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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJCE</journal-id>
<journal-title-group>
<journal-title>South African Journal of Childhood Education</journal-title>
</journal-title-group>
<issn pub-type="ppub">2223-7674</issn>
<issn pub-type="epub">2223-7682</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJCE-10-803</article-id>
<article-id pub-id-type="doi">10.4102/sajce.v10i1.803</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Preschool cognitive control and family adversity predict the evolution of classroom engagement in elementary school</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0528-5637</contrib-id>
<name>
<surname>Fitzpatrick</surname>
<given-names>Caroline</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3905-8974</contrib-id>
<name>
<surname>Archambault</surname>
<given-names>Isabelle</given-names>
</name>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6194-7316</contrib-id>
<name>
<surname>Barnett</surname>
<given-names>Tracie</given-names>
</name>
<xref ref-type="aff" rid="AF0004">4</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7323-1959</contrib-id>
<name>
<surname>Pagani</surname>
<given-names>Linda</given-names>
</name>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Social Sciences, Universit&#x00E9; Sainte-Anne, Pointe-de-l&#x2019;&#x00C9;glise, Canada, South Africa</aff>
<aff id="AF0002"><label>2</label>Centre of Education Practice Research, University of Johannesburg, Johannesburg, South Africa</aff>
<aff id="AF0003"><label>3</label>&#x00C9;cole de Psycho&#x00E9;ducation, Universit&#x00E9; de Montr&#x00E9;al, Montr&#x00E9;al, Canada</aff>
<aff id="AF0004"><label>4</label>Department of Epidemiology, Institut National de la Recherche Scientifique, Quebec, Canada</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Caroline Fitzpatrick, <email xlink:href="caroline.fitzpatrick@usainteanne.ca">caroline.fitzpatrick@usainteanne.ca</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>14</day><month>07</month><year>2020</year></pub-date>
<pub-date pub-type="collection"><year>2020</year></pub-date>
<volume>10</volume>
<issue>1</issue>
<elocation-id>803</elocation-id>
<history>
<date date-type="received"><day>25</day><month>08</month><year>2019</year></date>
<date date-type="accepted"><day>08</day><month>03</month><year>2020</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2020. The Authors</copyright-statement>
<copyright-year>2020</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>Classroom engagement is key predictor of child academic success.</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>The objective of the study was to examine how preschool cognitive control and the experience of family adversity predict developmental trajectories of classroom engagement through elementary school.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>Children were followed in the context of the Quebec Longitudinal Study of Child Development from birth to age 10.5 (<italic>N</italic> = 1589).</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>Working memory was directly assessed when children were 3 years old and mothers reported child impulsivity, parenting characteristics, stress and social support when children were 4 years old. Elementary school teachers rated classroom engagement from kindergarten through Grade 4.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>Growth mixture modelling identified three distinct trajectories of classroom engagement. Child working memory and impulsivity, and maternal hostility, social support and stress predicted greater odds of belonging to the low versus high engagement trajectory. Child impulsivity and maternal hostility and stress also distinguished between the low and moderate engagement trajectories.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>Our results suggest that targeting preschool cognitive control and buffering the effects of family adversity on children may facilitate academic success.</p>
</sec>
</abstract>
<kwd-group>
<kwd>classroom engagement</kwd>
<kwd>learning-related behaviour</kwd>
<kwd>working memory</kwd>
<kwd>impulsivity</kwd>
<kwd>parenting</kwd>
<kwd>parental stress</kwd>
<kwd>person-centred</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>The current economic burden of academic underachievement and high school dropout remains high and demands that we increase our understanding of which children may be at risk of experiencing poor academic outcomes (Levin et al. <xref ref-type="bibr" rid="CIT0038">2007</xref>; Stetser &#x0026; Stillwell <xref ref-type="bibr" rid="CIT0070">2014</xref>; Uppal <xref ref-type="bibr" rid="CIT0074">2017</xref>). Although acquiring a solid base in math and languages is important for lifelong learning and achievement, a focus solely on knowledge-based skills overlooks a theoretically meaningful component. Indeed, constructivist and metacognitive theories of learning recognise that classroom learning is a self-directed process that depends on the active involvement of students (Hartman <xref ref-type="bibr" rid="CIT0034">1998</xref>; Sodian &#x0026; Frith <xref ref-type="bibr" rid="CIT0068">2008</xref>; Tobin &#x0026; Tippins <xref ref-type="bibr" rid="CIT0072">1993</xref>).</p>
<p>Research evidence supports the idea that self-regulated, engaged learners benefit more from educational experiences (Daniel, Wang &#x0026; Berthelsen <xref ref-type="bibr" rid="CIT0019">2016</xref>; Dent &#x0026; Koena <xref ref-type="bibr" rid="CIT0021">2016</xref>). Classroom engagement falls into the broader category of learning-related behaviours and reflects student ability to follow instructions, complete tasks on time and self-organise in the classroom (Fitzpatrick &#x0026; Pagani <xref ref-type="bibr" rid="CIT0029">2013</xref>; Ladd &#x0026; Dinella <xref ref-type="bibr" rid="CIT0037">2009</xref>). Kindergarten teacher assessments of classroom engagement predict later academic success and higher quality relationships with teachers and peers (Fitzpatrick &#x0026; Pagani <xref ref-type="bibr" rid="CIT0029">2013</xref>).</p>
<p>Among high school students, individual differences exist in trajectories of engagement over time and these patterns predict academic outcomes (Reeve &#x0026; Lee <xref ref-type="bibr" rid="CIT0057">2014</xref>; Wang &#x0026; Fredericks <xref ref-type="bibr" rid="CIT0076">2014</xref>). Less is known about how classroom engagement evolves over the course of elementary school and what individual child and family characteristics predict the course of these trajectories.</p>
<sec id="s20002">
<title>Predictors of classroom engagement</title>
<p>As have others, we conceptualise classroom engagement as being driven by individual differences in cognitive control (Li-Grining et al. <xref ref-type="bibr" rid="CIT0039">2010</xref>; Ponitz et al. <xref ref-type="bibr" rid="CIT0053">2009</xref>; Sasser, Bierman &#x0026; Heinrichs <xref ref-type="bibr" rid="CIT0064">2015</xref>). Working memory is a component of cognitive control, which is akin to one&#x2019;s mental workspace or desktop where learners can manipulate and update information that they will use in the short term (Bull et al. 2012). Research suggests that working memory contributes to short- and long-term academic success (Fitzpatrick &#x0026; Pagani <xref ref-type="bibr" rid="CIT0028">2012</xref>; Fitzpatrick et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>). As such, it is possible that individual difference in preschool working memory predicts the nature and course of classroom engagement throughout elementary school.</p>
<p>Preschool-aged children who arrive at school better able to control and regulate their attentional resources have an easier time-sustaining engaged learning in the classroom (Duncan et al. <xref ref-type="bibr" rid="CIT0025">2007</xref>; Pagani et al. <xref ref-type="bibr" rid="CIT0050">2010</xref>; Razza, Martin &#x0026; Brooks-Gunn <xref ref-type="bibr" rid="CIT0056">2010</xref>). In contrast, students who have difficulty inhibiting inappropriate behaviour and who are more distractible may be at greater risk of disengaging from classroom activities. Consequently, it is likely that preschool-aged children who demonstrate attention problems in the form of impulsivity (i.e. not being able to wait their turn, not being able to settle down) will also be less engaged in the elementary school classroom.</p>
<p>Young children&#x2019;s family context and experiences can also influence their capacity for engaged learning. Early life exposure to family adversity and toxic stress has been linked to excessive activation in children&#x2019;s stress response systems (Lupien et al. <xref ref-type="bibr" rid="CIT0041">2007</xref>; Robles et al. <xref ref-type="bibr" rid="CIT0061">2016</xref>; Rutter &#x0026; O&#x2019;Connor <xref ref-type="bibr" rid="CIT0062">2004</xref>). Such chronic activation can then lead to a series of structural and functional alternations in the brain circuitry of the amygdala and hippocampus and prefrontal cortex. Eventually, these alterations are believed to contribute to increased anxiety and poor stress regulation during learning activities and ultimately impair engagement (Arnsten <xref ref-type="bibr" rid="CIT0003">2009</xref>; Shonkoff <xref ref-type="bibr" rid="CIT0067">2011</xref>).</p>
<p>Both positive and adverse rearing environments are likely to shape learning outcomes. Experimental animal research provides compelling evidence that high-quality parenting in terms of maternal responsiveness and warmth can exercise long-term influences on the cognitive development of offspring through epigenetic processes (Champagne &#x0026; Curley <xref ref-type="bibr" rid="CIT0016">2009</xref>). Longitudinal research in humans has generated similar findings. For example, maternal warmth in early childhood has been shown to positively influence social and cognitive outcomes in children prior to school entry (Guinosso, Johnson &#x0026; Riley <xref ref-type="bibr" rid="CIT0032">2015</xref>; Wade et al. <xref ref-type="bibr" rid="CIT0075">2015</xref>).</p>
<p>Finally, children&#x2019;s broader ecology can also influence their healthy development (Bronfenbrenner <xref ref-type="bibr" rid="CIT0012">1986</xref>; Sameroff <xref ref-type="bibr" rid="CIT0063">2010</xref>). For one, enduring stress that leads to emotional, physical and mental exhaustion in parents may impair effective parenting practices (Schieve et al. <xref ref-type="bibr" rid="CIT0066">2007</xref>). In contrast, parental social support may have a positive effect on child outcomes by increasing the number of resources available to parents (Burchinal, Follmer &#x0026; Bryant <xref ref-type="bibr" rid="CIT0014">1996</xref>).</p>
</sec>
<sec id="s20003">
<title>Classroom engagement trajectories</title>
<p>Little research has employed a person-centred approach to examine how child and family characteristics influence the course of children&#x2019;s learning-related skills across elementary school. Person-centred approaches allow us to identify discrete subgroups of people who follow distinct developmental trajectories over time. Thus, the identification of non-normative risk pathways is particularly germane to intervention and prevention research.</p>
</sec>
</sec>
<sec id="s0004">
<title>Objectives and hypotheses</title>
<p>The primary objective of the present study was to identify groups of students that show distinct profiles of classroom engagement in the classroom across the elementary school years (objective 1). Because prior research has identified three clusters of youth who follow distinct trajectories of classroom engagement, we also expect that a three-class model will best describe our data (Pagani et al. <xref ref-type="bibr" rid="CIT0051">2012</xref>). We also examined whether child working memory and impulsivity predict patterns of engagement (objective 2) and family adversity predicts engagement trajectories (objective 3). In terms of objectives 2 and 3, a first hypothesis is that better cognitive control will predict higher levels of engagement. We also expect that children whose mothers report more hostility and less warmth and consistent discipline will display lower, more maladaptive patterns of classroom engagement in the elementary classroom. Finally, because they can compromise the availability of parental resources, we expect that children whose mothers report more stress and less social support will be at greater risk of showing lower patterns of classroom engagement. Although these predictions are empirically and theoretically informed, they remain speculative as the parenting characteristics most linked to engagement across elementary school remain unknown.</p>
<p>In the present study, we attempted to take into account child and family characteristics, which may account for observed associations between our predictor variables and classroom engagement trajectories. Math and vocabulary skills at school entry as well as behaviour problems have been shown to influence academic adjustment (Duncan et al. <xref ref-type="bibr" rid="CIT0025">2007</xref>; Pagani et al. <xref ref-type="bibr" rid="CIT0050">2010</xref>). Furthermore, socio-economic status and family configuration were considered as additional potential confounders because they represent proxies for multiple risk factors, including home stimulation, early education, physical health and neighbourhood quality (Bornstein &#x0026; Bradley <xref ref-type="bibr" rid="CIT0010">2003</xref>; Hackman &#x0026; Farah <xref ref-type="bibr" rid="CIT0033">2009</xref>).</p>
</sec>
<sec id="s0005">
<title>Methods</title>
<sec id="s20006">
<title>Participants</title>
<p>The Quebec Longitudinal Study of Child Development (QLSCD 1998&#x2013;2010) represents a birth cohort randomly selected from a stratified sample of 2837 children born in the province of Quebec, Canada, between 1997 and 1998. The sample was stratified to ensure a proportional representation across rural and urban areas, geographical region, socio-economic status and gender. At the inception of the longitudinal component of this public data set coordinated by the Institut de la Statistique du Qu&#x00E9;bec, 93 children were deemed ineligible and 172 were untraceable because of incorrect coordinates. Of the 2572 remaining children, 14 were unreachable and 438 refused to participate. Thus, for its early childhood phase, 2120 five-month-old infants were deemed eligible for follow-up, representing 82&#x0025; of the eligible target population defined by the birth cohort. Of these, 39&#x0025; were firstborn. Participants were included in this ethically approved study if they had least one valid classroom engagement score between kindergarten and fourth grade at 74 and 122 months, respectively (<italic>N</italic> = 1589). From the second grade onwards, data collection occurred on a bi-annual basis; therefore, no data are available for the third grade. This subsample represents 79&#x0025; from the original sample. Compared to non-retained participants, participants included in the analytic sample were from higher socio-economic status. There were no sample differences in family configuration, child preschool impulsivity, working memory, number knowledge and receptive vocabulary.</p>
</sec>
<sec id="s20007">
<title>Procedure</title>
<p>For the preschool collection waves, data were collected from children and their families around the date of the child&#x2019;s birthday. The questionnaires were administered predominantly in French, reflecting the linguistic distribution of the province of Quebec, Canada. During the school-aged waves, data collection occurred in the spring. Families, teachers and school principals received informed consent forms by mail at each data collection wave. Teachers and families also received and returned questionnaires by mail. Teachers were informed that each target child had been followed from birth as a part of an ongoing study of development. Teachers were also informed that participation would involve completing a questionnaire concerning the behaviour, academic performance and social skills of the child at school. Parents were also interviewed by phone or in person by a research assistant trained by the government operated Direction of Social Services. Parents were compensated $25 and were informed that their child would receive a small present.</p>
</sec>
<sec id="s20008">
<title>Measures: Outcome variable</title>
<sec id="s30009">
<title>Classroom engagement</title>
<p>Teachers rated classroom engagement in kindergarten and grades 1, 2 and 4 after having observed children for approximately 6 months using a seven-item scale (average Cronbach&#x2019;s alpha of all four assessments = 0.92): works and plays cooperatively with other children, follows rules and instructions, follows directions, listens attentively, completes work on time, works autonomously, and works neatly and carefully. Responses ranged from 1 (never) to 3 (always) in kindergarten and 1 (never) to 5 (always) in grades 1, 2 and 4. Higher scale scores indicated a higher degree of classroom engagement. Given the difference in scaling across study years, all scores were standardised to <italic>z</italic>-scores prior to the estimation of trajectories. This classroom engagement measure is substantially related with academic ability (Fitzpatrick &#x0026; Pagani <xref ref-type="bibr" rid="CIT0029">2013</xref>; Pagani et al. <xref ref-type="bibr" rid="CIT0050">2010</xref>).</p>
</sec>
</sec>
<sec id="s20010">
<title>Measures: Early childhood cognitive control predictors</title>
<sec id="s30011">
<title>Working memory</title>
<p>At 29 months, the research assistants measured child working memory using an abridged version of the Imitation Sorting Task (Alp <xref ref-type="bibr" rid="CIT0002">1994</xref>). A trained experimenter firstly demonstrated a sequence and then children were asked to correctly reproduce the demonstrated sequence of placing the correct toy in the correct canister. This task has also shown to be a robust predictor of kindergarten readiness at 29 and 41 months (Fitzpatrick &#x0026; Pagani <xref ref-type="bibr" rid="CIT0028">2012</xref>).</p>
</sec>
<sec id="s30012">
<title>Impulsivity</title>
<p>When children were 53 and 65 months, parents completed a nine-item impulsivity scale. Items were rated from 1 (often or very true) to 3 (never or not true) and include the following: could not sit still, was restless and hyperactive; has trouble sticking to any activity; could not stop fidgeting; was impulsive, acted without thinking; had difficulty waiting for his or her turn; could not settle down to do anything for more than a few moments; was easily distracted; was inattentive and was unable to concentrate, and could not pay attention for long time (<italic>&#x03B1;</italic> = 0.91). Means at 53 and 65 months were averaged. Higher scores indicate more impulsivity. Items were derived from the child behaviour checklist (Achenbach, Edelbrock &#x0026; Howell <xref ref-type="bibr" rid="CIT0001">1987</xref>), the Ontario Child Health Study Scales (Offord, Boyle &#x0026; Racine <xref ref-type="bibr" rid="CIT0046">1989</xref>) and the Canadian Preschool Behavior Questionnaire (Tremblay et al. <xref ref-type="bibr" rid="CIT0073">1994</xref>). These questionnaires have all been previously validated using large longitudinal samples. The predictive validity of this scale was supported by studies showing associations between this measure of impulsivity and adolescent criminal behaviours (Broidy et al. <xref ref-type="bibr" rid="CIT0011">2003</xref>; Nagin &#x0026; Tremblay <xref ref-type="bibr" rid="CIT0045">1999</xref>).</p>
</sec>
</sec>
<sec id="s20013">
<title>Measures: Family adversity predictors</title>
<p>When children were 53 and 65 months, mothers provided information about three dimensions of parenting practices (hostility, warmth and discipline) using a version of the Parenting Perceptions and Behaviors Questionnaire adapted for 4- and 5-year-olds (Parental Cognitions and Conduct Toward the Infant Scale; Boivin et al. <xref ref-type="bibr" rid="CIT0009">2005</xref>). Items were rated on a five-point Likert scale, ranging from 1 (never) to 5 (always). The Cronbach&#x2019;s alphas for the five parenting factors were calculated based on the present sample.</p>
<sec id="s30014">
<title>Maternal hostility</title>
<p>Mothers responded to seven items related to hostile coercive parenting: &#x2018;I have gotten mad with my child because they said or did something they were not supposed to&#x2019;; &#x2018;I have raised my voice, scolded or shouted at my child when he or she misbehaved&#x2019;; &#x2018;I have lost my temper with my child while punishing them&#x2019;; &#x2018;I have used corporal punishment when my child misbehaved&#x2019;; and &#x2018;I have hit my child when they were particularly difficult&#x2019;, <italic>&#x03B1;</italic> = 0.74.</p>
<p>Maternal warmth refers to the amount of affection and pleasure mothers express during interactions with their child. Items include the following: &#x2018;my child and I have spent time talking, playing or focusing attention on each other just for fun for 5 min or more&#x2019;; &#x2018;I have performed something special with my child that they enjoy&#x2019;; &#x2018;I engage in sports, hobbies or play games with my child&#x2019;; &#x2018;I calmly discuss the problem when my child brakes the rules or misbehaves&#x2019;; and &#x2018;I describe alternative ways of behaving that are acceptable when my child breaks the rules or misbehaves&#x2019;, <italic>&#x03B1;</italic> = 0.78.</p>
<p>Parental discipline reflects the use of consistent discipline with the child. Items include the following: &#x2018;when I told my child they would get punished if they did not stop doing something, and they kept doing it, so I punished them&#x2019;; &#x2018;my child has gotten away with things that should have been punished (reverse-coded)&#x2019;; &#x2018;my child has gotten out of a punishment when their mind was really set on it (reverse-coded)&#x2019;; &#x2018;after being disciplined, my child ignores the punishment (reverse-coded)&#x2019;; and &#x2018;when my child misbehaves, I ignore it or do nothing (reverse-coded)&#x2019;, <italic>&#x03B1;</italic> = 0.79.</p>
</sec>
<sec id="s30015">
<title>Maternal stress</title>
<p>Mothers were asked about their general level of daily stress over the past 12 months using a Likert scale ranging from 1 (never) to 5 (always) when children were 53 months. Higher scores reflect higher levels of stress. Items adapted from the Perceived Stress Scale (Cohen, Tyrrell &#x0026; Smith <xref ref-type="bibr" rid="CIT0017">1993</xref>) include the following: &#x2018;I felt I had to rush to get everything performed each day&#x2019;; &#x2018;by the time supper time arrived, I was physically exhausted&#x2019;; and &#x2018;I felt I had enough time for myself (reverse-coded)&#x2019;, <italic>&#x03B1;</italic> = 0.75.</p>
</sec>
<sec id="s30016">
<title>Social support</title>
<p>Mothers reported perceived social support when children were 53 months using three items adapted from the Arizona Social Support Interview (ASSI) (Barrera &#x0026; Garrison-Jones <xref ref-type="bibr" rid="CIT0004">1992</xref>). Mothers rated each item on a Likert scale ranging from 1 (strongly agree) to 4 (strongly disagree): &#x2018;I have family and friends who help me feel safe, secure and happy&#x2019;; &#x2018;there is someone I trust whom I would turn to for advice if I were having a problem&#x2019;; and &#x2018;there are people I can count on in an emergency&#x2019;, <italic>&#x03B1;</italic> = 0.87.</p>
<p>Means for maternal hostility, warmth, discipline, stress and social support were transformed to a scale ranging from 1 to 10, with higher scores reflecting higher levels of the construct.</p>
</sec>
</sec>
<sec id="s20017">
<title>Measures: Control variables</title>
<sec id="s30018">
<title>Child academic skills</title>
<p>The Number Knowledge Test (NKT, abridged version) was administered individually to children by trained examiners to test the basic knowledge of numbers (Okamoto &#x0026; Case <xref ref-type="bibr" rid="CIT0047">1996</xref>). The NKT adapted for testing in 4-year-olds measures the knowledge of the number sequence from 1 to 10, knowledge of the one-to-one correspondence in which a sequence is mapped onto objects being counted, understanding the cardinal value of each number, understanding of the generative rule which relates adjacent cardinal values and understanding that each successive number represents a set which contains more objects. The Peabody Picture Vocabulary Test (PPVT, French adaptation; Dunn, Th&#x00E9;riault-Whalen &#x0026; Dunn <xref ref-type="bibr" rid="CIT0026">1993</xref>) was also administered by trained examiners to test the vocabulary knowledge. This test consists of 175 vocabulary items that increase in difficulty throughout the test. The French version has been standardised by Dunn et al. (<xref ref-type="bibr" rid="CIT0026">1993</xref>) and is highly correlated with other French vocabulary and intelligence tests. Both NKT and PPVT scores represent sums of correct responses.</p>
<p>Parents provided data on additional child and family variables that could possibly influence the key variables in this study. These include child sex and behavioural adjustment in terms of emotional distress (six items: &#x2018;seemed to be unhappy or sad&#x2019;, &#x2018;was not as happy as other children&#x2019;, &#x2018;was no energy was feeling tired, cried much&#x2019;, &#x2018;had trouble enjoying him or herself&#x2019; and &#x2018;is unable to make decisions&#x2019;, <italic>&#x03B1;</italic> = 0.79) and prosocial behaviour (three items: &#x2018;tried to help someone who had been hurt&#x2019;, &#x2018;comforted a child [friend, brother or sister] who was crying or upset&#x2019; and &#x2018;helped other children [friends, brother or sister] who were feeling sick&#x2019;, <italic>&#x03B1;</italic> = 0.85). Items were scored in such a manner that a higher value on the scale would indicate a higher degree of the factor. The Social Behaviour Questionnaire represents a good predictor of future psychosocial adjustment and school success (Dobkin et al. <xref ref-type="bibr" rid="CIT0023">1995</xref>; Pagani et al. <xref ref-type="bibr" rid="CIT0052">2001</xref>). All measures reflect the mean of scores from the 53 and 65 month assessments. Socio-economic status was derived from parents&#x2019; income reports, occupational prestige and level of education. Scores were standardised to a mean of 0 and reflect average scores from 5 to 65 months. Family configuration was reported by parents and was dichotomised to reflect whether the family was intact or not at 17 months.</p>
</sec>
</sec>
<sec id="s20019">
<title>Data analytic strategy</title>
<p>Our interest was first to detect trajectories of classroom engagement from kindergarten through grade 4. We were also interested in examining how early childhood characteristics, parenting and family context contribute to these trajectories. We used growth mixture modelling to estimate distinct intercepts and slopes for groups with unique patterns of the variable of interest (Jung &#x0026; Wickrama <xref ref-type="bibr" rid="CIT0035">2008</xref>).We estimated unconditional trajectories because our interest was in first identifying naturally occurring patterns of engagement and then estimating whether these trajectories can be estimated by meaningful predictors at the child and family level. Model selection was based on fit indices, prior research and the ability to account for meaningful diversity in the data (Richters <xref ref-type="bibr" rid="CIT0059">1997</xref>). We first generated a one-group linear model to which a two-group model was compared. Models with additional groups were then tested sequentially against two-, three- and four-group models. We repeated the same process with higher-order growth terms. Based on our criteria, a three-group quadratic growth model was favoured. Participants were assigned to groups based on their actual most likely classification (Ram &#x0026; Grimm <xref ref-type="bibr" rid="CIT0055">2009</xref>). We next examined prospective associations between early childhood cognitive control, family adversity and control variables on classroom engagement trajectories using polynomial linear regression.</p>
<sec id="s30020">
<title>Missing data</title>
<p>Missing data on classroom engagement between kindergarten and fourth grade were dealt with during the estimation of trajectories using full information maximum likelihood methods in Mplus (Muth&#x00E9;n, Kaplan &#x0026; Hollis <xref ref-type="bibr" rid="CIT0044">1987</xref>). Missing data on independent and control variables were handled with using multiple imputations conducted using NORM software prior to conducting the multiple regression analyses (Schafer <xref ref-type="bibr" rid="CIT0065">1999</xref>). By using an iterative method based on an estimation maximisation (EM) algorithm, NORM draws values from the conditional distribution of the variables, which are estimated based on available observations from the original data set (for technical details, see Schafer <xref ref-type="bibr" rid="CIT0065">1999</xref>). Following recommendations, we generated 100 possible data sets, which were then merged taking into account between-set and within-set standard errors. Both full information maximum likelihood estimation and multiple imputation have been shown to yield robust estimates under different conditions of missing data (Graham <xref ref-type="bibr" rid="CIT0031">2009</xref>).</p>
</sec>
</sec>
<sec id="s20021">
<title>Ethical consideration</title>
<p>This study was approved by the Ethics Review Board of Universit&#x00E9; de Montr&#x00E9;al&#x2019;s Faculty of Arts and Science (reference 2008-179, 2696).</p>
</sec>
</sec>
<sec id="s0022">
<title>Results</title>
<sec id="s20023">
<title>Trajectories</title>
<p>To ensure that our classroom engagement scale provided an equivalent assessment of the construct at the different time points, we began by testing longitudinal measurement invariance from Grades 1 to 4 using the steps outlined by Byrne and Stewart (<xref ref-type="bibr" rid="CIT0015">2006</xref>). Invariance was reached for all steps. To address our first objective, we used growth mixture modelling to estimate classroom engagement trajectories between kindergarten and fourth grade through Mplus software. Parameters were obtained by maximum likelihood estimation using an expectation maximisation algorithm (Muth&#x00E9;n et al. <xref ref-type="bibr" rid="CIT0044">1987</xref>). As reported in <xref ref-type="table" rid="T0001">Table 1</xref>, the Akaike information criterion (AIC), Bayesian information criterion and sample-size-adjusted Bayesian information criterion (SSBIC) favoured a three-class quadratic solution. The fit criteria for the three-group quadratic model were good (AIC = 10 823.94 and SSBIC = 10 870.01), corresponding to a low (9&#x0025;, of which 26&#x0025; = girls and 74&#x0025; = boys), medium (19&#x0025;, of which 44&#x0025; = girls and 56&#x0025; = boys) and high trajectory (72&#x0025;, of which 57&#x0025; = girls and 43&#x0025; = boys). As an indicator of model fit, we also examined entropy, which was 0.71 for our selected model and which was slightly higher than the entropy observed for the other models (Ramaswamy et al. <xref ref-type="bibr" rid="CIT0054">1993</xref>). Next, we examined the bootstrap likelihood ratio test because it has been shown to provide reliable estimates of model fit. The observed <italic>p</italic>-value comparing a three- to two-class model quadratic model was smaller than 0.0001, suggesting a significantly better fit for the three-class quadratic model. There was no significant improvement in fit from a three- to four-class model. As a result, we selected a three-class quadratic model for its statistical fit and because it was consistent with prior research examining trajectories of classroom engagement across elementary school (Pagani, Fitzpatrick &#x0026; Parent <xref ref-type="bibr" rid="CIT0051">2012</xref>). The average posterior class probabilities for the low, medium and high trajectories were 0.90, 0.74 and 0.83, respectively. The posterior mean fitted and observed values for the trajectories in primary school are illustrated in <xref ref-type="fig" rid="F0001">Figure 1</xref>. Descriptive statistics according to group membership are presented in <xref ref-type="table" rid="T0002">Table 2</xref>.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Classroom engagement trajectories from kindergarten to Grade 4.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJCE-10-803-g001.tif"/>
</fig>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Growth mixture models of developmental patterns of engagement with linear and quadratic growth terms.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Fit indices</th>
<th valign="top" align="left">2 Class linear</th>
<th valign="top" align="left">2 Class quadratic</th>
<th valign="top" align="left">3 Class linear</th>
<th valign="top" align="left">3 Class quadratic</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">AIC</td>
<td align="left">11 037.02</td>
<td align="left">10 957.30</td>
<td align="left">10 935.04</td>
<td align="left">10 823.94</td>
</tr>
<tr>
<td align="left">BIC</td>
<td align="left">11 101.470</td>
<td align="left">11 048.61</td>
<td align="left">110 515.60</td>
<td align="left">10 936.73</td>
</tr>
<tr>
<td align="left">SSBIC</td>
<td align="left">11 063.35</td>
<td align="left">10 994.60</td>
<td align="left">10 967.95</td>
<td align="left">10 870.01</td>
</tr>
<tr>
<td align="left">Entropy</td>
<td align="left">0.76</td>
<td align="left">0.73</td>
<td align="left">0.74</td>
<td align="left">0.71</td>
</tr>
<tr>
<td align="left">Log likelihood</td>
<td align="left">&#x2212;5506.51</td>
<td align="left">&#x2212;5461.66</td>
<td align="left">&#x2212;5452.52</td>
<td align="left">&#x2212;5390.97</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>AIC, Akaike information criterion; BIC, Bayesian information criterion; SSBIC, sample-size-adjusted Bayesian information criterion.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Descriptive statistics for independent, dependent and control variables according to trajectory membership.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Engagement trajectory</th>
<th valign="top" align="center" colspan="2">High (<italic>N</italic> = 1151)<hr/></th>
<th valign="top" align="center" colspan="2">Modefrate (<italic>N</italic> = 297)<hr/></th>
<th valign="top" align="center" colspan="2">Low (<italic>N</italic> = 141)<hr/></th>
</tr>
<tr>
<th valign="top" align="center"><italic>M</italic></th>
<th valign="top" align="center">SD</th>
<th valign="top" align="center"><italic>M</italic></th>
<th valign="top" align="center">SD</th>
<th valign="top" align="center"><italic>M</italic></th>
<th valign="top" align="center">SD</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left" colspan="7"><bold>Classroom engagement</bold></td>
</tr>
<tr>
<td align="left">Kindergarten (74 mo)</td>
<td align="center">2.92</td>
<td align="center">0.11</td>
<td align="center">2.38</td>
<td align="center">0.16</td>
<td align="center">1.86</td>
<td align="center">0.18</td>
</tr>
<tr>
<td align="left">Grade 1 (86 mo)</td>
<td align="center">4.23</td>
<td align="center">0.51</td>
<td align="center">3.53</td>
<td align="center">0.64</td>
<td align="center">3.02</td>
<td align="center">0.62</td>
</tr>
<tr>
<td align="left">Grade 2 (98 mo)</td>
<td align="center">4.22</td>
<td align="center">0.55</td>
<td align="center">3.65</td>
<td align="center">0.64</td>
<td align="center">3.09</td>
<td align="center">0.55</td>
</tr>
<tr>
<td align="left">Grade 4 (120 mo)</td>
<td align="center">3.21</td>
<td align="center">0.59</td>
<td align="center">2.78</td>
<td align="center">0.61</td>
<td align="center">2.12</td>
<td align="center">0.73</td>
</tr>
<tr>
<td align="left" colspan="7"><bold>Predictors variables</bold></td>
</tr>
<tr>
<td align="left">Working memory (35 mo)</td>
<td align="center">1.25</td>
<td align="center">0.70</td>
<td align="center">1.10</td>
<td align="center">0.66</td>
<td align="center">0.99</td>
<td align="center">0.66</td>
</tr>
<tr>
<td align="left">Impulsivity (59 mo)</td>
<td align="center">3.47</td>
<td align="center">1.71</td>
<td align="center">4.31</td>
<td align="center">1.80</td>
<td align="center">5.03</td>
<td align="center">1.76</td>
</tr>
<tr>
<td align="left">Maternal hostility (59 mo)</td>
<td align="center">2.83</td>
<td align="center">1.02</td>
<td align="center">3.09</td>
<td align="center">1.13</td>
<td align="center">3.41</td>
<td align="center">1.10</td>
</tr>
<tr>
<td align="left">Maternal stress (53 mo)</td>
<td align="center">2.74</td>
<td align="center">0.75</td>
<td align="center">2.62</td>
<td align="center">0.66</td>
<td align="center">2.77</td>
<td align="center">0.70</td>
</tr>
<tr>
<td align="left">Social support (53 mo)</td>
<td align="center">9.16</td>
<td align="center">1.33</td>
<td align="center">9.00</td>
<td align="center">1.42</td>
<td align="center">8.68</td>
<td align="center">1.60</td>
</tr>
<tr>
<td align="left">Maternal warmth (59 mo)</td>
<td align="center">6.23</td>
<td align="center">0.98</td>
<td align="center">6.24</td>
<td align="center">0.94</td>
<td align="center">6.33</td>
<td align="center">1.01</td>
</tr>
<tr>
<td align="left">Maternal discipline (59 mo)</td>
<td align="center">7.22</td>
<td align="center">1.45</td>
<td align="center">7.04</td>
<td align="center">1.40</td>
<td align="center">6.86</td>
<td align="center">1.38</td>
</tr>
<tr>
<td align="left" colspan="7"><bold>Control variables</bold></td>
</tr>
<tr>
<td align="left">Sex</td>
<td align="center">0.43</td>
<td align="center">0.50</td>
<td align="center">0.56</td>
<td align="center">0.50</td>
<td align="center">0.74</td>
<td align="center">0.44</td>
</tr>
<tr>
<td align="left">Number knowledge (65 mo)</td>
<td align="center">9.76</td>
<td align="center">4.13</td>
<td align="center">8.18</td>
<td align="center">3.80</td>
<td align="center">7.24</td>
<td align="center">4.07</td>
</tr>
<tr>
<td align="left">Receptive vocabulary (65 mo)</td>
<td align="center">67.58</td>
<td align="center">18.49</td>
<td align="center">60.59</td>
<td align="center">18.93</td>
<td align="center">56.31</td>
<td align="center">20.31</td>
</tr>
<tr>
<td align="left">Emotional distress (59 mo)</td>
<td align="center">1.93</td>
<td align="center">1.27</td>
<td align="center">1.80</td>
<td align="center">1.30</td>
<td align="center">1.89</td>
<td align="center">1.33</td>
</tr>
<tr>
<td align="left">Prosocial skills (59 mo)</td>
<td align="center">6.41</td>
<td align="center">2.37</td>
<td align="center">6.36</td>
<td align="center">2.37</td>
<td align="center">6.51</td>
<td align="center">2.26</td>
</tr>
<tr>
<td align="left">Family configuration (17 mo)</td>
<td align="center">0.24</td>
<td align="center">0.42</td>
<td align="center">0.29</td>
<td align="center">0.45</td>
<td align="center">0.40</td>
<td align="center">0.49</td>
</tr>
<tr>
<td align="left">Socio-economic status (5&#x2013;65 mo)</td>
<td align="center">0.15</td>
<td align="center">1.00</td>
<td align="center">&#x2212;1.33</td>
<td align="center">0.98</td>
<td align="center">&#x2212;0.43</td>
<td align="center">0.83</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>mo, months; <italic>M</italic>, mean; SD, Standard deviation.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20024">
<title>Regression analysis</title>
<p>Bivariate correlations between the main predictors and classroom engagement scores are presented in <xref ref-type="table" rid="T0003">Table 3</xref>. In terms of regression analyses, <xref ref-type="table" rid="T0004">Table 4</xref> reports the relationship between child and family predictors and profiles of classroom engagement during primary school. All models control for child sex, prosocial skills, emotional distress and math and reading skills, as well as family configuration and socio-economic status. All odds ratios are interpreted using &#x2018;low engagement&#x2019; as the reference group. The Negelkerke <italic>r</italic>-squared was 0.22, suggesting that our model accounted for a modest amount of the variance in the observed trajectories. In terms of the second objective, a one-point increase in the working memory scores corresponded to 35&#x0025; greater odds of belonging to the high engagement group. Conversely, a one-point increase on the impulsivity scale was associated with a 43&#x0025; reduction in the probability of belonging to the high engagement group. Scores of impulsivity were also associated with a 14&#x0025; decrease in the probability of membership to the moderate engagement group.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Intercorrelations between predictors and classroom engagement in elementary school.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center">1</th>
<th valign="top" align="center">2</th>
<th valign="top" align="center">3</th>
<th valign="top" align="center">4</th>
<th valign="top" align="center">5</th>
<th valign="top" align="center">6</th>
<th valign="top" align="center">7</th>
<th valign="top" align="center">8</th>
<th valign="top" align="center">9</th>
<th valign="top" align="center">10</th>
<th valign="top" align="center">11</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1. CE kindergarten</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.58<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.52<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.49<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.15<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.32<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.20<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.11<xref ref-type="table-fn" rid="TFN0002">&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.030</td>
<td align="center">0.11<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.02</td>
</tr>
<tr>
<td align="left">2. CE grade 1</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.68<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.56<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.16<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.32<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.19<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.16<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.01</td>
<td align="center">0.10<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.02</td>
</tr>
<tr>
<td align="left">3. CE grade 2</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.63<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.18<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.32<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.17<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.13<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.00</td>
<td align="center">0.10<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.03</td>
</tr>
<tr>
<td align="left">4. CE grade 4</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.15<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.24<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.13<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.15<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.02</td>
<td align="center">0.07<xref ref-type="table-fn" rid="TFN0001">&#x002A;</xref></td>
<td align="center">0.02</td>
</tr>
<tr>
<td align="left">5. Working memory</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="left"></td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">&#x2212;0.082<xref ref-type="table-fn" rid="TFN0002">&#x002A;&#x002A;</xref></td>
<td align="center">0.02</td>
<td align="center">0.05</td>
<td align="center">0.01</td>
<td align="center">0.04</td>
<td align="center">&#x2212;0.02</td>
</tr>
<tr>
<td align="left">6. Impulsivity</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.38<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.24<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.04</td>
<td align="center">&#x2212;0.10<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.17<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">7. Maternal hostility</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">&#x2212;0.25<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.13<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.11<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.24<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">8. Maternal discipline</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.16<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.10<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.11<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">9. Maternal warmth</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.15<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">0.18<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">10. Social support</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
<td align="center">0.12<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="center">11. Maternal stress</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">---<xref ref-type="table-fn" rid="TFN0004">&#x2020;</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>CE, classroom engagement.</p></fn>
<fn id="TFN0001"><label>&#x002A;</label><p>, <italic>p</italic> &#x003C; 0.05;</p></fn>
<fn id="TFN0002"><label>&#x002A;&#x002A;</label><p>, <italic>p</italic> &#x003C; 0.01; and</p></fn>
<fn id="TFN0003"><label>&#x002A;&#x002A;&#x002A;</label><p>, <italic>p</italic> &#x003C; 0.00.</p></fn>
<fn id="TFN0004"><label>&#x2020;</label><p>, Variable was not included in a specific model. It is a standard notation.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Predictors of classroom engagement trajectories membership.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Predictors</th>
<th valign="top" align="center" colspan="3">High versus low trajectory (<italic>N</italic> = 1151)<hr/></th>
<th valign="top" align="center" colspan="3">Moderate versus low trajectory (<italic>N</italic> = 297)<hr/></th>
</tr>
<tr>
<th valign="top" align="center"><italic>B</italic></th>
<th valign="top" align="center">OR</th>
<th valign="top" align="center">95&#x0025; CI</th>
<th valign="top" align="center"><italic>B</italic></th>
<th valign="top" align="center">OR</th>
<th valign="top" align="center">95&#x0025; CI</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Working memory</td>
<td align="center">0.35</td>
<td align="center">1.35</td>
<td align="center">1.003&#x2013;1.827<xref ref-type="table-fn" rid="TFN0005">&#x002A;</xref></td>
<td align="center">0.14</td>
<td align="center">1.12</td>
<td align="center">0.810&#x2013;1.549</td>
</tr>
<tr>
<td align="left">Impulsivity</td>
<td align="center">&#x2212;0.39</td>
<td align="center">0.675</td>
<td align="center">0.598&#x2013;0.761<xref ref-type="table-fn" rid="TFN0005">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.14</td>
<td align="center">0.862</td>
<td align="center">0.760&#x2013;0.979<xref ref-type="table-fn" rid="TFN0005">&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Maternal hostility</td>
<td align="center">&#x2212;0.28</td>
<td align="center">0.722</td>
<td align="center">0.596&#x2013;0.876<xref ref-type="table-fn" rid="TFN0005">&#x002A;&#x002A;</xref></td>
<td align="center">&#x2212;0.20</td>
<td align="center">0.781</td>
<td align="center">0.635&#x2013;0.960<xref ref-type="table-fn" rid="TFN0005">&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Maternal stress</td>
<td align="center">&#x2212;0.37</td>
<td align="center">0.680</td>
<td align="center">0.496&#x2013;0.932<xref ref-type="table-fn" rid="TFN0005">&#x002A;</xref></td>
<td align="center">&#x2212;0.48</td>
<td align="center">0.639</td>
<td align="center">0.454&#x2013;0.899<xref ref-type="table-fn" rid="TFN0005">&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Social support</td>
<td align="center">0.17</td>
<td align="center">1.199</td>
<td align="center">1.047&#x2013;1.367<xref ref-type="table-fn" rid="TFN0005">&#x002A;</xref></td>
<td align="center">0.13</td>
<td align="center">1.146</td>
<td align="center">0.992&#x2013;1.324</td>
</tr>
<tr>
<td align="left">Maternal discipline</td>
<td align="center">&#x2212;0.04</td>
<td align="center">0.936</td>
<td align="center">0.812&#x2013;1.08</td>
<td align="center">&#x2212;0.01</td>
<td align="center">0.971</td>
<td align="center">0.833&#x2013;1.132</td>
</tr>
<tr>
<td align="left">Maternal warmth</td>
<td align="center">&#x2212;0.09</td>
<td align="center">0.923</td>
<td align="center">0.752&#x2013;1.133</td>
<td align="center">&#x2212;0.05</td>
<td align="center">0.981</td>
<td align="center">0.787&#x2013;1.223</td>
</tr>
<tr>
<td align="left">Cox and Snell</td>
<td align="center">-</td>
<td align="center">0.174</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Note: Models include child sex, prosocial skills, emotional distress, math and reading skills, family configuration and socio-economic status.</p></fn>
<fn><p>OR, odds ratio; CI, confidence interval; <italic>B</italic>, standardized regression coefficient.</p></fn>
<fn id="TFN0005"><p>Asterisks represent probability: &#x002A;, <italic>p</italic> &#x003C; 0.05; &#x002A;&#x002A;, <italic>p</italic> &#x003C; 0.01; and &#x002A;&#x002A;&#x002A;, <italic>p</italic> &#x003C; 0.001.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In terms of objective 3, maternal hostility was independently associated with a 27&#x0025; and 22&#x0025; reduction in the odds of belonging to the high and moderate engagement groups, respectively. Mother self-reported social support was associated with 20&#x0025; greater odds of belonging to the high engagement group. Finally, maternal stress was associated with a 30&#x0025; and 44&#x0025; decrease in the probability of being in the high and moderate engagement groups, respectively.</p>
</sec>
</sec>
<sec id="s0025">
<title>Discussion</title>
<p>In the present study, we observed naturally occurring individual differences in classroom engagement from kindergarten to the end of elementary school. In our sample of typically developing children, discrete subgroups showed stable high, moderate and low levels of classroom engagement. Most children appeared to follow a steady high trajectory of engagement. However, two minority subgroups of children (accounting for 26&#x0025; of the sample) followed moderate or low trajectories of engagement. Our predictors accounted for 22&#x0025; of the variance in classroom engagement, which represents a modest association. Nevertheless, given the tremendous cost of poor achievement and eventual dropout, identifying factors that account for even a small proportion of the variance in children&#x2019;s long-term academic success can be useful for the development of preventive interventions.</p>
<p>The observation of high, moderate and low trajectories of engagement replicates the findings of Pagani et al. (<xref ref-type="bibr" rid="CIT0051">2012</xref>) who used an urban sample of disadvantaged youth from the same province to study engagement trajectories. Dominguez et al. (<xref ref-type="bibr" rid="CIT0024">2010</xref>) found that children tend to show a steady decline in engagement in the early school years. However, their study employed a variable-centred approach. As such, given the methodological design of their study, it was not possible to examine whether population heterogeneity exists in children&#x2019;s developmental pathways. Together, the present findings and those of Pagani et al. (<xref ref-type="bibr" rid="CIT0051">2012</xref>) shed light on the presumed natural course of engagement in typically developing students of elementary school age.</p>
<p>Preschoolers who were better able to keep information in working memory and who showed lower levels of impulsivity were more likely to remain organised and follow rules and procedures throughout elementary school. These prospective associations remained significant after children&#x2019;s math skills, reading and family socio-economic status were considered. As a result, our findings are consistent with those of other studies showing a robust and unique association between school entry cognitive control and academic performance (Blair &#x0026; Razza <xref ref-type="bibr" rid="CIT0008">2007</xref>; Fitzpatrick &#x0026; Pagani <xref ref-type="bibr" rid="CIT0028">2012</xref>; Matthews, Ponitz &#x0026; Morrison <xref ref-type="bibr" rid="CIT0042">2009</xref>; Rimm-Kaufman et al. <xref ref-type="bibr" rid="CIT0060">2009</xref>). Furthermore, the positive contribution of cognitive regulation skills was observed regardless of family risk variables, which suggests that targeting these skills in vulnerable children might represent an effective strategy for improving academic success.</p>
<p>In addition to these child-level skills, experiencing hostile parenting, higher parental stress and lower parental social support was related to less adaptive patterns of engagement in children. These results are consistent with <italic>allostatic load</italic> theories, according to which the experience of toxic stress and family adversity during the formative childhood years can lead to enduring alterations in central nervous system functioning (Blair et al. <xref ref-type="bibr" rid="CIT0006">2011</xref>; Repetti, Robles &#x0026; Reynolds <xref ref-type="bibr" rid="CIT0058">2011</xref>). Such alternations, in turn, have been linked to poor cognitive and self-regulation outcomes in children (Suor et al. <xref ref-type="bibr" rid="CIT0071">2015</xref>).</p>
<p>These findings relating the larger family context with child trajectories of school engagement also make sense from an ecological perspective (Bronfenbrenner <xref ref-type="bibr" rid="CIT0012">1986</xref>). Stress and low social support are likely to negatively influence the amount of psychological and social resources available to mothers, which may then compromise caregiving (Ensor &#x0026; Hughes <xref ref-type="bibr" rid="CIT0027">2010</xref>). Through playtime and reciprocal interactions, parents foster learning environments that help prepare children for the more formal learning that takes place in the classroom (Bernier, Carlson &#x0026; Whipple <xref ref-type="bibr" rid="CIT0005">2010</xref>; Mezzacappa <xref ref-type="bibr" rid="CIT0043">2004</xref>). As a result, highly stressed parents who also possess fewer social resources may have more difficult time providing children with the types of environments that foster strong cognitive skills.</p>
<p>Early childhood parental warmth and consistent use of discipline were not statistically associated with subsequent patterns of engagement. Our results are consistent with a recent study in which the sustained attention skills of poor and nearly poor children were predicted by maternal hostility but not maternal warmth (Razza et al. <xref ref-type="bibr" rid="CIT0056">2010</xref>). One possibility is that specific features of positive parenting, unmeasured in the present study, are likely to benefit the development of learning behaviour. For example, parenting practices that enhance child autonomy may be especially important for promoting engagement by contributing to the development of self-regulation and sustained attention skills in youngsters (Bernier et al. <xref ref-type="bibr" rid="CIT0005">2010</xref>; Kochanska, Philibert &#x0026; Barry <xref ref-type="bibr" rid="CIT0036">2009</xref>). Maternal warmth and discipline, on the other hand, may be especially important for children&#x2019;s development of positive emotional adjustment and social competence (Davidov &#x0026; Grusec <xref ref-type="bibr" rid="CIT0020">2006</xref>; Steelman et al. <xref ref-type="bibr" rid="CIT0069">2002</xref>).</p>
<p>This study has several limitations. Firstly, we observed naturally occurring individual differences using a correlational longitudinal design. Consequently, the present design does not allow us to determine with certainty the presence of a causal relationship between our predictor and outcome variables. Nevertheless, several potential confounders, such as preschool reading and math skills and family socio-economic status, were ruled out. As in most longitudinal studies, differential sample attrition might have also compromised our ability to generalise the present findings to the general population with absolute certainty. To reduce the influence of selection bias on our results, we included variables associated with attrition in our analyses and employed best practices for handling missing data (Cummings <xref ref-type="bibr" rid="CIT0018">2013</xref>; Graham <xref ref-type="bibr" rid="CIT0031">2009</xref>). Finally, it was not possible to examine all variables of interest in this study. In particular, the present study would have benefited from the inclusion of additional indicators of parent&#x2013;child interactions, such as child attachment quality, parent&#x2013;child reinforcement patterns and maternal autonomy promotion.</p>
<p>Cognitive control and family adversity are both promising intervention targets. Accumulating evidence suggests that high-quality preschool education improves children&#x2019;s cognitive control and self-regulation. Furthermore, these programmes appear to be effective with disadvantaged children (Blair &#x0026; Raver <xref ref-type="bibr" rid="CIT0007">2014</xref>; Diamond et al. <xref ref-type="bibr" rid="CIT0022">2007</xref>; Lillard &#x0026; Else-Quest <xref ref-type="bibr" rid="CIT0040">2006</xref>). Prior studies have also shown the effectiveness of providing support to parents as a means of reducing family adversity and improving young children&#x2019;s cognitive outcomes (Olds et al. <xref ref-type="bibr" rid="CIT0049">2004</xref>, <xref ref-type="bibr" rid="CIT0048">2014</xref>).</p>
<p>The learning skills children possess on the first day of school are shaped prior to school entry through a confluence of individual child and contextual factors. In the present study, we observed stability in the trajectories of child engagement from school entry towards emerging adolescence. A better understanding of how early childhood dispositions that reflect cognitive and attention control contribute to subsequent classroom engagement is useful for understanding the potential benefit of targeting such self-regulatory skills during the preschool years. Furthermore, our results suggest that early family context additionally contributes to child academic outcomes across elementary school. Accordingly, we propose that broader school readiness interventions that consider the early caretaking environment in addition to child skills can represent a promising strategy for improving academic outcomes in at-risk children.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<sec id="s20026" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors have declared that no competing interests exist.</p>
</sec>
<sec id="s20027">
<title>Author&#x2019;s contributions</title>
<p>All authors contributed equally to this work.</p>
</sec>
<sec id="s20028">
<title>Funding information</title>
<p>The Quebec Longitudinal Study of Child Development (QLSCD) was supported by funding from the Quebec Government&#x2019;s Ministry of Health, Ministry of Education, Ministry of Family Affairs, the Lucie and Andre Chagnon Foundation, the Robert-Sauve Research Institute of Health and Security at Work and the Quebec Statistics Institute (ISQ).</p>
</sec>
<sec id="s20029">
<title>Data availability statement</title>
<p>Data sharing is not applicable to this article as no new data were created or analysed in this study.</p>
</sec>
<sec id="s20030">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and do not necessarily reflect the official policy or position of any affiliated agency of the authors.</p>
</sec>
</ack>
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<fn><p><bold>How to cite this article:</bold> Fitzpatrick, C., Archambault, I., Barnett, T. &#x0026; Pagani, L., 2020, &#x2018;Preschool cognitive control and family adversity predict the evolution of classroom engagement in elementary school&#x2019;, <italic>South African Journal of Childhood Education</italic> 10(1), a803. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajce.v10i1.803">https://doi.org/10.4102/sajce.v10i1.803</ext-link></p></fn>
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