared children with at least borderline levels of externalizing (with or without levels of externalizing (with or without comorbid internalizing) with nondisordered comorbid internalizing) with nondisordered control children (Achenbach control children (Achenbach TT < 60 for < 60 for internalizing and externalizing)internalizing and externalizing)
EXTs/COMORBIDs < CONTROLs on parents' EXTs/COMORBIDs < CONTROLs on parents' & teachers' reports of effortful attention & teachers' reports of effortful attention shifting, attention focusing, & inhibitory shifting, attention focusing, & inhibitory control control
EXTs/COMORBIDs had more difficulty than controls sitting still when asked and in persisting on the puzzle task
EXTs/COMORBIDs >CONTROLs in reported EXTs/COMORBIDs >CONTROLs in reported impulsivityimpulsivity
findings generally held across reportersfindings generally held across reporters
examined differences between examined differences between internalizing children and externalizing internalizing children and externalizing or nondisordered childrenor nondisordered children
adult-rated effortful attentional controladult-rated effortful attentional control- INTs < CONTROLs; INTs > EXTINTs < CONTROLs; INTs > EXT
adult-rated impulsivity- INTs < EXTs & CONTROLsINTs < EXTs & CONTROLs
teacher/parent-rated inhibitory control- INTs > EXTs- INTs = CONTROLs
observed measures of control- INTs only slightly (nonsignificantly) less
controlled than CONTROLs; INTs > EXTs- INTS < EXTs in negative emotion in
response to a disappointing gift- INT boys > EXT boys in persistence on the
puzzle task INTs were low in effortful attentional (but not
inhibitory) control and high in reactive overcontrol (low impulsivity)
2-year follow-up externalizing problems still clearly linked to low
effortful control and high impulsivity change in status related to negative
emotionality and levels of effortful control and impuslvity
internalizing problems no longer associated with problems in attentional regulation (and still not associated with deficits in inhibitory control)
internalizing problems still associated with low impulsivity
change in status linked to degree of impulsivity (and anger and sadness)
Examining additive, multiplicative, & mediated relations
Hypothesized: prediction of socioemotional outcomes is greater
when both effortful and reactive control are predictors (unique effects)
negative emotionality moderates the relations of effortful control--and perhaps reactive control--to developmental outcomes
personality resiliency--the ability to cope with and rebound from stress--mediates some relations between effortful control and socioemotional functioning
Tested for potential causal relations by controlling stability of variables across time
Moderator ModelModerator Model
..Baron & Kenny, 1986..Baron & Kenny, 1986
OutcomeOutcomeVariableVariable
PredictorPredictorXX
ModeratorModerator
PredictorPredictor
ModeratorModerator
Mediational ModelMediational Model
IndependentIndependentVariableVariable
OutcomeOutcomeVariableVariable
MediatorMediator
Baron & Kenny, 1986Baron & Kenny, 1986
Computed SEMs for adjustment (or social competence)
in our high-risk sample, in initial measurement models, the fit was better when effortful control and reactive control were separate constructs
in SEMs on adjustment, resiliency was treated as a mediator between impulsivity or effortful control and internalizing or externalizing problems
Time 1
EffortfulControl
Parent Inhibitory
TeacherAtten-Reg
Parent Atten-Reg
TeacherInhibitory
Puzzle
Impulsivity
ParentImpulsive
TeacherImpulsive
Internalizing
ExternalizingFather
Externalize
FatherInternalize
MotherInternalize
MotherExternalize
TeacherExternalize
Resiliency
ParentResiliency
TeacherResiliency
Chisq (52, N=214)=60.017, p>.208, CFI= .994; RMSEA=.027
- + -
+
+ -
+
Time 2
EffortfulControl
ParentInhibitory
TeacherAtten-Reg
ParentAtten-Reg
TeacherInhibitory
Puzzle
Impulsivity
ParentImpulsive
TeacherImpulsive
Internalizing
ExternalizingFather
Externalize
FatherInternalize
MotherInternalize
MotherExternalize
TeacherExternalize
Resiliency
ParentResiliency
TeacherResiliency
Chisq (55, N=193)=86.846, p>.004, CFI= .974’ RMSEA=.055
n.s.
marginal
n.s.
+
- +- -
+
-
to construct the longitudinal model, multiple indicators of constructs in the T1 and T2 concurrent SEMs were weighted and aggregated
error variances for the linear combinations were calculated from measurement error variances in concurrent models
within-time and cross-lagged paths were included in the model
EffortfulControl
Impulsivity
Resiliency
Internalizing
Externalizing
EffortfulControl
Impulsivity
Resiliency
Internalizing
Externalizing
Longitudinal Model
Chisq (24, n=214)=23.70. p < .48; CFI= .1.0; RMSEA = .00.
+
--
+
+-
+
+
-ns
+
+
+
+
-
+
-
+
+
-
Time 1 Time 2
relations held at T2 even when controlling for levels of the various constructs at T1 except the path from impulsivity to externalizing became nonsignificant
so most relations at T2 not due merely to the consistency of relations and variables over time
impulsivity was a weaker unique predictor of externalizing problems at T2
Effort-1
Implsv-1
Resil-1
Int-1
Ext-1
.22***
.17***
3.93***
-4.33***
-2.77***
Effort-2
Implsv-2
Resil-2
Int-2
Ext-2
.13***
-.92***
-.76**
.61***
.76***
.42***
.42***
.70***
Chisq (9, n=214)=10.59. p < .30; CFI= .999; RMSEA = .03.
-.03*
23.40***3.98*
-.39***
-1.78**
-.08***
-.02*
.34*
-2.8**
-1.29***
-.71*
Evidence of bi-directionality in relations
Moderation by negative emotionality
in regressions, teacher-reported anger moderated the path of EC to low externalizing at both T1 and T2 and the path from impulsivity to externalizing problems at T2
effortful regulation or low impulsivity was negatively related to externalizing problems for most children, but this relation was strongest for children higher in teacher-reported anger
T3 Externalizing
Behaviors
T3 Effortful Control
Parent
Teacher
Parent
Teacher
Parent
Teacher1.00(.71)
1.00(.59)
.51**
(.47)
1.23**
(.86)
.04(.06)
-.50**
(-.96)
Puzzle Box
1.00(.77)
T3 Over
Control
.61**
(.63)
.14**
(.35)
R2 = .83
.49**
(.83)
Findings replicated in a sample of typical school children for externalizing problems (with different measure of reactive control)
T1 Effortful Control
T1 Externalizing Behaviors
ParentTeacher
T3 Effortful Control
ParentTeacher
ParentTeacher
Parent Teacher
T3 Over Control
1.00(.61)
12**
(.32)
1.00(.78)
.57**
(.48)
1.00(.79)
.57**
(.62)
1.18 **
(.72)
.39**
(.48)
.74**
(.68)
.24**
(.52)
Puzzle Box
Puzzle Box
1.00(.87)
T1 Over Control
R2 = .73
T3 Externalizing Behaviors
ParentTeacher
1.00(.86)
.39**
(.43)
1.00(.71)
.74**
(.70)
R2 = .78
1.09 **
(.85)
Parent Teacher
.57 **
(.56)R2 = 1.00
-.39**
(-.43)
-.27 **
(-.41)
R2 = .52
-39 **
(-.69)
.07(.12)
Why is resiliency related to high Why is resiliency related to high impulsivityimpulsivity??
Block & Kremen (1996) noted,Block & Kremen (1996) noted,
"the human goal is to be as "the human goal is to be as undercontrolled as possible and as undercontrolled as possible and as overcontrolled as necessary. When overcontrolled as necessary. When one is more undercontrolled than is one is more undercontrolled than is adaptively effective or more adaptively effective or more overcontrolled than is adaptively overcontrolled than is adaptively required, one is not resilient." required, one is not resilient."
efffortful control would be expected to relate positively to resiliency
high reactive control (overcontrol) expected to predict rigidity & low resiliency
moderate to moderately high reactive undercontrol (i.e., a bit impulsive & spontaneous) expected to relate positively to resiliency
found positive linear relations between reactive undercontrol and resiliency in 3 samples of young children, as well as quadratic relations in two samples
children moderate or sometimes even high in impulsivity were more resilient than children low in impulsivity
by mid- to late-elementary school, only the by mid- to late-elementary school, only the quadratic relation between impulsivity and quadratic relation between impulsivity and resiliency remains, and by early resiliency remains, and by early adolescence, impulsivity tends to be adolescence, impulsivity tends to be modestly negatively related to resiliency modestly negatively related to resiliency unless the overlapping relation of effortful unless the overlapping relation of effortful control to resiliency is controlled, and then control to resiliency is controlled, and then the relation becomes positivethe relation becomes positive
Time 1
6
6.2
6.46.6
6.8
7
Low-1 SD
Mean High+1 SD
Impulsivity
Res
ilie
ncy
Time 2
66.26.46.66.8
7
Low-1 SD
Mean High+1 SD
Impulsivity
Res
ilie
ncy
SummarySummary individual differences in effortful regulation
and less voluntary types of control, as well as in emotionality, are important correlates, and perhaps predictors, of adjustment
it is useful to differentiate conceptually and empirically between various types of control because effortful and reactive control provide some unique prediction of resiliency and adjustment
effortful control becomes the stronger unique predictor with age (and also is linked to outcomes in Indonesia and China)
resiliency may be an important mediator
Role of Socialization
effortful control often is viewed as a component of temperament and personality and likely has a hereditary basis
but socializers can help children learn to effectively manage their emotions and emotion-related behavior
Our study including high-risk children: T1 assessed mothers’ reported expression of
positive & negative emotion in the family & observed emotion expressed with child
in SEM, the relations of maternal expressivity to children's social competence and externalizing were mediated by children’s regulation (effortful control)
regulation was predicted by high positive, and low negative, maternal expressivity
reversed child-driven models: critical paths not significant
Observed
MotherReport
Observed
MotherReport
BehavioralMeasure
MotherReport
TeacherReport
MotherReport
TeacherReport
MotherReport
TeacherReport
.15**
.08***
.04**
.09**
1.80***
1
1.20
1
.86***
1
MotherReport
TeacherReport
4.92*** 4.95***
Mother’sPositive
Expressivity
Mother’sNegative
Expressivity
Child’sRegulation
Child’sExternalizing
BehaviorProblems
Child’sInternalizing
BehaviorProblems
Child’sSocial
Competence
R2 = .77
R2 = .71
R2 = .36
R2 = .84
.06**
-.08**
-.90+
-3.38***
.89***
+ p < .10. ** p < .01. *** p < .001.
1
RCFI = .989, Satorra -Bentler χ2 (df = 38) 45.78, p = .18,AIC = -31.03, RMSEA = .033.
Longitudinal model using T2, T3, & T4 data tested mediation
using 3 time points high parental positive
vs. negative expressivity at T2 predicted high effortful control at T3, which predicted low externalizing 2 years later (mediation)
effortful control did not predict parenting across time
Parent-ing
Parent- ing
Parent- ing
ChildEC
ChildEC
ChildEC
Adjust-ment
Adjust-ment
Adjust-ment
+ +
+ +
+ +
T2EXP
T3EXP
T4 EXP
T2EC
T3EC
T4EC
T2EXT
T3EXT
T4EXT
+ +
+ +
+ +
+
-
-
-
-
+
-
EXT = externalizing; EXP = parent expressivity; EC = effortful control. Obtained similar findings for parent-rated internalizing problems
T2Warm/
Positive
T3Warm/
Positive
T4Warm/
Positive
T2EC
T3EC
T4EC
T2EXT
T3EXT
T4EXT
+ +
+ +
+ +
+
-
-
-
-
+
-
-
+
-
Similar model with unselected school sample and observed parental warmth & positive expressivity
New study with toddlers (18 & 30 months)New study with toddlers (18 & 30 months)
supportive parenting: mothers’ reports of supportive reactions to their children’s negative emotions (comforting, encouraging expression of emotion, and problem-focusing reactions), low negative reactions (punitive and minimizing), & maternal sensitivity during free-play and teaching interactions
effortful control: mothers’ & caregivers’ reports, & children’s snack delay behavior
adjustment & social competence: mothers’, fathers’, and caregivers’ reports
Effortful ControlR2 = .34
(.37)Care Int
Mother Int
Father Ext
Mother Ext
Caregiver Ext
Father SC
Mother SC
Mother EC
Mother Sensitiv
CTNES Neg
ExternalizingR2 = .77
(.68)
Soc CompetR2 = .51 (.52)
Internalizing
R2 = .00 (.01)
Mother Supportive
Caregiver EC
Delay
CareSC
CTNES Positive
Father Int
.58**
(.61**)
-.88** (-.82**)
.06 (-.07)
.71** (.72**)
18 & 30 Month Concurrent Models
T2 Effortful Control R2 = .66 Care
Int
Mother Int
Father Ext
Mother Ext
Caregiver Ext
Father SC
Mother SC
Mother EC
Mother Sensitive
CTNES Negative
T2 ExternalR2 = .46
T2 Soc CompR2 = .35
T2 InternalR2 = .02
T1 Mother Supportive
Caregiver EC
Delay
Care SC
CTNES Positive
Father Int
Care Ext
.81**
(4.06**)
-.68*** (-.08***)
.14
(.04)
.59*** (.07***)
Longitudinal model
Externalizing longitudinal model, controlling for stability .95***
.70*** .47 +
.53*
-.44 +
-.79***
.53*
χ2 (123) = 173.801 CFI = .955 RMSEA = .040
Support T1
Support T2 R2 = .89
EC T2 R2 = .85
EC T1 R2 = .48
Ext T2 R2 = .84
Ext T1 R2 = .63
Longitudinal model: Social competence, controlling stability .94***
.42** .50**
.52***
.11
.80***
.63*
χ2 (125) = 213.635 CFI = .919 RMSEA = .052
Support T1
Support T2 R2 = .89
EC T2 R2 = .74
EC T1 R2 = .17
SComp T2 R2 = .51
SComp T1 R2 = .64
Study with Indonesia third graders children’s effortful control mediated the
relation of maternal negative expressivity to maladjustment and low social competence
maternal positive expressivity did not predict outcomes, perhaps because the intense expression of emotion is discouraged
maternal expression of less assertive, nonhostile negative emotion had a more consistent negative relation to adjustment & social competence in Indonesia than the U.S.
PunitiveReactions
6-8
PunitiveReactions
8-10
PunitiveReactions
10-12
Regulation6-8
Regulation8-10
Regulation10-12
.652*** .652***
-.146*
-.700*
1.012***
-.190*
.660***
-.049
-.014
-.048
ProblemBehavior
6-8
ProblemBehavior
10-12
.161+
-.014
.348*
.027
-.178***
Thanks for your attention (i.e., effortful control)!
T1 INTV
T1 LANG
T2 EC
T2 EU
T2 LANG
T3 EC
T3 EU
INTV=intervention; EC=effortful control; EU=emotion understanding; LANG=language
T1 EC
T1 EU
T1 INTV
T1 SC T4/5 SCT3 SCT2 SC
T2 EC T3 EC
T2 EU T3 EU
SC WILL BE REPLACED WITH
INT OR EXT IN TWOADDITIONAL
MODELS
T1 ACAD SK
T2 ACAD SK
T3 ACAD SK
T4 ACAD SK
T2 SC T3 SC
T3 ACADMOTIV
T3 ECT2 EC
T1 INTV
T5 ACADMOTIV
T5 ACAD SK
T4 ACAD MOTIV
See above for additional abbreviations. ACAD SK=academic skills; ACAD MOTIV=academic motivation
Models predicting social competence & Models predicting social competence & popularitypopularity
computed models at T1 and T2 predicting adult-rated socially appropriate behavior and popularity
resiliency was treated as a mediator between impulsivity or effortful control and social functioning
Cross Sectional Models
EffortfulControl
TeacherParent
Persist
Impulsivity
Parent Teacher
Popularity
SocialComp
Teacher
Parent
Parent Teacher
Resiliency
Parent Teacher
+
+
+
+
-
-ns
computed an additional SEM with only computed an additional SEM with only cross-lagged paths (and cross-lagged paths (and rrs among the s among the T1 latent constructs and those at T2 that T1 latent constructs and those at T2 that required correlatingrequired correlating))
results suggested bi-directional relations results suggested bi-directional relations over time between adjustment and both over time between adjustment and both effortful control and resiliencyeffortful control and resiliency
resiliency mediated the relations of effortful control and impulsivity to both socially appropriate behavior and popularity at Time 1 & Time 2 (T1 & T2)
socially appropriate behavior was predicted directly by low impulsivity at T1 and T2
examined the unique relations of effortful and reactive control to personality resiliency and socially appropriate behavior and popularity across time
found that all of the relations at Time 1 held was significant consistency of all constructs
except resiliency across time no across-time relations besides the
autoregressive (consistency) relations results suggest that Time 2 relations were
due to stability in the constructs over time
2 years later2 years later……
some evidence that regulation mediated relations some evidence that regulation mediated relations of maternal positive expressivity to adjustment of maternal positive expressivity to adjustment and social competence and social competence
maternal negative expressivity was positively maternal negative expressivity was positively related to teacher- (but not mother-) reported related to teacher- (but not mother-) reported regulation and mediated relations with adjustment regulation and mediated relations with adjustment and social competence, but relations did not hold and social competence, but relations did not hold when controlling for T1 levels of variableswhen controlling for T1 levels of variables
may be due to teachers’ belief that children from may be due to teachers’ belief that children from negatively expressive homes are compliantnegatively expressive homes are compliant
T2 Negative
Expressivity
T2 Positive Expressivit
y
T2 Regulation R2 = .13
T2 Externalizing Behaviors
R2 = .64
T2 Internalizing Behaviors
R2 = .08
Mothers' Report
Mothers' Report
Observed HK
Mothers' Report
Teachers' Report
Mothers' Report
Teachers’Report
Mothers' Report
Teachers' Report
Observed
-.34** (-.80)
-.13*
(-.27)
.12**
(.84)
.54**
(.31)
.63* (.19)
1.00 (.88)
1.00 (.73)
1.16**
(.40)
1.00 (.94)
.68**
(.64)
1.00(.74)
1.00.76
1.70**
(.85)
1.00(.85)
.40** (.46)
.10** (.30)
Teachers' Report
ObservedMC
.08 **
(.26)
T2 Social
Competence
R2 = .71
Bi-directional relations between socialization & child regulation: ages 6-8,
8-10, & 10-12 problem behavior at age 10-12 was
predicted by low regulation and (marginally) by parental punitive reactions to the child’s negative emotions at that age, and by problem behavior at age 6-8
regulation at age 6-8 predicted parental punitive reactions at age 8-10, which in turn predicted regulation at age 10-12