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<front>
<?covid-19-tdm?>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Educ.</journal-id>
<journal-title>Frontiers in Education</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Educ.</abbrev-journal-title>
<issn pub-type="epub">2504-284X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">762780</article-id>
<article-id pub-id-type="doi">10.3389/feduc.2021.762780</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Education</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Socioeconomic Status, Parental Involvement and Implications for Subjective Well-Being During the Global Pandemic of Covid-19</article-title>
<alt-title alt-title-type="left-running-head">Trevi&#xf1;o et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Socioeconomic Status and Educational Practices</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Trevi&#xf1;o</surname>
<given-names>Ernesto</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1037156/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Miranda</surname>
<given-names>Catalina</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1353118/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hern&#xe1;ndez</surname>
<given-names>Macarena</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1473531/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Villalobos</surname>
<given-names>Crist&#xf3;bal</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1488384/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Faculty of Education, Centro de Justicia Educacional (CJE), Pontificia Universidad Cat&#xf3;lica de Chile, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Centro de Estudios de Pol&#xed;ticas y Pr&#xe1;cticas en Educaci&#xf3;n (CEPPE-UC), Pontificia Universidad Cat&#xf3;lica de Chile, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1244095/overview">Pablo Rivera-Vargas</ext-link>, University of Barcelona, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/328092/overview">SE Mol</ext-link>, Leiden University, Netherlands</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1473431/overview">Horacio Pedroza</ext-link>, Universidad Aut&#xf3;noma de Baja California, Mexico</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1474326/overview">Alejandra Cortazar</ext-link>, Centro de Estudios de Primera Infancia (CEPI), Chile</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Catalina Miranda, <email>ccmiranda@uc.cl</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Educational Psychology, a section of the journal Frontiers in Education</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>6</volume>
<elocation-id>762780</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Trevi&#xf1;o, Miranda, Hern&#xe1;ndez and Villalobos.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Trevi&#xf1;o, Miranda, Hern&#xe1;ndez and Villalobos</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>School closures prompted by the global outbreak of COVID-19 have impacted children&#x2019;s subjective well-being. In this context, a growing number of studies has pointed out that the experience of learning at home is an essential factor influencing their subjective well-being, raising the importance of parental involvement in the educational process of their children. This article explores the formal and informal parental practices of home learning during school closures period in 19 countries and their explanatory factors, with the further aim of discussing their implications for children&#x2019;s subjective well-being. The study uses the International COVID-19 Impact on Parental Engagement Study (ICIPES) database and develops a regression analysis of family, child, and school factors predicting parental involvement in homeschooling. The main findings show that parents&#x2019; socioeconomic status is a critical predictor of both formal and informal parental practices. In addition, the results denote the impact of other factors, such as the level of parental confidence with the use of technology and children&#x2019;s age and gender (in the case of informal activities). Based on these findings, the article discusses policy implications to promote parental involvement and children&#x2019;s subjective well-being.</p>
</abstract>
<kwd-group>
<kwd>socioeconomic status</kwd>
<kwd>parental involvement</kwd>
<kwd>school closure</kwd>
<kwd>COVID-19</kwd>
<kwd>subjective well-being</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>School closures during the expansion of the COVID-19 pandemic on education have impacted 94% of the world&#x2019;s student population (<xref ref-type="bibr" rid="B48">United Nations, 2020a</xref>). As a response to this scenario, 90% of the ministries of education have implemented some form of remote learning approaches, including radio, television, or the internet (<xref ref-type="bibr" rid="B46">UNICEF, 2021</xref>).</p>
<p>Research about the pandemic effects on children and adolescents is still emergent. Recent literature reviews have alerted about the impact of lockdown measures -and notably schools&#x2019; closures-on children&#x2019;s well-being. Indeed, consistent evidence has shown not negligible effects on a range of emotional, behavioral, and restlessness/inattention problems, as well as a decrease in life satisfaction, which are expected to disproportionally affect disadvantaged students (<xref ref-type="bibr" rid="B5">Bathia, 2020</xref>; <xref ref-type="bibr" rid="B39">Rajmil et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B51">Viner et&#x20;al., 2021</xref>). For example, evidence for children and adolescents aged 3&#x2013;18&#xa0;years in Italy and Spain states that 85,7% of parents perceived changes in their children&#x2019;s emotional status and behavior, including symptoms such as difficulty concentrating, boredom, irritability, feelings of loneliness, uneasiness, and worries (<xref ref-type="bibr" rid="B5">Bathia, 2020</xref>). Moreover, data from Oslo (Norway) has identified a significant decline in life satisfaction among boys and girls during the restriction period (<xref ref-type="bibr" rid="B5">Bathia, 2020</xref>), and in Canada more than half of the children 9&#x2013;15&#xa0;years surveyed presented changes that contribute to a lower level of subjective well-being (<xref ref-type="bibr" rid="B27">Mitra et&#x20;al., 2021</xref>).</p>
<p>Several studies have pointed out that the experience of home learning is an essential factor influencing their subjective well-being. In this area, research has posited that the quantity and difficulty of school homework is a predictor of well-being, i.e.,&#x20;when the school work load is high and/or difficult it has been related with a decrease in subjective well-being during the pandemic (Engel de abreu et&#x20;al., 2021). Moreover, research has highlighted the association between academic activities and socioemotional problems, showing that learning activities are negatively associated with behavioral problems (e.g., emotional symptoms, hyperactivity/inattention, and peer relationship problems) (<xref ref-type="bibr" rid="B45">Tso et&#x20;al., 2020</xref>). In addition, a recent study shows that students with better learning experiences at home report lower emotional reactions (e.g., &#x201c;felt sad,&#x201d; &#x201c;felt angry,&#x201d; &#x201c;felt lonely&#x201d;) and low somatic/cognitive responses (e.g., &#x201c;had trouble concentrating,&#x201d; &#x201c;had headaches&#x201d;) (<xref ref-type="bibr" rid="B24">Larsen et&#x20;al., 2021</xref>). Considering these findings, international reports have called to enhance parental support of children&#x2019;s homeschool experiences to protect their subjective well-being, while advancing on research about families&#x2019; involvement in learning at home (e.g., <xref ref-type="bibr" rid="B10">Engel de Abreu et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B30">O&#x27;Connor et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B31">OECD, 2020</xref>).</p>
<p>Different national studies developed in the context of the global pandemic have provided evidence about parents&#x2019; responses to school closures (<xref ref-type="bibr" rid="B55">Zancajo, 2020</xref>). In general, the results show the critical role of parents&#x2019; SES in supporting their children learning at home. In this sense, all the papers have shown how socioeconomic differences&#x2014;measured as occupational status, educational level, or family income&#x2014;are relevant factor predicting the quality of home support for schooling to face the COVID-19 pandemic in countries as diverse as Spain (<xref ref-type="bibr" rid="B7">Bonal and Gonz&#xe1;lez, 2020</xref>), Chile (<xref ref-type="bibr" rid="B43">Trevi&#xf1;o et&#x20;al., 2021</xref>), England (<xref ref-type="bibr" rid="B1">Andrew et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B2">Bayrakdar and Guveli, 2020</xref>) and Netherlands (<xref ref-type="bibr" rid="B6">Bol, 2020</xref>). Most of these studies have been developed in middle and/or high-income countries through online surveys. In this way, while previous literature has provided initial evidence on the relationship between COVID-19, parental support, and subjective well-being, studies have not yet examined global patterns in a wider range of countries, including OECD and non-OECD members. Therefore, expanding research to a cross-national sample of countries opens the opportunity to study global trends in this area in diverse geographical, socioeconomic and cultural settings.</p>
<p>Based on these emergent results and adopting a supranational perspective, this article explores the parental practices of home-learning during school closures period in 19 countries and its explanatory factors through regression models, with the aim of discussing its implications for the subjective well-being of children and adolescents. The study uses the International COVID-19 Impact on Parental Engagement Study (ICIPES) database (<xref ref-type="bibr" rid="B34">Osorio-Saez EM. et&#x20;al., 2021</xref>), which includes data from countries as diverse as Chile, United&#x20;States, Ghana, China, Japan or Pakistan.</p>
<p>The article is divided into four sections. The first part presents the research framework of the study, in which we delve into the concept of parental involvement and its explanatory factors, as well as its relationship with children&#x2019;s well-being. The second section describes the research method, including the data, variables and analytical strategy used. The third part presents the main findings. The paper ends with the core conclusions and a set of policy and research implications.</p>
</sec>
<sec id="s2">
<title>2 Research Framework</title>
<p>The expansion of the covid-19 pandemic can be defined as a global socio-natural disaster. It is socio-natural because, in contrast to the epidemiological views of the pandemic, COVID-19 can be understood as a both natural and social phenomenon, dissolving the modernist dichotomy that divided humans from nature (<xref ref-type="bibr" rid="B40">Rogers et&#x20;al., 2013</xref>). It is a disaster, since it has interrupted routines and has caused the collapse and/or stress of several social organizations and institutions (<xref ref-type="bibr" rid="B25">Lavell et&#x20;al., 2020</xref>). Finally, it is global, not only because of the scale of the problem, but also because of the transnational and relational nature of its consequences (<xref ref-type="bibr" rid="B9">Castells, 2006</xref>).</p>
<p>This conceptualization of COVID-19 as a global socio-natural disaster reinforces the idea that all systems and organizations in the world have been challenged by the pandemic. In education, the outbreak of the COVID-19 pandemic has generated a global transformation rarely seen since the World War II. COVID-19 has forced schools to transform the learning process and to promote distance or online teaching. Additionally, students&#x2019; daily interactions with their peers have been interrupted, generating a decrease in the opportunities of peer-to-peer socialization of children and adolescents. Finally, homes adapted to the new education dynamics, with parents assuming a more active role in the school teaching process while, in many cases, working from home. In this context, parental involvement in the educational process has emerged as one of the central topics of research due to school closures during the pandemic (<xref ref-type="bibr" rid="B7">Bonal and Gonz&#xe1;lez, 2020</xref>).</p>
<p>
<italic>Parental involvement</italic> is as the participation of parents in the educational process and experience of their children (<xref ref-type="bibr" rid="B54">Wilder, 2013</xref>). More precisely, parental involvement refers to the &#x201c;proactive engagement of parents in various activities and behaviors that aim to promote learning and development of their children&#x201d; (<xref ref-type="bibr" rid="B26">Ma et&#x20;al., 2016</xref>: 773). Different studies have demonstrated the benefit of parental involvement on student achievement (e.g., <xref ref-type="bibr" rid="B26">Ma et&#x20;al., 2016</xref>), social-emotional skills (<xref ref-type="bibr" rid="B50">Van Voorhis et&#x20;al., 2013</xref>), well-being, and mental health (<xref ref-type="bibr" rid="B19">Hornby and Blackwell, 2018</xref>). Considering the vastness of the concept (<xref ref-type="bibr" rid="B15">Goodall, 2013</xref>), researchers have operationalized the term as a continuum between involvement in/with school, involvement in schooling, and involvement with learning of children and adolescents (<xref ref-type="bibr" rid="B14">Goodall and Montgomery, 2014</xref>). There are also diverse types of involvement such as parenting, communicating, volunteering, learning at home, decision making and collaborating with the community (<xref ref-type="bibr" rid="B11">Epstein, 2011</xref>), which can be either overt or implicit practices (<xref ref-type="bibr" rid="B42">Tan et&#x20;al., 2020</xref>). Parental involvement can be analyzed according to spheres of involvement in which a difference has been introduced between practices at school and at home (<xref ref-type="bibr" rid="B19">Hornby and Blackwell, 2018</xref>). Focusing on the home sphere, the literature distinguishes formal and informal educational practices. Formal educational practices directly aim at supporting schooling&#x2014;such as teaching or practicing their numeracy or literacy skills&#x2014;while informal educational practices, indirectly or spontaneously, expose students to opportunities to learn, for example through cooking or playing games (<xref ref-type="bibr" rid="B41">Skwarchuk et&#x20;al., 2014</xref>).</p>
<p>Research has positioned parental involvement as a critical condition to support student learning and well-being. Simultaneously, the evidence shows the weight of the SES in the capacity of parents to provide support for schooling, due to inequalities in the distribution of economic, social and cultural capitals among families (<xref ref-type="bibr" rid="B18">Harris and Goodall, 2008</xref>; <xref ref-type="bibr" rid="B22">Lareau, 2000</xref>, <xref ref-type="bibr" rid="B23">2011</xref>; <xref ref-type="bibr" rid="B42">Tan et&#x20;al., 2020</xref>). For example, a recent metanalysis found that parental education is related to the capacity to provide support, showing that parents with higher education can offer more home support to their children (<xref ref-type="bibr" rid="B42">Tan et&#x20;al., 2020</xref>). Adopting a broader perspective, <xref ref-type="bibr" rid="B20">Horbny and Lafaele (2011)</xref> have raised attention to four types of factors of parental involvement for all SES groups: a) <italic>individual parent and family factors</italic> (e.g., parental beliefs and perceptions on involvement, current life contexts, class, ethnicity, and gender); b) <italic>child factors</italic> (e.g., age, learning difficulties, disabilities or talents, and behavioral problems); c) <italic>school factors</italic> (e.g., differing goals and agendas, attitudes, language used); and, d) <italic>societal factors</italic> (e.g., historical and demographic, political, economic) (<xref ref-type="bibr" rid="B20">Horbny and Lafaele, 2011</xref>). Consequently, parental involvement seems to be the product of particular social, economic, and cultural conditions, in which the SES is a relevant factor, but not the only explanatory variable. In terms of the specific role of SES on parental involvement, research has outlined that low-SES families face barriers in terms of economic hardships, time-consuming work, lower pedagogical competencies, and scarce interactions with schools and teachers (e.g., <xref ref-type="bibr" rid="B22">Lareau, 2000</xref>; <xref ref-type="bibr" rid="B20">Horby and Lafaele, 2011</xref>; <xref ref-type="bibr" rid="B53">Wang et&#x20;al., 2016</xref>).</p>
<p>Different national studies have investigated families&#x2019; responses to school closures, highlighting the critical role of parental SES on homeschooling practices (<xref ref-type="bibr" rid="B55">Zancajo, 2020</xref>). In this line, available evidence, proceeding primarily from OECD&#x2019;s countries -such as England, Spain, or the Netherlands-has shown inequalities in the number of hours dedicated to learning at home and the type of activities in relation to family income (<xref ref-type="bibr" rid="B1">Andrew et&#x20;al., 2020</xref>). The literature has also found variations on involvement with more educated families providing both higher quality and more intense support (<xref ref-type="bibr" rid="B6">Bol, 2020</xref>; <xref ref-type="bibr" rid="B2">Bayrakdar and Guveli, 2020</xref>). Also, higher SES parents are more confident on their abilities to satisfy their children&#x2019;s learning needs (<xref ref-type="bibr" rid="B7">Bonal and Gonzalez, 2020</xref>; <xref ref-type="bibr" rid="B6">Bol, 2021</xref>). Finally, higher SES families tend to engage to a greater extent in informal homeschooling practices aligned to school logic as well as in extra-curricular activities (<xref ref-type="bibr" rid="B7">Bonal and Gonzalez 2020</xref>; <xref ref-type="bibr" rid="B43">Trevi&#xf1;o et&#x20;al., 2021</xref>).</p>
<p>Other family factors, along with SES, are also related to parental involvement. One study points out that single parents tend to spend significantly less time on schoolwork at home in comparison to bi-parental households during COVID-19 school closures (<xref ref-type="bibr" rid="B2">Bayrakdar and Guveli, 2020</xref>). This suggests that household composition (<xref ref-type="bibr" rid="B29">Myers and Myers, 2015</xref>) may be related to the burden that single parents may have faced during this period (<xref ref-type="bibr" rid="B2">Bayrakdar and Guveli, 2020</xref>). Complementarily, recent studies have discussed the trend of more significant support in primary school for boys and more intensive support for girls in secondary education (<xref ref-type="bibr" rid="B6">Bol, 2020</xref>). Finally, initial evidence shows that online learning is a factor that moderates the role of parents&#x2019; SES in homeschooling (<xref ref-type="bibr" rid="B2">Bayrakdar et&#x20;al., 2020</xref>).</p>
<p>The intensity of school activities during the pandemic also may affect well-being in the households. As the teaching processes moved from classrooms to the households, parents or adults in charge do not necessarily have the skills or time to support intense school activities and homework (<xref ref-type="bibr" rid="B37">Ponce et&#x20;al., 2021</xref>). Therefore, during the pandemic, the level of pressure on parents to teach their children at home (<xref ref-type="bibr" rid="B12">Fontenelle-Tereshchuk,2021</xref>; <xref ref-type="bibr" rid="B36">Parczewska, 2020</xref>) may create tension in the relationship and negatively affect subjective well-being of children and adolescents.</p>
<p>Recent evidence shows a positive association of parental engagement with facilitating conditions (e.g., the existence of tools and technological platforms provided or suggested by schools), as well as social influence (e.g., parents exposition and exchanges with other parents, teachers, children, etc). Finally, there is a negative relationship of parental engagement with the knowledge or performance when using technological devices (<xref ref-type="bibr" rid="B33">Osorio-Saez E. et&#x20;al., 2021</xref>).</p>
<p>Summarizing, the literature shows that formal and informal parental involvement practices in home-learning are linked to children&#x2019;s subjective well-being. This study explores home-learning parental practices during school closures due to COVID-19 in 19 countries and the factors that explain such practices. Consistently with available research, the study examines how formal and informal educational practices at home are related to family factors (e.g., SES, confidence using technology), children&#x2019;s factors (e.g., age, gender), and school requirements for families when supporting home-learning.</p>
</sec>
<sec id="s3">
<title>3 Data and Methods</title>
<sec id="s3-1">
<title>3.1 Data</title>
<p>The data for this study comes from the International COVID-19 Impact on Parental Engagement Study (ICIPES) (<xref ref-type="bibr" rid="B34">Osorio-Saez EM. et&#x20;al., 2021</xref>). This study &#x201c;investigated the ways in which parents and caregivers are building capacity to engage with children&#x2019;s learning during the period of social distancing arising from the global Covid-19 pandemic&#x201d; (<xref ref-type="bibr" rid="B35">Osorio-Saez et&#x20;al., 2020</xref>:3). The survey was conducted online in 23 countries (Belgium, Cameroon, Chile, China-Mainland-HongKong-Macao, Colombia, Costa Rica, El Salvador, Ethiopia, Ghana, Honduras, India, Italy, Japan, Mexico, Pakistan, Peru, Spain, Sri Lanka, Tanzania and Zanzibar, Turkey, United&#x20;Kingdom, Uruguay, and United&#x20;States), achieving a total sample of 4.658 parents/caregivers with children between 6 and 16&#xa0;years old (mean &#x3d;&#x20;4.36).</p>
<p>Despite having information for 23 countries, four were omitted from this study due to a low response rate. Therefore, the final sample is composed of 4.600 parents/caregivers belonging to 19 countries. As each country experienced school closures due to the COVID-19 pandemic at different periods, <xref ref-type="table" rid="T1">Table&#x20;1</xref> presents the number of observations per country and the number of days schools were fully closed (between March 11, 2020&#x2013;February 2, 2021), according to <xref ref-type="bibr" rid="B46">UNICEF (2021)</xref>&#x20;data.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Number of observations and days the school was fully closed per country.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Countries</th>
<th align="center">N</th>
<th align="center">Days: Fully closed</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chile</td>
<td align="char" char=".">1.597</td>
<td align="char" char=".">67</td>
</tr>
<tr>
<td align="left">China</td>
<td align="char" char=".">217</td>
<td align="char" char=".">33</td>
</tr>
<tr>
<td align="left">Colombia</td>
<td align="char" char=".">94</td>
<td align="char" char=".">115</td>
</tr>
<tr>
<td align="left">Costa Rica</td>
<td align="char" char=".">155</td>
<td align="char" char=".">189</td>
</tr>
<tr>
<td align="left">El Salvador</td>
<td align="char" char=".">83</td>
<td align="char" char=".">205</td>
</tr>
<tr>
<td align="left">Ethiopia</td>
<td align="char" char=".">171</td>
<td align="char" char=".">151</td>
</tr>
<tr>
<td align="left">Ghana</td>
<td align="char" char=".">142</td>
<td align="char" char=".">50</td>
</tr>
<tr>
<td align="left">Honduras</td>
<td align="char" char=".">246</td>
<td align="char" char=".">147</td>
</tr>
<tr>
<td align="left">India</td>
<td align="char" char=".">54</td>
<td align="char" char=".">146</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="char" char=".">517</td>
<td align="char" char=".">66</td>
</tr>
<tr>
<td align="left">Japan</td>
<td align="char" char=".">159</td>
<td align="char" char=".">11</td>
</tr>
<tr>
<td align="left">Mexico</td>
<td align="char" char=".">244</td>
<td align="char" char=".">180</td>
</tr>
<tr>
<td align="left">Pakistan</td>
<td align="char" char=".">45</td>
<td align="char" char=".">112</td>
</tr>
<tr>
<td align="left">Sri Lanka</td>
<td align="char" char=".">199</td>
<td align="char" char=".">141</td>
</tr>
<tr>
<td align="left">Tanzania</td>
<td align="char" char=".">58</td>
<td align="char" char=".">52</td>
</tr>
<tr>
<td align="left">Turkey</td>
<td align="char" char=".">78</td>
<td align="char" char=".">129</td>
</tr>
<tr>
<td align="left">United&#x20;Kingdom</td>
<td align="char" char=".">191</td>
<td align="char" char=".">62</td>
</tr>
<tr>
<td align="left">United&#x20;States</td>
<td align="char" char=".">289</td>
<td align="char" char=".">0</td>
</tr>
<tr>
<td align="left">Uruguay</td>
<td align="char" char=".">61</td>
<td align="char" char=".">20</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Source: ICIPES, 2020 (<xref ref-type="bibr" rid="B34">Osorio-Saez EM. et al., 2021</xref>) and <xref ref-type="bibr" rid="B46">UNICEF, 2021</xref>. Note: The number of observations refers to the number of parents that completed the survey.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Procedures</title>
<p>Data collection took place from May 2020 to August 2020. The survey was distributed through the social networks of the participating academic institutions in each country (<xref ref-type="bibr" rid="B34">Osorio-Saez, et&#x20;al., 2021a</xref>). The survey was translated into seven languages (Japanese, Turkish, Spanish, Urdu, Traditional Chinese, French and Italian). In addition, a minimum threshold of 200 parents with complete surveys was established to ensure data quality<xref ref-type="fn" rid="fn2">
<sup>1</sup>
</xref> (<xref ref-type="bibr" rid="B33">Osorio-Saez, et&#x20;al., 2020</xref>). However, it is important to note that the sample is non-probabilistic and not representative at the country level. In fact, most of the parents that answered the survey have a higher education degree, a figure that suggests that the sample may be biased towards higher SES households.</p>
</sec>
<sec id="s3-3">
<title>3.3 Variables</title>
<p>For the analysis, we constructed two parental involvement variables: formal educational practices and informal educational practices. Additionally, and considering our research framework, we use as predictors family SES, confidence using technology and family structure; as well as child age, gender, and rurality; and intensity of school activities and homework. <xref ref-type="table" rid="T2">Table&#x20;2</xref> shows the descriptive statistics of the variables used in the analysis.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Descriptive statistics for all countries.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variable</th>
<th align="center">Mean</th>
<th align="center">Standard deviation</th>
<th align="center">Minimum</th>
<th align="center">Maximum</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Formal educational practices</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
<td align="char" char=".">&#x2212;0.2005</td>
<td align="char" char=".">0.0759</td>
</tr>
<tr>
<td align="left">Informal educational practices</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
<td align="char" char=".">&#x2212;1.0052</td>
<td align="char" char=".">0.7776</td>
</tr>
<tr>
<td align="left">Socioeconomic Status</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
<td align="char" char=".">&#x2212;2.3512</td>
<td align="char" char=".">4.0029</td>
</tr>
<tr>
<td align="left">Technology at home</td>
<td align="char" char=".">0.9096</td>
<td align="char" char=".">0.2868</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="left">Receives the learning plan</td>
<td align="char" char=".">0.8411</td>
<td align="char" char=".">0.3656</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="char" char=".">0.4974</td>
<td align="char" char=".">0.5000</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="left">Family structure: Raising a child without a partner</td>
<td align="char" char=".">0.1329</td>
<td align="char" char=".">0.3394</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="left">Parental confident</td>
<td align="char" char=".">0.8424</td>
<td align="char" char=".">0.3644</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="left">Children in the household</td>
<td align="char" char=".">1.3087</td>
<td align="char" char=".">1.4491</td>
<td align="char" char=".">0</td>
<td align="char" char=".">10</td>
</tr>
<tr>
<td align="left">Rural</td>
<td align="char" char=".">0.1670</td>
<td align="char" char=".">0.3731</td>
<td align="char" char=".">0</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="left">Child age</td>
<td align="char" char=".">4.3597</td>
<td align="char" char=".">3.2573</td>
<td align="char" char=".">0</td>
<td align="char" char=".">11</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Source: ICIPES, 2020 (<xref ref-type="bibr" rid="B34">Osorio-Saez EM. et al., 2021</xref>). Note: For dummy variables the column <italic>mean</italic> represents the proportion of the cases in the category 1.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3-3-1">
<title>3.3.1 Dependent Variable</title>
<p>Based on a Confirmatory Factor Analysis (CFA), we measure parental involvement in two dimensions: formal educational practices and informal educational practices. On the one hand, the formal educational practices dimension was created using three items: i) Are you teaching your child at home? (Taking the time for sitting and explaining the topics and activities to them) (PEHS); ii) My children and I have a set homeschooling timetable (PE_4); and iii) Check the school&#x2019;s emails, blog, and website to follow the activities they suggest for the children (PUTR_1). The items involving formal educational practices have answer options in a form of Likert scale (Always, Often, Occasionally, Rarely, and Never). However, due to the upward bias of parental responses we dichotomized these variables assigning Yes &#x3d; 1 for the options Always, Often, and Occasionally, and recoding Rarely and Never as No &#x3d; 1. On other hand, the informal educational practices dimension was constructed through eight items: i) Eating meals together (PENTMA_1); ii) Shopping online (PETMA_3); iii) Learned about something on the internet (PETMA_4); iv) Reading an electronic book or article together (PETMA_5); v) Watching a film and discussing it together (PETMA_6); vi) Created a piece of art on paper or using any other physical material together (PENTMA_7); vii) Used technology to create or edit videos, photos or music or other content (PETMA_7); and, 8viii) Played computer/video games (PETMA_9). It is important to note that the items of informal educational practices are dichotomous, and they were collected as 1&#x20;&#x3d; Yes, and 0&#x20;&#x3d; No. In both scales, we constructed an index, with mean &#x3d; 0 and standard deviation &#x3d;&#x20;1.</p>
<p>The CFA is conducted using a theorical model on parental involvement following the research framework. In the formal educational practices dimension, three items available in the database related to learning support are selected. Meanwhile, in the informal educational practices, 17 actions performed at home that indirectly expose students to the acquisition of learning are identified. In this second dimension, an Exploratory Factor Analysis (EFA) was previously applied to determine the number of factors related to spontaneous activities in the home, the objective of this analysis was to establish the variables to be introduced in the CFA model. As a result of the EFA, we decided to include eight items that establish the unidimensional presence of the construct to measure. Finally, the CFA model has an acceptable statistical fit, according to <xref ref-type="bibr" rid="B8">Brown (2006)</xref> &#x3d; <italic>&#x3c7;</italic>
<sup>2</sup> (43) &#x3d; 167.230, <italic>p</italic>&#x20;&#x3d; 0.00, CFI &#x3d; 0.943, TLI &#x3d; 0.927, RMSEA &#x3d; 0.022, SRMR &#x3d; 0.031 and a moderate correlation between the dimensions (0,&#x20;31).</p>
<p>The Kuder-Richardson Formula 20 (KR-20) is used to measure the reliability of each dimension, since the data set consist of dichotomous variable. <xref ref-type="disp-formula" rid="e1">Equation 1</xref> shows the formula of the KR-20, where <italic>k</italic> is the number of items, <italic>pj</italic> is the proportion of correct responses to item j and <italic>&#x3c3;</italic>
<sup>2</sup>
<sub>x</sub> is the variance of sum test scores (<xref ref-type="bibr" rid="B13">Foster, 2021</xref>)<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mfrac>
<mml:mi>k</mml:mi>
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<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
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<mml:mrow>
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<mml:mi>k</mml:mi>
</mml:msubsup>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
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<label>(1)</label>
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<p>The KR-20 score for the formal educational practices dimension is 0.28 and 0.63 for informal educational practices. The second dimension presents a value close to 0.7 (an acceptable consistency). While the first dimension presents low reliability, this is because more than half of the participants (<italic>N</italic>&#x20;&#x3d; 2,797) answered that they carried out the three formal educational practices, a situation that restricts the variance and has consequence in the low reliability. However, as both dimensions are theoretically relevant and the correlation between them indicates a difference between the practices performed by parents, we decided to interpret this result with caution and include this dimension (formal educational practices) in the analysis. Finally, it is worth mentioning that for the CFA model and the reliability estimation, the total sample (<italic>N</italic>&#x20;&#x3d; 4,600) is&#x20;used.</p>
</sec>
<sec id="s3-3-2">
<title>3.3.2 Independent Variable</title>
<sec id="s3-3-2-1">
<title>3.3.2.1 Family Factors</title>
<p>To measure SES, we used the scale constructed by Osorio-Saez and colleagues (2021b, 2020), which shows robust fit and reliability indicators. The authors created this scale through CFA using four questions: Q5: What do you do in your main job? (e.g., teach high school students, help the cook prepare meals in a restaurant, manage a sales team), which was an open question that was recoded into an ordinal variable following the list of occupations described in the one-digit ISCO (International Standard Classification of Occupations); Q7: In a normal month, what is your total household income? which was recorded by grouping the income level reported in deciles of income within each country; Q13N: How many usable devices are there in the house? (smartphones, tablets or iPads, laptops, desktops), and Q14: How many computers per child have you got at home?</p>
<p>To measure the effect of families&#x2019; digital access on parental involvement we include the predictor of technology at home, which corresponds to the following question, Q14: How many computers per child have you got at home?<xref ref-type="fn" rid="fn3">
<sup>2</sup>
</xref> This variable is added as a dummy variable in the model, where 0 means no computers all at home, and 1 represents either one per child or computer shared between parents and children at&#x20;home.</p>
<p>On the other hand, we included a family structure variable, which was recorded as 0 for bi-parental households, and as 1 for single headed households. Additionally, include the variable of number of siblings in the household, which ranges from 0 to 10. Finally, we consider the variable parental confidence using technology coded as 0 if parents are not confident and 1 if parents are confident in using technology.</p>
</sec>
<sec id="s3-3-2-2">
<title>3.3.2.2 School Factors</title>
<p>We incorporated a predictor of planned school activities and homework coded as 0 if the family does not receive a learning plan and 1 if the family receive a learning plan from the school. According to our research framework, this variable may be related to parental engagement.</p>
</sec>
<sec id="s3-3-2-3">
<title>3.3.2.3 Child Factors</title>
<p>For the analysis we use three variables related with child, i) child&#x2019;s gender (0 &#x3d; Male or 1&#x20;&#x3d; Female), ii) child&#x2019;s age (6&#x2013;16&#xa0;years old) and location (0 &#x3d; Urban or 1&#x20;&#x3d; Rural).</p>
</sec>
</sec>
</sec>
<sec id="s3-4">
<title>3.4 Analytic Strategy</title>
<p>We used analysis method Ordinary Least Square (OLS) regression with country (19 countries) fixed effects. OLS regression is a technique that uses a line to define the fit to the entire data set (<xref ref-type="bibr" rid="B28">Montgomery, et&#x20;al., 2012</xref>). While the fixed effects regression model is represented in <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>, the &#x3b1;<sub>
<italic>i</italic>
</sub> are entity-specific intercepts that capture heterogeneity across entities (<xref ref-type="bibr" rid="B17">Hank et&#x20;al., 2020</xref>). In this case, parental educational practices (dependent variable) vary by country. Therefore, to control for this variation, we incorporated a dummy variable for each country, in line to other studies (<xref ref-type="bibr" rid="B56">Zhou, 2014</xref>; <xref ref-type="bibr" rid="B16">Gumus and Bellibas, 2016</xref>; <xref ref-type="bibr" rid="B33">Osorio-Saez E. et&#x20;al., 2021</xref>)<xref ref-type="fn" rid="fn4">
<sup>3</sup>
</xref>. This strategy of adding fixed-effects by country allows for controlling variation due to differences across countries that may be due to unobserved variables. In addition, the SENWGT variable is included in the analysis, this factor &#x201c;is a normalized (senate) weight variable that was created for analyses across a group of countries where contributions from each of the countries in the analysis was desired to be equal regardless of their population size&#x201d; (<xref ref-type="bibr" rid="B35">Osorio-Saez et&#x20;al., 2020</xref>: 20). This means that all countries contribute similarly to the coefficient, avoiding biases due to differences in sample size among countries.<disp-formula id="e2">
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<p>Five models are fitted for each of the dependent variables. The first model includes only the fixed-effects by country. The second and third models estimate the relationship between formal educational practices or informal educational practices (dependent variable) and socioeconomic level (Model 2) or technology at home (Model 3) and school activities and homework, controlling for the effect of countries. Finally, the fourth and fifth model nests the previous two (second and third) but adds the characteristics of the child and the family, controlling for the country effect.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Findings</title>
<p>The dimensions of parental involvement (formal and informal educational practices) by country show similar variations (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). For such a reason, we decided to perform the analysis in 19 out of the 24 countries included in the ICIPES survey (<xref ref-type="bibr" rid="B34">Osorio-Saez EM. et al., 2021</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Descriptive statistics on parental involvement by country.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Countries</th>
<th colspan="2" align="center">Formal educational practices</th>
<th colspan="2" align="center">Informal educational practices</th>
</tr>
<tr>
<th align="center">Mean</th>
<th align="center">Standard deviation</th>
<th align="center">Mean</th>
<th align="center">Standard deviation</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chile</td>
<td align="char" char=".">&#x2212;0.0239</td>
<td align="char" char=".">0.0715</td>
<td align="char" char=".">&#x2212;0.0936</td>
<td align="char" char=".">0.408</td>
</tr>
<tr>
<td align="left">China</td>
<td align="char" char=".">&#x2212;0.0143</td>
<td align="char" char=".">0.0615</td>
<td align="char" char=".">&#x2212;0.1010</td>
<td align="char" char=".">0.361</td>
</tr>
<tr>
<td align="left">Colombia</td>
<td align="char" char=".">&#x2212;0.0145</td>
<td align="char" char=".">0.0668</td>
<td align="char" char=".">&#x2212;0.0909</td>
<td align="char" char=".">0.427</td>
</tr>
<tr>
<td align="left">Costa Rica</td>
<td align="char" char=".">&#x2212;0.0091</td>
<td align="char" char=".">0.0590</td>
<td align="char" char=".">&#x2212;0.0548</td>
<td align="char" char=".">0.364</td>
</tr>
<tr>
<td align="left">El Salvador</td>
<td align="char" char=".">0.0010</td>
<td align="char" char=".">0.0497</td>
<td align="char" char=".">0.0129</td>
<td align="char" char=".">0.345</td>
</tr>
<tr>
<td align="left">Ethiopia</td>
<td align="char" char=".">0.0163</td>
<td align="char" char=".">0.0425</td>
<td align="char" char=".">0.1280</td>
<td align="char" char=".">0.352</td>
</tr>
<tr>
<td align="left">Ghana</td>
<td align="char" char=".">0.0264</td>
<td align="char" char=".">0.0395</td>
<td align="char" char=".">0.2030</td>
<td align="char" char=".">0.372</td>
</tr>
<tr>
<td align="left">Honduras</td>
<td align="char" char=".">&#x2212;0.0054</td>
<td align="char" char=".">0.0597</td>
<td align="char" char=".">&#x2212;0.0126</td>
<td align="char" char=".">0.392</td>
</tr>
<tr>
<td align="left">India</td>
<td align="char" char=".">0.0184</td>
<td align="char" char=".">0.0442</td>
<td align="char" char=".">0.0496</td>
<td align="char" char=".">0.353</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="char" char=".">&#x2212;0.0107</td>
<td align="char" char=".">0.0601</td>
<td align="char" char=".">&#x2212;0.0535</td>
<td align="char" char=".">0.366</td>
</tr>
<tr>
<td align="left">Japan</td>
<td align="char" char=".">&#x2212;0.0018</td>
<td align="char" char=".">0.0579</td>
<td align="char" char=".">0.0570</td>
<td align="char" char=".">0.355</td>
</tr>
<tr>
<td align="left">Mexico</td>
<td align="char" char=".">0.0225</td>
<td align="char" char=".">0.0473</td>
<td align="char" char=".">0.2100</td>
<td align="char" char=".">0.349</td>
</tr>
<tr>
<td align="left">Pakistan</td>
<td align="char" char=".">0.0397</td>
<td align="char" char=".">0.0244</td>
<td align="char" char=".">0.2990</td>
<td align="char" char=".">0.339</td>
</tr>
<tr>
<td align="left">Sri Lanka</td>
<td align="char" char=".">0.0124</td>
<td align="char" char=".">0.0521</td>
<td align="char" char=".">0.1190</td>
<td align="char" char=".">0.380</td>
</tr>
<tr>
<td align="left">Tanzania</td>
<td align="char" char=".">&#x2212;0.0297</td>
<td align="char" char=".">0.0767</td>
<td align="char" char=".">&#x2212;0.0914</td>
<td align="char" char=".">0.406</td>
</tr>
<tr>
<td align="left">Turkey</td>
<td align="char" char=".">0.00580</td>
<td align="char" char=".">0.0551</td>
<td align="char" char=".">0.0567</td>
<td align="char" char=".">0.336</td>
</tr>
<tr>
<td align="left">United&#x20;Kingdom</td>
<td align="char" char=".">&#x2212;0.0125</td>
<td align="char" char=".">0.0630</td>
<td align="char" char=".">&#x2212;0.0512</td>
<td align="char" char=".">0.359</td>
</tr>
<tr>
<td align="left">Uruguay</td>
<td align="char" char=".">&#x2212;0.0213</td>
<td align="char" char=".">0.0712</td>
<td align="char" char=".">&#x2212;0.0520</td>
<td align="char" char=".">0.534</td>
</tr>
<tr>
<td align="left">United&#x20;States</td>
<td align="char" char=".">&#x2212;0.0053</td>
<td align="char" char=".">0.0662</td>
<td align="char" char=".">0.1080</td>
<td align="char" char=".">0.369</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Source: ICIPES, 2020 (<xref ref-type="bibr" rid="B34">Osorio-Saez EM. et al., 2021</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s4-1">
<title>4.1 Formal Educational Practices</title>
<p>In relation to formal educational practices, socioeconomic level is a significant predictor (B &#x3d; 0.009, <italic>p</italic>&#x20;&#x3c; 0.001), showing that families with a higher socioeconomic status provide more educational support to their children (<xref ref-type="table" rid="T4">Table&#x20;4</xref>). Although the coefficient is small this result is consistent with findings on the impact of the covid-19 pandemic on student learning due to socioeconomic status, for example. lower income students have fewer hours spent learning at home (<xref ref-type="bibr" rid="B55">Zancajo, 2020</xref>). In addition, parents who receive a learning plan or activities from the school tend to implement less formal educational practices (B &#x3d; &#x2212;0.004, <italic>p</italic>&#x20;&#x3d; 0.05) than those who do not receive such material from the school. On the contrary, the availability of a computer at home for the child has a negative association with the implementation of formal educational practices.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Regression model for formal educational practices.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left"/>
<th align="center">Model 1</th>
<th align="center">Model 2</th>
<th align="center">Model 3</th>
<th align="center">Model 4</th>
<th align="center">Model 5</th>
</tr>
<tr>
<th align="center">Formal educational practices (with dummy)</th>
<th align="center">Formal educational practices (with dummy)</th>
<th align="center">Formal educational practices (with dummy)</th>
<th align="center">Formal educational practices (with dummy)</th>
<th align="center">Formal educational practices (with dummy)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Socioeconomic Status</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.011 (0.001)&#x2a;&#x2a;&#x2a;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.009 (0.001)&#x2a;&#x2a;&#x2a;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="left">Technology at home</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.013 (0.002)&#x2a;&#x2a;&#x2a;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.011 (0.002)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Receives the learning plan</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.005 (0.002)&#x2a;</td>
<td align="char" char="(">&#x2212;0.000 (0.002)</td>
<td align="char" char="(">&#x2212;0.004<sup>&#x2b;</sup> (0.002)</td>
<td align="char" char="(">&#x2212;0.002 (0.002)</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.003 (0.002)</td>
<td align="char" char="(">&#x2212;0.002 (0.002)</td>
</tr>
<tr>
<td align="left">Rural</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.003 (0.003)</td>
<td align="char" char="(">&#x2212;0.001 (0.003)</td>
</tr>
<tr>
<td align="left">Child age</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.001 (0.000)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">&#x2212;0.001 (0.000)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Children in the household</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.004 (0.001)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">0.003 (0.000)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Raising without a partner</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.005 (0.003)</td>
<td align="char" char="(">&#x2212;0.007 (0.003)&#x2a;</td>
</tr>
<tr>
<td align="left">Parental confidence</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.018 (0.003)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">0.027 (0.003)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Intercept</td>
<td align="char" char="(">0.001 (0.001)</td>
<td align="char" char="(">0.004(0.002)&#x2a;</td>
<td align="char" char="(">0.012 (0.002)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">&#x2212;0.011 (0.004)&#x2a;&#x2a;</td>
<td align="char" char="(">&#x2212;0.013 (0.004)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">R-squared</td>
<td align="center">0.00</td>
<td align="center">0.04</td>
<td align="center">0.01</td>
<td align="center">0.06</td>
<td align="center">0.04</td>
</tr>
<tr>
<td align="left">
<italic>N</italic>
</td>
<td align="center">4,599</td>
<td align="center">4.130</td>
<td align="center">4,597</td>
<td align="center">3.770</td>
<td align="center">4.183</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Source: ICIPES, 2020. &#x2b; &#x3d; 0.05. &#x2a;<italic>p</italic>&#x20;&#x3c; 0.05. &#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.01. &#x2a;&#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.001.</p>
</fn>
<fn>
<p>The analyses use Senate Weights (SENWT), in which the data for each country is expanded to the same population number nationally, ensuring that each country contributes equally to the estimation in this analysis that includes all the countries. Models include country fixed effects to control for differences across countries. Data on the table represents regression coefficients, and standard errors in parentheses, except for the last two lines which include the percentage of variance explained by the model and the total sample used for the estimations.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Age, number of siblings, family structure and parents&#x2019; confidence using technology are relevant predictors of formal educational practices. As the age of the child increases, parents provide less educational support (B &#x3d; &#x2212;0.001, <italic>p</italic>&#x20;&#x3c; 0.001). Conversely, the more siblings in the household, the more formal educational practices parents engage in (B &#x3d; 0.004, <italic>p</italic>&#x20;&#x3c; 0.001). This seems to be similar to teaching practices, which adapt to the age of the student recognizing evolving levels of autonomy from preschool to high school (<xref ref-type="bibr" rid="B44">Trevi&#xf1;o, et&#x20;al., 2019</xref>). On the other hand, parents who are confident in their capacity for the use of technology tend to provide more support to their children through formal educational practices (B &#x3d; 0.018, <italic>p</italic>&#x20;&#x3c; 0.001), a finding consistent with the literature which suggests that availability of technology must be accompanied of knowledge on how to use the technology to support learning (<xref ref-type="bibr" rid="B6">Bol, 2020</xref>; 2021; <xref ref-type="bibr" rid="B2">Bayrakdar and Guveli, 2020</xref>; <xref ref-type="bibr" rid="B7">Bonal and Gonzalez, 2020</xref>). Finally, when considering the family structure (Model 5), it is found that parents who live alone with their children would have fewer formal educational practices (B &#x3d; &#x2212;0.007, <italic>p</italic>&#x20;&#x3c; 0.05). The routine and division of labor in families changed during the COVID-19 lockdown (<xref ref-type="bibr" rid="B24">Larsen, et&#x20;al., 2021</xref>), affecting the time spent on home schooling. This finding implies that single parents may resort to technological devices in the homeschooling process rather than formal educational practices due to lack of time. That is, factors at the individual and family level (besides SES) also affected parental involvement in home education (<xref ref-type="bibr" rid="B20">Horbny and Lafaele, 2011</xref>) during the school closures period.</p>
</sec>
<sec id="s4-2">
<title>4.2 Informal Educational Practices</title>
<p>Parental SES (B &#x3d; 0.086, <italic>p</italic>&#x20;&#x3c; 0.001) and technology at home (B &#x3d; &#x2212;0.051, <italic>p</italic>&#x20;&#x3c; 0.001) are significant predictors of informal educational practices (<xref ref-type="table" rid="T5">Table&#x20;5</xref>). When controlling by SES the gender of the child becomes a significant predictor of informal practices (B &#x3d; &#x2212;0.024, <italic>p</italic>&#x20;&#x3c; 0.05). That means that parents engage in informal practices with girls less frequently than they do with boys. This could be due to the fact that women and girls do most of the housework (<xref ref-type="bibr" rid="B21">IIEP-UNESCO, 2020</xref>). For example, girls aged 5&#x2013;14&#xa0;years already spend 40% more time doing household work than boys do, and girls between 5&#x2013;9&#xa0;years old spend 30% more time on household chores than boys their age (<xref ref-type="bibr" rid="B47">UNICEF, 2016</xref>). This situation has increased (especially in less developed countries) in the COVID-19 pandemic and with the closure of schools (<xref ref-type="bibr" rid="B49">United Nations, 2020b</xref>). Therefore, this type of informal educational practices could be more common and independent (without parental support) for girls than for boys. On the other hand, the result on parents&#x2019; confidence in their technological capabilities is maintained (Model 4: B &#x3d; 0.078, <italic>p</italic>&#x20;&#x3c; 0.001 and Model 5: B &#x3d; 0.13, <italic>p</italic>&#x20;&#x3c; 0.001). In other words, the greater parental confidence the more informal educational activities they carry out with their children. This finding suggests that parental technological capabilities reinforce parental involvement in children&#x2019;s learning at home (<xref ref-type="bibr" rid="B33">Osorio-Saez E. et&#x20;al., 2021</xref>).</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Regression model for informal educational practices.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left"/>
<th align="center">Model 1</th>
<th align="center">Model 2</th>
<th align="center">Model 3</th>
<th align="center">Model 4</th>
<th align="center">Model 5</th>
</tr>
<tr>
<th align="center">Informal educational practices (with dummy)</th>
<th align="center">Informal educational practices (with dummy)</th>
<th align="center">Informal educational practices (with dummy)</th>
<th align="center">Informal educational practices (with dummy)</th>
<th align="center">Informal educational practices (with dummy)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Socioeconomic Status</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.092 (0.006)&#x2a;&#x2a;&#x2a;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.086 (0.006)&#x2a;&#x2a;&#x2a;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="left">Technology at home</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.064 (0.014)&#x2a;&#x2a;&#x2a;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.051 (0.016)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Receives the learning plan</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.017 (0.013)</td>
<td align="char" char="(">0.003 (0.014)</td>
<td align="char" char="(">&#x2212;0.016 (0.015)</td>
<td align="char" char="(">&#x2212;0.005 (0.015)</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.024 (0.012)&#x2a;</td>
<td align="char" char="(">&#x2212;0.022 (0.012)</td>
</tr>
<tr>
<td align="left">Rural</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.020 (0.017)</td>
<td align="char" char="(">&#x2212;0.000 (0.016)</td>
</tr>
<tr>
<td align="left">Child age</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.002 (0.002)</td>
<td align="char" char="(">&#x2212;0.003 (0.002)</td>
</tr>
<tr>
<td align="left">Children in the household</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.024 (0.002)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">0.024 (0.003)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Raising without a partner</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">&#x2212;0.016 (0.021)</td>
<td align="char" char="(">&#x2212;0.028 (0.020)</td>
</tr>
<tr>
<td align="left">Parental confidence</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char="(">0.078 (0.022)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">0.13 (0.022)&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Intercept</td>
<td align="char" char="(">0.040 (0.006)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">0.053 (0.012)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">0.091 (0.015)&#x2a;&#x2a;&#x2a;</td>
<td align="char" char="(">&#x2212;0.042 (0.023)</td>
<td align="char" char="(">&#x2212;0.053 (0.023)&#x2a;</td>
</tr>
<tr>
<td align="left">R-squared</td>
<td align="center">0.01</td>
<td align="center">0.07</td>
<td align="center">0.01</td>
<td align="center">0.08</td>
<td align="center">0.04</td>
</tr>
<tr>
<td align="left">
<italic>N</italic>
</td>
<td align="center">4.599</td>
<td align="center">4.130</td>
<td align="center">4.597</td>
<td align="center">3.770</td>
<td align="center">4.183</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Source: ICIPES, 2020. &#x2a;<italic>p</italic>&#x20;&#x3c; 0.05. &#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.01. &#x2a;&#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.001.</p>
</fn>
<fn>
<p>The analyses use Senate Weights (SENWT), in which the data for each country is expanded to the same population number nationally, ensuring that each country contributes equally to the estimation in this analysis that includes all the countries. Models include country fixed effects to control for differences across countries. Data on the table represents regression coefficients, and standard errors in parentheses, except for the last two lines which include the percentage of variance explained by the model and the total sample used for the estimations.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>This paper explores the main predictors of formal and informal parental practices at home in the context of the evidence showing a relationship between such practices and children&#x2019;s academic subjective well-being during the COVID-19 outbreak (e.g., <xref ref-type="bibr" rid="B45">Teso et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B10">Engel de Abreu et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B24">Larsen et&#x20;al., 2021</xref>). Using an international database of 19 countries we analyzed the relationship between household SES and the type of parental practices. This section discusses our findings in light of previous literature and highlights our results&#x2019; potentialities, limitations, and implications.</p>
<p>The main result of the article shows&#x2014;without ignoring the limitations specified below&#x2014;that SES is a significant predictor of parental involvement in formal and informal activities during the pandemic expansion. Although research has extensively discussed SES association with parental educational practices (e.g., <xref ref-type="bibr" rid="B18">Harris and Goodall, 2008</xref>; <xref ref-type="bibr" rid="B22">Lareau, 2000</xref>), the Covid outbreak and school closures introduce a new scenario in which inequalities in this respect are reproduced. While national studies in some middle and high-income countries have provided evidence of the critical role of family SES in the pandemic (<xref ref-type="bibr" rid="B7">Bonal and Gonzlez, 2020</xref>; <xref ref-type="bibr" rid="B1">Andrew et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B6">Bol, 2020</xref>), our findings shed light on common global patterns of parental involvement gaps by SES by using a large data of different 19 nations and controlling by country effects. The consistent and statistically significant gaps identified in formal and informal practices indicate a worldwide trend, which negatively affects disadvantaged children cross-nationally and may have a considerable impact on their academic achievement and subjective well-being. The socioeconomic inequalities in parental involvement uncovered might be rooted in the unique difficulties faced by low-SES parents due to the barriers they face in their material resources, economic hardships, and the time and energy constraints of their workload, as well as their relative lack of educational/pedagogical competencies and self-efficacy for helping their children in transferring learning activities from schools to their homes (e.g., <xref ref-type="bibr" rid="B22">Lareau, 2000</xref>; <xref ref-type="bibr" rid="B20">Horby and Lafaele, 2011</xref>; <xref ref-type="bibr" rid="B53">Wang et&#x20;al., 2016</xref>).</p>
<p>Our results indicate that other factors, different from SES, are related to parental involvement. On the one hand, regarding family factors, our findings highlight the role of the household composition in parental engagement in home learning during the COVID-19 crisis. This finding is aligned with studies underlining the role of family structure in involvement both before the pandemic (<xref ref-type="bibr" rid="B29">Myers and Myers, 2015</xref>) and during its period (<xref ref-type="bibr" rid="B2">Bayrakdar and Guveli, 2020</xref>). In addition, parental confidence in technology is identified as a significant predictor of involvement in education, suggesting the crucial relationship of the ICT competencies of families in their participation in the schooling processes of their children in the period. This result is consistent with former evidence that has shown in some countries differences between parents already familiar vs unfamiliar with technology in learning at home (<xref ref-type="bibr" rid="B3">Bhamani et&#x20;al., 2020</xref>) and the struggles faced by low-SES parents due to the lack of digital tools to support their children (<xref ref-type="bibr" rid="B38">Pozas et&#x20;al., 2021</xref>). On the other hand, the age and gender of students (in the case of informal activities) are variables associated with families&#x2019; engagement in home learning during the COVID-19 crisis, with involvement in formal activities decreasing as child age increases, and involvement being higher for boys in informal practices. The finding in terms of child age is consistent with former literature that has shown a decline in support and changes in parental strategies between elementary and middle/high school as students become more autonomous (<xref ref-type="bibr" rid="B4">Bhargava and Witherspoon, 2015</xref>; <xref ref-type="bibr" rid="B52">Wang and Sheikh-Khalil, 2014</xref>).</p>
<p>This paper has several limitations due to the fact that the study prioritized collecting data during school closures. First, similarly to other studies that took place during the COVID-19 outbreak (e.g., <xref ref-type="bibr" rid="B10">Engel de Abreu et&#x20;al., 2021</xref>), the use of a non-probabilistic sample limits the generalizations of the findings, despite their consistency with previous studies. Second, the use of internet and institutional social media may have caused a bias towards higher SES families having access to internet, underrepresenting families without this service (e.g., <xref ref-type="bibr" rid="B10">Engel de Abreu et&#x20;al., 2021</xref>). Third, sample data shows that more than half of the sample of parents hold a higher education degree, a situation that suggests an upward bias in terms of SES. Fourth, this upward SES bias led us to recode formal parental practices to create dichotomous variables, instead of creating the index with all the Likert scale. This may reduce the true variance of practices and, also, reduces the variability of the practices&#x2019; indexes. Fifth, although our models explain a limited proportion of the variance in formal and informal practices, the findings are consistent with previous studies. Sixth, parental involvement in formal educational practices presents low internal consistency, a result explained by upward bias of responses of families in the three practices that compose this indicator. This is also related to the bias towards higher SES families in the sample. Finally, the analysis for all countries (e.g., the sample size per country makes a comparative study difficult) limits the generalizability of the results, as the variables differ from country to country. The study results should be interpreted with these caveats in&#x20;mind.</p>
<p>Without disregarding these limitations, our results introduce diverse policy implications aimed at supporting parents (especially those of lower SES) on their involvement in home learning in order to contribute to their children&#x2019;s academic achievement and subjective well-being. On the one hand, echoing international policy reports, our findings posit the urgency of generating strategies that assist parents in contributing to their children&#x2019;s educational experiences (e.g., <xref ref-type="bibr" rid="B32">OECD, 2020</xref>). Multiple alternatives have been proposed in this area, such as quality tutorials, teaching sessions, pedagogical material, child-oriented books, and enhancing school-family communication. On the other hand, our results point out the priority of investing in reversing the technological inequalities at home and improving families&#x2019; digital competencies to promote their confidence using ICT. Finally, the role of child age and gender on parental involvement claims for tailored strategies that support parents through the children&#x2019;s different stages of development and combat the incipient gender gaps visualized.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was funded by the Associative Research Program&#x2013;ANID PIA CIE160007.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn2">
<label>1</label>
<p>All the data are free and its available at doi: <ext-link ext-link-type="uri" xlink:href="http://10.1016/j.dib.2021.106813">10.1016/j.dib.2021.106813</ext-link>.</p>
</fn>
<fn id="fn3">
<label>2</label>
<p>Since the variable Q14 regarding technology at home is included in the socioeconomic status scale (SES), we estimate different models for technology at home and&#x20;SES.</p>
</fn>
<fn id="fn4">
<label>3</label>
<p>Due to data limitations (sample size or not nested), low sample variability with respect to years of schooling per country, and the fact that we seek to control for cross-country variation in the independent variables, we use this technique (OLS regression with country fixed effect) instead of other analyses (e.g., multilevel models).</p>
</fn>
</fn-group>
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