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<title xml:lang="en">Sibling support and the educational prospects of young adults in Malawi</title>
<author>
<name sortKey="Trinitapoli, Jenny" sort="Trinitapoli, Jenny" uniqKey="Trinitapoli J" first="Jenny" last="Trinitapoli">Jenny Trinitapoli</name>
</author>
<author>
<name sortKey="Yeatman, Sara" sort="Yeatman, Sara" uniqKey="Yeatman S" first="Sara" last="Yeatman">Sara Yeatman</name>
<affiliation>
<nlm:aff id="A1">University of Colorado Denver, U.S.A</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Fledderjohann, Jasmine" sort="Fledderjohann, Jasmine" uniqKey="Fledderjohann J" first="Jasmine" last="Fledderjohann">Jasmine Fledderjohann</name>
<affiliation>
<nlm:aff id="A2">University of Oxford, U.K</nlm:aff>
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<idno type="pmid">24855450</idno>
<idno type="pmc">4026964</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4026964</idno>
<idno type="RBID">PMC:4026964</idno>
<idno type="doi">10.4054/DemRes.2014.30.19</idno>
<date when="2014">2014</date>
<idno type="wicri:Area/Pmc/Corpus">002D15</idno>
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<title xml:lang="en" level="a" type="main">Sibling support and the educational prospects of young adults in Malawi</title>
<author>
<name sortKey="Trinitapoli, Jenny" sort="Trinitapoli, Jenny" uniqKey="Trinitapoli J" first="Jenny" last="Trinitapoli">Jenny Trinitapoli</name>
</author>
<author>
<name sortKey="Yeatman, Sara" sort="Yeatman, Sara" uniqKey="Yeatman S" first="Sara" last="Yeatman">Sara Yeatman</name>
<affiliation>
<nlm:aff id="A1">University of Colorado Denver, U.S.A</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Fledderjohann, Jasmine" sort="Fledderjohann, Jasmine" uniqKey="Fledderjohann J" first="Jasmine" last="Fledderjohann">Jasmine Fledderjohann</name>
<affiliation>
<nlm:aff id="A2">University of Oxford, U.K</nlm:aff>
</affiliation>
</author>
</analytic>
<series>
<title level="j">Demographic research</title>
<idno type="eISSN">1435-9871</idno>
<imprint>
<date when="2014">2014</date>
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<front>
<div type="abstract" xml:lang="en">
<sec id="S1">
<title>BACKGROUND</title>
<p id="P1">Extended kin networks are an important social and economic resource in Africa. Existing research has focused primarily on intergenerational ties, but much less is known about “lateral” ties, such as those between siblings. In contexts of high adult mortality (i.e., fewer parents and grandparents) sibling interdependencies may assume heightened importance, especially during the transition to adulthood.</p>
</sec>
<sec id="S2">
<title>OBJECTIVE</title>
<p id="P2">In this paper, we extend the resource dilution perspective that dominates research on sibling relationships in early childhood and propose an alternate framework in which siblings represent a source of economic support that contributes positively to educational outcomes at later stages of the life course.</p>
</sec>
<sec id="S3">
<title>METHODS</title>
<p id="P3">We draw upon longitudinal data from young adults (age 15–18) in southern Malawi to assess the scope and magnitude of economic transfers among sibship sets. We then explore the relationships between sibship size, net economic transfers between siblings, and four measures of educational progress.</p>
</sec>
<sec id="S4">
<title>RESULTS</title>
<p id="P4">First, exchanges of economic support between siblings are pervasive in the Malawian context and patterned, especially by birth order. Second, economic support from siblings is positively associated with educational attainment, as well as with the odds of being at grade level in school, both contemporaneously and prospectively.</p>
</sec>
<sec id="S5">
<title>CONCLUSIONS</title>
<p id="P5">During young-adulthood, economic support from siblings acts as a buffer against the negative association between sibship size and schooling outcomes that has been documented at earlier ages.</p>
</sec>
<sec id="S6">
<title>COMMENTS</title>
<p id="P6">We question the established notion that siblings unilaterally subtract from resource pools, and argue that sibling support may be consequential for a wide range of demographic outcomes in a variety of cultural contexts. Our findings point to the need for additional research on the importance of lateral kinship ties across cultural settings and throughout the life course.</p>
</sec>
</div>
</front>
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<name sortKey="Kilbride, Pl" uniqKey="Kilbride P">PL Kilbride</name>
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<name sortKey="White, L" uniqKey="White L">L White</name>
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<name sortKey="White, Lk" uniqKey="White L">LK White</name>
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<name sortKey="Riedmann, A" uniqKey="Riedmann A">A Riedmann</name>
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<name sortKey="Zulu, Em" uniqKey="Zulu E">EM Zulu</name>
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<pmc article-type="research-article">
<pmc-dir>properties open_access</pmc-dir>
<pmc-dir>properties manuscript</pmc-dir>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-journal-id">100964435</journal-id>
<journal-id journal-id-type="pubmed-jr-id">29912</journal-id>
<journal-id journal-id-type="nlm-ta">Demogr Res</journal-id>
<journal-id journal-id-type="iso-abbrev">Demogr Res</journal-id>
<journal-title-group>
<journal-title>Demographic research</journal-title>
</journal-title-group>
<issn pub-type="epub">1435-9871</issn>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">24855450</article-id>
<article-id pub-id-type="pmc">4026964</article-id>
<article-id pub-id-type="doi">10.4054/DemRes.2014.30.19</article-id>
<article-id pub-id-type="manuscript">NIHMS574257</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Sibling support and the educational prospects of young adults in Malawi</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Trinitapoli</surname>
<given-names>Jenny</given-names>
</name>
<xref ref-type="corresp" rid="cor1">1</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yeatman</surname>
<given-names>Sara</given-names>
</name>
<xref ref-type="aff" rid="A1">2</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fledderjohann</surname>
<given-names>Jasmine</given-names>
</name>
<xref ref-type="aff" rid="A2">3</xref>
</contrib>
</contrib-group>
<aff id="A1">
<label>2</label>
University of Colorado Denver, U.S.A</aff>
<aff id="A2">
<label>3</label>
University of Oxford, U.K</aff>
<author-notes>
<corresp id="cor1">
<label>1</label>
Direct correspondence to: Jenny Trinitapoli, The Pennsylvania State University, Department of Sociology, 211 Oswald Tower, University Park, PA 16802-6207, U.S.A.
<email>jennytrini@psu.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="nihms-submitted">
<day>22</day>
<month>4</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>27</day>
<month>2</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="ppub">
<season>January-June</season>
<year>2014</year>
</pub-date>
<pub-date pub-type="pmc-release">
<day>20</day>
<month>5</month>
<year>2014</year>
</pub-date>
<volume>30</volume>
<fpage>547</fpage>
<lpage>578</lpage>
<pmc-comment>elocation-id from pubmed: 10.4054/DemRes.2014.30.19</pmc-comment>
<permissions>
<copyright-statement>© 2014 Trinitapoli, Yeatman & Fledderjohann.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access">
<license-p>This open-access work is published under the terms of the Creative Commons Attribution NonCommercial License 2.0 Germany, which permits use, reproduction & distribution in any medium for non-commercial purposes, provided the original author(s) and source are given credit. See
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by-nc/2.0/de/">http://creativecommons.org/licenses/by-nc/2.0/de/</ext-link>
</license-p>
</license>
</permissions>
<abstract>
<sec id="S1">
<title>BACKGROUND</title>
<p id="P1">Extended kin networks are an important social and economic resource in Africa. Existing research has focused primarily on intergenerational ties, but much less is known about “lateral” ties, such as those between siblings. In contexts of high adult mortality (i.e., fewer parents and grandparents) sibling interdependencies may assume heightened importance, especially during the transition to adulthood.</p>
</sec>
<sec id="S2">
<title>OBJECTIVE</title>
<p id="P2">In this paper, we extend the resource dilution perspective that dominates research on sibling relationships in early childhood and propose an alternate framework in which siblings represent a source of economic support that contributes positively to educational outcomes at later stages of the life course.</p>
</sec>
<sec id="S3">
<title>METHODS</title>
<p id="P3">We draw upon longitudinal data from young adults (age 15–18) in southern Malawi to assess the scope and magnitude of economic transfers among sibship sets. We then explore the relationships between sibship size, net economic transfers between siblings, and four measures of educational progress.</p>
</sec>
<sec id="S4">
<title>RESULTS</title>
<p id="P4">First, exchanges of economic support between siblings are pervasive in the Malawian context and patterned, especially by birth order. Second, economic support from siblings is positively associated with educational attainment, as well as with the odds of being at grade level in school, both contemporaneously and prospectively.</p>
</sec>
<sec id="S5">
<title>CONCLUSIONS</title>
<p id="P5">During young-adulthood, economic support from siblings acts as a buffer against the negative association between sibship size and schooling outcomes that has been documented at earlier ages.</p>
</sec>
<sec id="S6">
<title>COMMENTS</title>
<p id="P6">We question the established notion that siblings unilaterally subtract from resource pools, and argue that sibling support may be consequential for a wide range of demographic outcomes in a variety of cultural contexts. Our findings point to the need for additional research on the importance of lateral kinship ties across cultural settings and throughout the life course.</p>
</sec>
</abstract>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="S7">
<title>1. Introduction</title>
<p id="P7">Across sub-Saharan Africa, patterns of family support vary by country, region, system of descent, and ethnicity. Despite this heterogeneity, it is widely recognized that kin networks represent critical sources of social and economic support. Researchers frequently characterize family systems across the region as sets of intergenerational – or vertical – exchanges. In other words, scholars place heavy emphasis on how grandparents, parents, and children are involved in a series of transfers of both monetary and non-monetary goods and services (
<xref rid="R1" ref-type="bibr">Adamchak et al. 1991</xref>
;
<xref rid="R57" ref-type="bibr">Potter and Handcock 2010</xref>
;
<xref rid="R62" ref-type="bibr">Schatz and Ogunmefun 2007</xref>
). With few exceptions (
<xref rid="R49" ref-type="bibr">Mtika 2003</xref>
;
<xref rid="R73" ref-type="bibr">Weinreb 2002</xref>
,
<xref rid="R74" ref-type="bibr">2006</xref>
), little is known about “lateral” (i.e., intra-generational) relationships within African families.</p>
<p id="P8">Sibling relationships represent an important dimension of the family context that should not be overlooked – particularly during the transition to adulthood. In this paper, we argue that current approaches to understanding sibling interdependencies are insufficient because they mask the fact that siblings represent a critical form of support, particularly in contexts without institutional social safety nets. To frame our argument, we draw upon three distinct literatures: demographic research on siblings, the nature of sibling relationships in Africa, and economic transfers within African families. We then use survey data from school-age young adults (15–18) in southern Malawi to describe the prevalence of and basic patterns in economic transfers among sibling sets. Finally, we offer an empirical example of how siblings—and the economic support they provide—contribute to the educational progress of young adults in Malawi.</p>
</sec>
<sec id="S8">
<title>2. Background</title>
<sec id="S9">
<title>2.1 Sibling research in demography</title>
<p id="P9">Most demographic research on siblings focuses on the relationship between sibling configuration and four key domains: health, educational attainment, family formation, and intellectual development.
<sup>
<xref ref-type="fn" rid="FN1">4</xref>
</sup>
This research is largely focused on sibship size and birth order, and features – implicitly or explicitly – a resource dilution model in which siblings are in competition with one another for limited family resources. In broad strokes, resource dilution perspectives conceptualize the family as an institution that apportions fixed amounts of valuable resources to children (
<xref rid="R8" ref-type="bibr">Blake 1981</xref>
,
<xref rid="R9" ref-type="bibr">1986</xref>
;
<xref rid="R23" ref-type="bibr">Downey 1995</xref>
;
<xref rid="R69" ref-type="bibr">Sutton-Smith and Rosenberg 1970</xref>
). Like a pie being sliced into pieces, the resources conferred on each child depend on two factors: the total amount of resources available and the number of children among which they must be shared. Though “resources” encompass a great number of assets (e.g., food, parental attention, financial support for education) and apportions may not be equal, from a resource dilution perspective, the presence of many siblings necessarily reduces the amount of resources any one child will receive.</p>
<p id="P10">Perhaps the most poignant examples of the resource dilution hypothesis come from demographic research on child survival. Across time and in a wide variety of settings, sibship size and density are consistently and positively related to the risk of infant and child mortality (
<xref rid="R37" ref-type="bibr">Knodel and Hermalin 1984</xref>
;
<xref rid="R38" ref-type="bibr">Liddell, Barrett, and Henzi 2003</xref>
;
<xref rid="R60" ref-type="bibr">Ronsmans 1995</xref>
,
<xref rid="R61" ref-type="bibr">1996</xref>
). Short birth intervals increase competition between siblings because multiple children need similar resources during roughly the same time period; in contrast, longer birth intervals allow parents to replenish depleted resource pools between births. Resource dilution models acknowledge that the resources that are most critical vary across the life course. While adequate nutrition and parental attention are particularly vital in infancy and early childhood, investments in material resources, such as school supplies, become more important as children age (
<xref rid="R22" ref-type="bibr">Downey 2001</xref>
). The nature of sibling relationships may further diverge from one of simple dilution during the transition to adulthood, as older members of the sibship set leave the natal home and begin establishing their own families, which leads to new patterns of interaction, exchange, and support (
<xref rid="R19" ref-type="bibr">Conger and Little 2010</xref>
;
<xref rid="R78" ref-type="bibr">White and Riedmann 1992</xref>
;
<xref rid="R77" ref-type="bibr">White 2001</xref>
).</p>
<p id="P11">The causal versus selective nature of this relationship continues to be debated, but with very few exceptions (
<xref rid="R24" ref-type="bibr">Downey and Neubauer 1998</xref>
;
<xref rid="R51" ref-type="bibr">Mueller 1984</xref>
;
<xref rid="R56" ref-type="bibr">Pong 1997</xref>
) research on sibship size from the West concludes that siblings are fundamentally a set of competitors that engender disadvantages across a host of important outcomes. Children from larger families become sexually active at earlier ages (
<xref rid="R5" ref-type="bibr">Bachrach and Horne 1987</xref>
;
<xref rid="R10" ref-type="bibr">Boult and Cunningham 1991</xref>
;
<xref rid="R42" ref-type="bibr">Michael and Tuma 1985</xref>
;
<xref rid="R46" ref-type="bibr">Moore and Hofferth 1980</xref>
;
<xref rid="R54" ref-type="bibr">Panzarine and Santelli 1987</xref>
), have lower educational achievement (
<xref rid="R7" ref-type="bibr">Behrman and Taubman 1986</xref>
;
<xref rid="R23" ref-type="bibr">Downey 1995</xref>
), and exhibit less healthy lifestyles generally (
<xref rid="R33" ref-type="bibr">Hart and Smith 2003</xref>
;
<xref rid="R44" ref-type="bibr">Modin 2002</xref>
).</p>
</sec>
<sec id="S10">
<title>2.2 Sibling relationships in sub-Saharan Africa</title>
<p id="P12">Findings from research on siblings in sub-Saharan Africa provide some notable exceptions to the arguments about resource dilution. For example, although sibship size tends to be associated with malnutrition in developing countries, this relationship is weak in West Africa, where malleable household boundaries and selective child fostering arrangements are thought to buffer against the negative consequences of large families (
<xref rid="R21" ref-type="bibr">Desai 1992</xref>
). The evidence on education is also mixed: in Ghana, the presence of younger siblings is negatively associated with school enrollment and positively associated with dropping out of school for girls, but not for boys (
<xref rid="R40" ref-type="bibr">Lloyd and Gage-Brandon 1994</xref>
). Another study of seven African countries shows that children with two other school-aged siblings in the household are more likely to be enrolled in school than those without any siblings (
<xref rid="R39" ref-type="bibr">Lloyd and Blanc 1996</xref>
). However, because resource dilution may occur primarily at the high end of the sibship size scale, and because very small families (i.e., less than two children) are uncommon,
<xref rid="R40" ref-type="bibr">Lloyd and Blanc (1996)</xref>
acknowledge that their analytical distinction between zero and two school-aged siblings may not sufficiently capture the effect of sibship size on educational opportunities across the full spectrum of family size.</p>
<p id="P13">The lack of a consistent and clear pattern between sibship size and educational outcomes in sub-Saharan Africa is often attributed to the idea that the negative consequences of dilution processes will be especially acute where isolated nuclear families are the norm and weaker in societies where strong extended kin networks and integrated communities are normative and can buffer against these consequences. Traditionally, “family” in sub-Saharan Africa includes four generations and extends both vertically and horizontally—that is, the family includes great-grandparents, grandparents, parents, and children, as well as siblings, cousins, and in-laws. While these kin may not all reside in a single household or compound, they are nonetheless closely connected, and despite some evidence of nucleation of the African family in recent decades, extended kin remain extremely important (
<xref rid="R53" ref-type="bibr">Oheneba-Sakyi and Takyi 2006</xref>
).</p>
<p id="P14">Sibling relationships are a critical, but historically understudied, dimension of African families. Beginning in early childhood, elder siblings in Africa take on increasingly “parental” responsibilities for younger siblings, and at older ages, siblings often provide direct financial resources for other siblings’ schooling, offer refuge after an ended marriage, and foster siblings—and their children—out of necessity or opportunity (
<xref rid="R28" ref-type="bibr">Goody 2005</xref>
;
<xref rid="R64" ref-type="bibr">Shipton 2007</xref>
;
<xref rid="R74" ref-type="bibr">Weinreb 2006</xref>
). Ethnographic research from African societies provides dozens of examples demonstrating the importance of sibling support at later stages of the life course as well. In societies in which a bridewealth custom is still observed, sibling interdependencies are especially acute for young men, who depend on their sisters to provide the family with the wealth required to facilitate their own marriages (
<xref rid="R34" ref-type="bibr">Horne, Dodoo, and Dodoo 2013</xref>
;
<xref rid="R64" ref-type="bibr">Shipton 2007</xref>
).
<xref rid="R64" ref-type="bibr">Shipton’s (2007)</xref>
analysis of expected maize- lending patterns among the Luo reveals more favorable positioning vis-à-vis sibship sets than through affinal ties. In rural KwaZulu Natal, the economic changes that have destabilized marital relationships have led sibling groups to become an increasingly important source of cooperation, evidenced by a measurable increase in co-residency patterns and cooperative behavior outside of the natal household and compound (
<xref rid="R70" ref-type="bibr">Townsend et al. 2002</xref>
).</p>
</sec>
<sec id="S11">
<title>2.3 Economic transfers within African families</title>
<p id="P15">Across the developing world, economic transfers provide a critical source of insurance for families during times of economic hardship (
<xref rid="R20" ref-type="bibr">Cox and Fafchamps 2008</xref>
;
<xref rid="R26" ref-type="bibr">Foster and Rosenzweig 2001</xref>
) and health crisis (
<xref rid="R72" ref-type="bibr">De Weerdt and Fafchamps 2011</xref>
). Strong reciprocity norms within families ensure that these informal sources of security are available even when state support is not (
<xref rid="R20" ref-type="bibr">Cox and Fafchamps 2008</xref>
). Participation in family transfers also ensures that non-monetary resources, such as food and childcare, are available when needed, as such resources may be fungible in exchanges based on trust and reciprocity (
<xref rid="R64" ref-type="bibr">Shipton 2007</xref>
). Where public safety nets are either underdeveloped or non-existent, these informal systems of support are analogous to insurance policies in the West—citizens pay into them at regular intervals, knowing that they will be covered in the event they ever need to withdraw (
<xref rid="R64" ref-type="bibr">Shipton 2007</xref>
;
<xref rid="R65" ref-type="bibr">Smith 2004</xref>
).</p>
<p id="P16">Any attempt to understand family transfer patterns in sub-Saharan Africa must acknowledge the extent to which AIDS has altered dependency ratios within households, and the implications of these demographic changes for family dynamics. Considerable evidence suggests that the extended kin networks that structure many African societies have been mitigating the consequences of the HIV pandemic (
<xref rid="R32" ref-type="bibr">Grant and Yeatman 2012</xref>
;
<xref rid="R55" ref-type="bibr">Peters, Kambewa, and Walker 2008</xref>
). For example, a dramatic increase in the number of orphans over the past three decades has led to more varied and flexible living arrangements for children but not to any measurable rise in the prevalence of child-headed households (
<xref rid="R32" ref-type="bibr">Grant and Yeatman 2012</xref>
;
<xref rid="R35" ref-type="bibr">Hosegood et al. 2007</xref>
;
<xref rid="R45" ref-type="bibr">Monasch and Boerma 2004</xref>
). This is because most orphans reside with and are cared for by family members—in particular: grandparents, aunts and uncles and older siblings (
<xref rid="R35" ref-type="bibr">Hosegood et al. 2007</xref>
;
<xref rid="R45" ref-type="bibr">Monasch and Boerma 2004</xref>
).</p>
<p id="P17">Economic transfers between family members in Malawi are widespread, range in size (
<xref rid="R50" ref-type="bibr">Mtika and Doctor 2002</xref>
;
<xref rid="R74" ref-type="bibr">Weinreb 2006</xref>
), and are often used to cover school fees (
<xref rid="R73" ref-type="bibr">Weinreb 2002</xref>
). Unlike formal forms of exchange, however, family transfers cannot be perfectly enforced; while transfers can distribute risk, they can also create it (
<xref rid="R26" ref-type="bibr">Foster and Rosenzweig 2001</xref>
). Evidence from Malawi establishes that strong reciprocity norms govern exchanges in this context both within families and in communities more broadly, but people also give altruistically even when there is no possibility of reciprocal exchange (
<xref rid="R16" ref-type="bibr">Chao and Kohler 2007</xref>
).</p>
<p id="P18">Despite concerns about the pressures the AIDS epidemic has placed on kin-based economic and support systems, the family continues to be the primary institution from which individuals draw both for financial support and care. There is, however, evidence that wealth flows have shifted away from primarily vertical arrangements (i.e., between grandparents, adult children, and grandchildren) and towards configurations that are simultaneously more lateral and more flexible. Where traditional sources of support are unavailable due to death or other obligations, substitutions with non-preferred kin have become common (
<xref rid="R73" ref-type="bibr">Weinreb 2002</xref>
,
<xref rid="R74" ref-type="bibr">2006</xref>
). In Malawi, siblings are the most common substitutes when parental support is absent (
<xref rid="R48" ref-type="bibr">Mtika 2001</xref>
,
<xref rid="R49" ref-type="bibr">2003</xref>
; Weinreb 2002) and their contributions are often sizable (
<xref rid="R74" ref-type="bibr">Weinreb 2006</xref>
). This flexibility is further evidenced by the prevalence of “cyclical triples”—non-hierarchical transfer structures in which one network partner gives to another, who in turn gives to a third individual in the network—in Malawi. This pattern usually results in an equalization of resources within the family or household, where most individuals receive comparable amounts (
<xref rid="R57" ref-type="bibr">Potter and Handcock 2010</xref>
), pointing to a highly-functional maximization of scarce resources, that elevates the family unit as a whole and places group welfare above individual interests (
<xref rid="R17" ref-type="bibr">Cicirelli 1994</xref>
;
<xref rid="R76" ref-type="bibr">Weisner, Bradley, and Kilbride 1997</xref>
;
<xref rid="R75" ref-type="bibr">Weisner 1987</xref>
).</p>
<p id="P19">Expectations of cooperation among siblings are a double-edged sword, as individuals stand to benefit from the support their siblings give, but are also encumbered by the expectation that they will provide support in return. Sibling relationships tend to be more obligatory in developing society contexts when compared to industrialized ones, where they are described as primarily discretionary (
<xref rid="R17" ref-type="bibr">Cicirelli 1994</xref>
). In other words, families are systems (
<xref rid="R57" ref-type="bibr">Potter and Handcock 2010</xref>
), and siblings are not just a resource “bank” from which individuals can conveniently withdraw. Siblings also represent a pool of potential obligations to provide financial assistance, care, and support in times of need. In Ghana, for example, 75% of college students expected to support at least one sibling (
<xref rid="R12" ref-type="bibr">Caldwell 1965</xref>
). Additionally, in South Africa,
<xref rid="R47" ref-type="bibr">Morduch (2000)</xref>
found a positive association between the presence of older sisters and educational attainment, which he attributed to the fact that older daughters were most likely to be engaged in wage labor that contributed to the economic well-being of the family, allowing younger siblings to postpone employment and further their education (
<xref rid="R47" ref-type="bibr">Morduch 2000</xref>
).</p>
<p id="P20">In this paper, we ask: Are siblings always a cost? Or, given what we know about the importance of economic transfers in sub-Saharan Africa, can siblings also be an asset? Using data from young adults in a southern Malawian community, we begin by examining the prevalence and size of economic transfers between siblings to establish a basic understanding the pattern of these exchanges. Then, motivated by research on the importance of education to young adults in Malawi and the hardship many families across sub-Saharan Africa face to pay children’s school fees (
<xref rid="R27" ref-type="bibr">Frye 2012</xref>
), we examine the impact of siblings and the financial transfers they provide for four educational outcomes. We examine educational attainment and school enrollment, which represent the conventional outcomes in this literature. We also examine differences in timely vs. delayed schooling trajectories as indicators of the ability to progress through school without major disruptions. We argue that, by virtue of the financial support they provide, siblings are not always a burden, but are often a benefit for educational attainment, school enrollment, and schooling progress.</p>
</sec>
</sec>
<sec sec-type="methods" id="S12">
<title>3. Data and methods</title>
<p id="P21">Data for this study are taken from Waves 1 and 4 of the Tsogolo la Thanzi (TLT) panel study
<sup>
<xref ref-type="fn" rid="FN2">5</xref>
</sup>
from southern Malawi. TLT was designed to study how young people navigate reproduction and union formation in an AIDS epidemic. The first wave of data collection took place between June and August 2009 and contains rich data on sibling relationships. Fifteen hundred female
<sup>
<xref ref-type="fn" rid="FN3">6</xref>
</sup>
and six hundred male respondents were drawn using simple random sampling from a sampling frame of 15 to 25 year olds living in census enumeration areas within 7 kilometers of the town of Balaka, and were followed-up at 4 month intervals. For the purpose of the study’s emphasis on childbearing, women were oversampled; multivariate analyses use sampling weights to reflect the gender composition of the area’s overall population. The Wave 4 data were collected one year later—between June and August of 2010.</p>
<p id="P22">A unique feature of TLT is the use of a centrally located research center for conducting interviews. Respondents were first contacted in their homes and asked to set up a time for an interview. On their assigned day, respondents came to the research center and were interviewed in a private room where their responses could not be overheard by family members or neighbors. The surveys took approximately one and a half hours to complete. Respondents received a 500-kwacha incentive (equivalent to approximately $3.50) at each interview as compensation for their time and travel costs. Refusal at the time of making an appointment, and passive refusal by not showing up at the research center were rare; 96 percent of recruited respondents were successfully interviewed at Wave 1. Eighty-nine percent of W1 respondents were successfully followed-up at W4.</p>
<sec id="S13">
<title>3.1 Sample selection and educational outcomes</title>
<p id="P23">To assess the relevance of current sibling support for educational outcomes, we restrict our analytic sample to school-aged young adults—those between the ages of 15 and 18, and we examine four educational outcomes. While none of these outcomes independently paints a definitive picture of the relationship between sibling support and educational prospects, we test for consistency of pattern between sibling support and multiple educational outcomes to bolster our understanding of how siblings influence each other’s educational pathways.</p>
<p id="P24">First, we use self-reported highest level of school successfully completed to measure educational attainment in years (range 0–15, see
<xref ref-type="table" rid="T1">Table 1</xref>
). Second, we examine school enrollment at Wave 1, using a binary measure of whether or not the respondent was currently enrolled in school at the time of his or her Wave 1 interview.</p>
<p id="P25">Although minor delays in schooling are commonplace in Malawi, being significantly delayed may lead to poor school performance and low achievement. Delays in schooling due to repeating grades or temporary withdrawal have been shown to increase young girls’ likelihood of dropping out of school (
<xref rid="R31" ref-type="bibr">Grant and Hallman 2008</xref>
), impeding their potential to attain high levels of education. To account for the fact that schooling trajectories in sub-Saharan Africa are often subject to a variety of interruptions, including temporary withdrawals and grade repetition (
<xref rid="R31" ref-type="bibr">Grant and Hallman 2008</xref>
), we use two increasingly restrictive measures of schooling progress. We determine whether the respondent is at or close to grade level in their schooling at Wave 1; given the frequency of schooling interruptions in Malawi, we define “at grade level” liberally. Using the median educational attainment for currently enrolled respondents at each age (15–18), we categorize respondents who are
<italic>at</italic>
or
<italic>above</italic>
the median level of education for their age as at grade level at Wave 1. For example, respondents who had completed 7 or more years of schooling at age 15 were considered at grade level; 8 years for 16 year olds, and so on. These empirically defined cut-points indicate status at or within two years of the schooling schedule. Similarly, we categorize respondents as “on-track” one year later (at Wave 4) if they have
<italic>either</italic>
a) advanced one-year in their studies, b) completed the standard terminal degree (passed the secondary-school exam, called the MSCE), or c) enrolled in tertiary school.</p>
</sec>
<sec id="S14">
<title>3.2 Sibling measures</title>
<p id="P26">Our key independent variables are derived from the sibling roster, administered to all TLT respondents at Wave 1. We use a continuous measure of siblings ever born,
<sup>
<xref ref-type="fn" rid="FN4">7</xref>
</sup>
adjusting outliers (N=18) by recoding respondents with more than 10 siblings (95
<sup>th</sup>
percentile) to 10 siblings. In addition to examining the sibship set as a whole, we further characterize respondents based on the number of older vs. younger siblings they have, according to their position in the sibling roster.
<sup>
<xref ref-type="fn" rid="FN5">8</xref>
</sup>
</p>
<p id="P27">After collecting basic socio-demographic data on all siblings ever born, respondents were asked a series of more detailed questions about the three living siblings with whom they have the closest relationships. We refer to these closest siblings as the “focal sibship set.”
<sup>
<xref ref-type="fn" rid="FN6">9</xref>
</sup>
Among other questions, respondents were asked about the amount given to and received from each of these three siblings during the four months prior to the interview. A four-month reference period was used to minimize recall bias, while capturing “usual” transfer behavior. To assess the magnitude of economic transfers with siblings, we sum the total amount given to each of the three siblings and the total amount received from these siblings; the difference between them is our measure of “net sibling transfers,” which we use as a summary measure of the monetary exchange between the respondent and their focal sibship set. For ease of interpretation, we convert the values reported in Malawian Kwacha to US Dollars, using the conversion rate at the time of data collection (150 MK/USD). Extreme outliers were recoded to the first and 99
<sup>th</sup>
percentile, respectively.</p>
</sec>
<sec id="S15">
<title>3.3 Socio-demographic controls</title>
<p id="P28">To account for known structural differences in educational opportunities, we control for a number of socio-demographic confounders, including: gender, age, marital status (never married vs. ever married), and parity. We assess household socioeconomic status using a household goods index generated through principal components analysis.
<sup>
<xref ref-type="fn" rid="FN7">10</xref>
</sup>
Because educational opportunities vary greatly within the catchment area, we use a measure of distance from town center as a proxy for rural or urban residence. Finally, to account for different living arrangements known to be associated with transfer behavior (
<xref rid="R49" ref-type="bibr">Mtika 2003</xref>
;
<xref rid="R66" ref-type="bibr">Soldo and Hill 1995</xref>
) and educational status (i.e. boarding school), we employ a four-category measure of the respondent’s living arrangement: 1) living with parents and siblings, 2) living only with siblings, 3) living only with parents, 4) living independently of parents and siblings. These controls are included in all of our multivariate models.</p>
<p id="P29">Although not a focal point of our analyses, we control for two other factors that have received attention in the schooling literature and are relevant to sibling transfers: orphanhood and romantic relationships. A number of longitudinal studies show that orphans (primarily maternal orphans) have worse health and educational outcomes in Tanzania (
<xref rid="R2" ref-type="bibr">Ainsworth and Semali 2000</xref>
;
<xref rid="R6" ref-type="bibr">Beegle, De Weerdt, and Dercon 2010</xref>
), South Africa (
<xref rid="R3" ref-type="bibr">Ardington and Leibbrandt 2010</xref>
;
<xref rid="R14" ref-type="bibr">Case and Ardington 2006</xref>
), and Kenya (
<xref rid="R25" ref-type="bibr">Evans and Miguel 2007</xref>
). We, therefore, control for orphan status as a possible confounder.</p>
<p id="P30">Second, romantic relationships are known to disrupt educational trajectories in the region (
<xref rid="R30" ref-type="bibr">Grant 2012</xref>
;
<xref rid="R58" ref-type="bibr">Poulin 2007</xref>
). Therefore, we control for whether the respondent is in a romantic relationship (i.e., not a marriage) at Wave 1. Additionally, in order to compare the possible benefits of sibling support to other forms of economic support, we draw upon a vast literature about economic exchanges within romantic relationships and compare the associations between education and sibling transfers with an analogous measure of support received from romantic partners. While our measures of the two forms of transfers are not perfectly analogous,
<sup>
<xref ref-type="fn" rid="FN8">11</xref>
</sup>
this enables us to test whether economic support from siblings is different from a common but distinct type of economic support.</p>
</sec>
<sec id="S16">
<title>3.4 Study context</title>
<p id="P31">Balaka, the district capital, is a southern Malawian market town, with 22,000 living in the town boundaries, and an additional 40,000 within the TLT catchment area (
<xref rid="R52" ref-type="bibr">National Statistical Office 2008</xref>
). Of the many tribes in the area, the three largest tribes in and around Balaka are traditionally matrilineal: Yao, Ngoni, and Lomwe. As a result, residence is typically focused around the families of female kin (
<xref rid="R79" ref-type="bibr">Zulu 1996</xref>
).</p>
<p id="P32">Since 1994, primary school in Malawi has been free for all students (
<xref rid="R67" ref-type="bibr">Stasavage 2005</xref>
); however, the costs of uniforms and supplies remain, and are considerable for a majority of families (
<xref rid="R29" ref-type="bibr">Grant 2008</xref>
). Nonetheless, the free primary school policy has been credited with measurable progress in approaching gender parity in schooling at the primary level (
<xref rid="R30" ref-type="bibr">Grant 2012</xref>
;
<xref rid="R36" ref-type="bibr">Kadzamira and Rose 2003</xref>
). In secondary school, fees range from 30–00 USD, plus non-tuition expenses. According to the UN, 75% of Malawians subsist on less than 1.25 USD a day (
<xref rid="R71" ref-type="bibr">UNDP 2010</xref>
). Not surprisingly, pervasive poverty presents challenges for families who must find school fees and pay for the materials needed to school their children. There is a substantial gender gap in secondary school, and overall retention is low (
<xref rid="R27" ref-type="bibr">Frye 2012</xref>
;
<xref rid="R30" ref-type="bibr">Grant 2012</xref>
). In 2010, the median years of education completed for 15–4 year olds was 6.1 and 5.9 for men and women respectively (
<xref rid="R41" ref-type="bibr">MDHS 2010</xref>
).</p>
</sec>
</sec>
<sec sec-type="results" id="S17">
<title>4. Results</title>
<sec id="S18">
<title>4.1 Financial transfers between siblings</title>
<p id="P33">
<xref ref-type="table" rid="T1">Table 1</xref>
provides a descriptive overview of the analytic sample. The mean number of siblings in the sample is just under 5, and only a small percentage of the sample (2%) reports zero siblings. On average, respondents have successfully completed fewer than eight levels of schooling, which is well below the official standards for even the youngest in our sample; at age 15, respondents who started school on time and experienced no interruptions should have completed nine levels. This pattern of interrupted schooling is further reflected in the at-grade-level variables, which reflect the official standards, plus a two-year buffer to account for the fact that schooling interruptions are pervasive in Malawi. While 80% of the sample was currently enrolled in school at Wave 1, a mere 16% reported being at grade level according to the official standards (not shown), and 48% were categorized as at grade level by our less stringent operationalization. Of respondents who were on-track at Wave 1, 89% were still on-track one year later (not shown). Only 10% of the analytic sample has ever been married; and a similar percentage (8.5) has one or more children (not shown). About 50% of the sample lives with at least one parent and one sibling, while 10% lives only with parents, 17% only with siblings, and 25% (including boarding school students) with neither parents nor siblings.</p>
<p id="P34">
<xref ref-type="table" rid="T1">Table 1</xref>
further describes financial transfers among the focal sibship set. Financial transfers are typical among the sample, with a minority (32%) not exchanging any money with their siblings. Of those who benefit from sibling support, they do so to varying degrees, ranging from very small gains to amounts that exceed 100 USD; however, the mean net amount for the four-month period hovers around 2.5 USD. Three patterns in transfer behavior, not shown in
<xref ref-type="table" rid="T1">Table 1</xref>
, are also worth mentioning. First, while some respondents (23%) report a net deficit in their exchanges with siblings (they give more than they receive), 33% reports a net gain from their siblings, with the remaining 11% reporting that they engaged in a balanced set of exchanges during the four-month reference period (a net of 0). Second, with regard to magnitude, 90% of the sibling-exchanging subpopulation is dealing with amounts less than or equal to about 10 USD. Third, sensitivity analyses (not shown) confirm that the patterns of exchange documented here are driven not by the few who exchange unusually large amounts but by the overwhelming majority involved in these typical, small exchanges.</p>
</sec>
<sec id="S19">
<title>4.2 Patterned transfers</title>
<p id="P35">To address questions about how sibling transfers might be patterned at this particular stage of the life course,
<xref ref-type="table" rid="T2">Table 2</xref>
provides the results of three regression models predicting transfer behavior based on basic socio-demographic characteristics. First, Model 1 uses logistic regression to predict the patterns of engaging in any transfers at all (68% of the sample). Second, Model 2 displays correlates of the net amount exchanged for the entire sample, and Model 3 shows correlates of the net amount exchanged, but only for those who exchange in transfers with their siblings (see Model 1).</p>
<p id="P36">Model 1 shows that a respondent’s number of siblings is not correlated with the propensity to exchange money but that women and ever-married respondents are less likely to be engaged in economic transfers with siblings. On the other hand, older respondents, respondents with children, those in higher SES households, and those who co-reside with siblings (independent of parents) are more likely to be exchanging money with their siblings. For the models of amount exchanged, the socio-demographic correlates are consistent between the sample (Model 2) and the exchanging subsample (Model 3): respondents with many siblings net more from sibling exchanges than those with few siblings. Patterns by socio-economic status reveal expected results, and differences in the magnitude of exchanges across co-residency arrangements suggest that respondents who live independently from their natal home benefit strongly from sibling exchanges, as do those who live with parents but not with siblings.
<sup>
<xref ref-type="fn" rid="FN9">12</xref>
</sup>
</p>
<p id="P37">In
<xref ref-type="table" rid="T3">Table 3</xref>
, we examine the same outcomes, focusing on the differential patterns of transfer according to the composition of the sibship group (i.e., number of older siblings and number of younger siblings). These results conform to our expectations: all socio-demographic patterns are consistent with the findings in
<xref ref-type="table" rid="T2">Table 2</xref>
, and sibling support is, indeed, patterned by age and/or birth order. While older siblings have no impact on the propensity to be involved with economic exchanges, controlling for the respondent’s age, the number of younger siblings is negatively associated with the propensity to engage in any economic transfer. Examining net exchanges in Models 2 and 3, we find that older siblings convey financial gains, and younger siblings represent losses, as older siblings tend to support younger ones.</p>
</sec>
<sec id="S20">
<title>4.3 Siblings, transfers, and educational attainment</title>
<p id="P38">
<xref ref-type="fig" rid="F1">Figure 1</xref>
displays fitted lines to illustrate the bivariate relationships sibship size has with educational attainment and net transfers. The thin line shows that, without controlling for any other factors, the difference between having 1 and 10 siblings for educational attainment is more than 1.5 years (p<.001). On the other axis, the thick line shows sibship size is positively associated with the amount respondents net from their focal sibship set (p<.05), suggesting that larger sibship sets represent a broader resource base from which respondents draw economic support. Taken together, these preliminary relationships suggest that while siblings can dilute the resources of the natal home, thereby limiting educational opportunities, they also provide a broad base of financial support in early adulthood, which may offset this disadvantage.</p>
<p id="P39">If financial transfers from siblings serve to advance educational goals, we would expect to find a positive relationship between the amount respondents net from their siblings and their educational attainment. Since sibling transfers and educational attainment are measured simultaneously here, we are making two important assumptions about transfers: first, that the transfers captured in the previous 4-month period are indicative of a broader pattern of support from siblings, and second, that these transfers have supported the educational process already completed.</p>
<p id="P40">The first two columns of
<xref ref-type="table" rid="T4">Table 4</xref>
summarize the results of OLS regression models predicting educational attainment at Wave 1 net of socio-demographic characteristics. After controlling for key socio-demographic characteristics, Model 1 reveals a weak negative relationship between sibship size and educational attainment. Model 2 includes economic transfers from siblings and romantic partners, both of which are positive and significantly associated with educational attainment. The money respondents receive from their siblings, net of the money they give in return, is positively associated with their years of education. Furthermore, after controlling for transfers between siblings, the negative relationship between sibship size and educational attainment becomes statistically significant at the p<.05 level.</p>
</sec>
<sec id="S21">
<title>4.4 School enrollment and retention</title>
<p id="P41">Because educational attainment has important temporal limitations for our research, we expand our examination of the relationship between siblings and education to consider both school enrollment and roughly at-grade-level schooling status. We take advantage of the panel nature of the TLT study and consider both the cross-sectional and prospective relationship between sibling exchange and being at-grade-level.</p>
<p id="P42">As evidenced in Models 3 and 4 of
<xref ref-type="table" rid="T4">Table 4</xref>
, the relationship between sibling transfer support and the likelihood of school enrollment is non-significant. Respondents receiving economic support from their siblings are no more likely to be enrolled in school than those who are not. Without controls for economic transfers, sibship size has no association with the likelihood of being in school approximately at grade level at Wave 1 (Model 5); however, when modeled simultaneously with economic transfers across the sibship set (Model 6), we find that sibship size is negatively, and transfers positively, associated with the likelihood of being enrolled at grade level.</p>
<p id="P43">Examining the likelihood of being at grade level one year later has several benefits for our hypothesis that economic transfers between siblings could advance young adults’ educational opportunities. Unlike the conceptualization of transfers as representative of a longer, persistent, historical pattern, this model examines the prospective relationship between net sibling transfers at Wave 1 and educational standing in the subsequent year. The pattern is encouragingly similar: economic support from siblings is positively related to educational progress—being at or above grade-level one year later, while sibship size more generally is negatively related to this outcome. Interestingly, the alternate source of economic support examined here (from romantic partners) is weakly related to only one of the four outcomes examined, suggesting that economic support from siblings is functionally distinctive in facilitating both educational progress and outcomes.</p>
</sec>
<sec id="S22">
<title>4.5 Sibling costs and benefits for education</title>
<p id="P44">That siblings represent both a set of disadvantages (via negative associations with three of four outcomes here) and advantages (via transfers) leads us to the task of balancing the costs and benefits of siblings for schooling outcomes.
<xref ref-type="fig" rid="F2">Figure 2</xref>
presents predicted probabilities for each of the four educational outcomes by net transfer amount, separately for respondents according to their sibship size: 2 or fewer siblings (≈17% of the sample), 3–5 siblings, and 6+ siblings (the top quartile of the sibship size distribution). The estimates presented here are based on the models presented in
<xref ref-type="table" rid="T4">Table 4</xref>
, net of socio-demographic controls. As expected, the relationship between economic transfers and educational outcomes is significant and positive, represented by the steep upward sloping lines/logit curves, for three of the four outcomes. Although statistically significant, the negative impact of sibship size between the three categories examined here is small, relative to the differences we observe across the spectrum of net transfers. Furthermore, large net transfers offset the negative impact of siblings found at the lowest end of the transfer spectrum. In other words, those with many (6+) siblings who benefit from transfers have better educational outcomes than those with few siblings (<=2) who receive little from their siblings. This pattern holds for educational attainment, and being on-track at Wave 1 and Wave 4, though not for school enrollment.</p>
</sec>
</sec>
<sec sec-type="discussion" id="S23">
<title>5. Discussion</title>
<p id="P45">In both industrialized and non-industrialized settings, older siblings provide essential care, supervision, and support for younger siblings (
<xref rid="R17" ref-type="bibr">Cicirelli 1994</xref>
,
<xref rid="R18" ref-type="bibr">1995</xref>
). This fact of family life has been widely theorized to be a resource for parents and a prop to persistent high fertility rates in sub-Saharan Africa (
<xref rid="R13" ref-type="bibr">Caldwell 1980</xref>
). The important role of siblings has been less thoroughly considered from the perspective of other siblings— those providing and receiving care and support. The support siblings provide each other extends well beyond childhood (where it is largely organized by parents), constituting a set of habits of interactions that continue throughout the life course and that may be especially valuable during the transition to adulthood. In the wake of the AIDS epidemic, the role that siblings play for each other may be expanding in sub-Saharan Africa (
<xref rid="R11" ref-type="bibr">Bray 2009</xref>
;
<xref rid="R59" ref-type="bibr">Robson et al. 2006</xref>
) and deserves attention from social demographers.</p>
<p id="P46">In this paper, we examined one aspect of sibling support—financial transfers within a focal sibship set—among school-aged young adults, and measured its relationship to four educational outcomes. We find that economic exchanges between siblings in southern Malawi are common, sizable (relative to average earnings), and patterned by birth order, household SES, and co-residency arrangements. Furthermore, financial transfers among siblings offset the significant, negative relationship between sibship size and education—a finding that challenges simple portrayals of siblings as competitors for scarce household resources.</p>
<p id="P47">Our purpose was not to test the resource dilution hypothesis directly, as others have done, but to establish the limits of its utility by incorporating data on wealth-flows to highlight the dual processes of dilution and enrichment that occur simultaneously within Malawian families. In many parts of the world siblings may, indeed, be subtractive to wellbeing during infancy and youth, compromising everything from survival to nutrition to educational attainment; however, we demonstrate that siblings can contribute positively as well. This observation is consistent with previous research suggesting that broader norms and structures of extended families condition the effect of large sibship sizes for educational attainment (
<xref rid="R24" ref-type="bibr">Downey and Neubauer 1998</xref>
;
<xref rid="R40" ref-type="bibr">Lloyd and Blanc 1996</xref>
;
<xref rid="R63" ref-type="bibr">Shavit and Pierce 1991</xref>
). We find that siblings (especially older siblings) in Malawi provide a resource base that has important implications for young adults’ educational outcomes. This finding is consonant with ethnographic research showing that siblings are a key source of support in terms of livelihoods in South Africa (
<xref rid="R70" ref-type="bibr">Townsend et al. 2002</xref>
) and Kenya (
<xref rid="R64" ref-type="bibr">Shipton 2007</xref>
).</p>
<p id="P48">Conceptualizing sibling support as a resource that young adults can draw upon in times of need is fruitful for thinking about obligations and family relationships during this stage of the life course. The salience of sibling support may not be limited to educational outcomes, but may also extend to other vulnerabilities—food insecurity, unemployment, relationship instability, poor health—that characterize life in Malawi and other developing contexts. Economic support from siblings may be especially critical during periods of transition, such as after the dissolution of a marriage or times of acute economic hardship. While we cannot directly test the importance of sibling support for these outcomes using TLT data—or any other available data source we know of—our findings on the relevance of sibling exchanges to educational outcomes during the transition to adulthood suggest a broader process of support and exchange between siblings that might take a variety of forms. More nuanced understandings of sibling support across the life course would make a vital contribution to family demography in Africa.</p>
<p id="P49">The reality of sibling economic interdependencies is more complex than a simple “wealth in people” argument, in which individuals draw upon expansive kinship networks to secure access to important resources (
<xref rid="R65" ref-type="bibr">Smith 2004</xref>
). In addition to providing support of various forms, siblings represent a set of obligations that may influence the pace at which young adults undertake important life course transitions. In particular, sizable responsibilities for siblings (especially younger ones) may shape the aspirations (e.g., educational goals, family size preferences) and behaviors (e.g., migration, childbearing) of young adults who find themselves in the role of supporting their siblings. In sub-Saharan Africa where kinship networks are strong, individuals are subject to pressure to provide assistance for less fortunate relatives and neighbors (
<xref rid="R15" ref-type="bibr">Chabal 2009</xref>
;
<xref rid="R65" ref-type="bibr">Smith 2004</xref>
), and the consequences for siblings in the provider role may be negative and, in some cases, especially acute.</p>
<p id="P50">Our study is limited by some standard challenges in demographic research: we focus on a particular geographic context and a particular stage of the life course, which limits the generalizability of our findings. We measure three of our educational outcomes contemporaneously with sibling exchanges, which limits our ability to firmly establish causal direction. While the use of one prospective outcome strengthens our argument, as with all longitudinal studies, we lost cases (N=102) due to sample attrition—though one-year retention was comparatively high (90%) and attrition did not introduce any discernible bias (see
<xref ref-type="table" rid="T1">Table 1</xref>
). Additionally, we focus exclusively on financial transfers in a context where non-monetary exchanges are both common and critical. However, given the monetary expense of school (e.g., fees, uniforms), we believe that financial transfers may indeed be among the most important resources siblings share. Furthermore, we examine benefits from sibling exchanges to educational outcomes in comparison to romantic exchanges, which have been widely researched in the past; this approach is especially useful for establishing the limited importance of contributions from romantic partners—who have been widely acknowledged as providers of material resources at this stage in the life course—for educational attainment.</p>
<p id="P51">Due to data constraints, sibling relationships across the life course may never be a centerpiece of studies of family structure. As with all types of network data, thorough data on sibship sets are difficult to collect because the process is time-consuming and tedious—both for respondents and for fieldworkers. However, our evidence suggests that this area is a promising one for understanding family dynamics more fully, especially in parts of the world where resource scarcity leads individuals to rely on extended kin networks. Our findings point to the fact that it is misguided to conceive of siblings only as competitors for limited family resources—as rivals reducing one’s educational opportunities. Financial, and possibly non-financial, support that siblings provide each other can offset many of the disadvantages they engender, particularly as they make the transition to adulthood. In the balance—at least in Malawi—we suggest that economically supportive siblings represent a much greater benefit than they do burden.</p>
</sec>
</body>
<back>
<fn-group>
<fn id="FN1">
<label>4</label>
<p id="P52">Notable exceptions include Sulloway (1996) on personality,
<xref rid="R4" ref-type="bibr">Argys et al. (2006)</xref>
on sexual behavior, and Milne and Judge (2011;
<xref rid="R43" ref-type="bibr">2009</xref>
) on sex and reproduction.</p>
</fn>
<fn id="FN2">
<label>5</label>
<p id="P53">Tsogolo la Thanzi is a research project designed by Jenny Trinitapoli and Sara Yeatman, and funded by grant R01 HD058366 from the National Institute of Child Health and Human Development. Details are available online (
<ext-link ext-link-type="uri" xlink:href="http://sites.psu.edu/tltc/">http://sites.psu.edu/tltc/</ext-link>
).</p>
</fn>
<fn id="FN3">
<label>6</label>
<p id="P54">Women’s male partners were enrolled in the TLT study using respondent-driven sampling techniques; however we exclude these men (a non-random sample, significantly older than the population of focus here) from our present analyses.</p>
</fn>
<fn id="FN4">
<label>7</label>
<p id="P55">We tested all models using an alternate specification—number of living siblings, which produced substantively identical results across all four outcomes.</p>
</fn>
<fn id="FN5">
<label>8</label>
<p id="P56">Although TLT collected data on birth year of siblings, much of these data were missing, as respondents had a hard time recalling, or calculating, the exact years their siblings were born. However, because siblings were listed in the roster from oldest to youngest, and respondents had no trouble relaying the age-order of their sibship set or any other key characteristics (i.e., sex, marital status, and co-residency), we were easily able to categorize siblings as older vs. younger according to their position in the household roster.</p>
</fn>
<fn id="FN6">
<label>9</label>
<p id="P57">Due to differences in family size, some respondents provided data on zero (3%), only one (7%), or only two (9%) focal siblings.</p>
</fn>
<fn id="FN7">
<label>10</label>
<p id="P58">Our measure is constructed following the same procedures the DHS uses to calculate their measures of household wealth; it consists of an array of household goods, personal possessions, and housing attributes. The household goods are: a bed with a mattress, television, radio, landline or mobile phone, refrigerator, bicycle, motorcycle, animal-drawn cart, automobile, and Bible. We also include toilet type, electricity, roofing material, and flooring type.</p>
</fn>
<fn id="FN8">
<label>11</label>
<p id="P59">Respondents were asked about the level of support they
<italic>received</italic>
from each romantic partner in cash or kind during the past month. To make this amount comparable to the data collected from siblings, we multiplied it by 4. We recognize that many gifts may not be fungible to educational needs in the same way cash is. However, cash is commonly exchanged between romantic partners, and gifts tend to represent a mix of basic (maize, chickens, soaps) and “luxury” goods (clothes, lotions, cell phone units), all of which are common purchases by young adults in this part of the world. We can see no reason to believe there is any bias – either by schooling status or sibship size — between those receiving large amounts of in-kind luxury goods from partners and those who receive equivalent or smaller amounts of cash. We acknowledge that there are marked gender differences in the amount of support young adults receive from romantic partners; however, men in Malawi receive support from their romantic partners too. The average amount for men (for those receiving any support) was approximately 19 USD, in comparison to the roughly 47 USD women respondents reported. Although the divergence in amounts received is sizable, we do not believe that material support from romantic partners will operate differently for men and for women in terms of its consequences. As with our measure of net transfers for siblings, we recoded extreme outliers (N=19) to the 99
<sup>th</sup>
percentile.</p>
</fn>
<fn id="FN9">
<label>12</label>
<p id="P60">Drawing from a large literature on birth order effects in sibling relationships, we wondered if the age differences were being driven by the fact that younger respondents are less likely to be first-borns, with firstborns having a particular role and set of responsibilities to support younger siblings. We tested this and found firstborn status is, indeed, negatively associated with engaging in transfers at all (moderately) and negatively associated with the net amount for both the full and exchanging sub-samples. However, since birth order is not a focus of our analyses here, and since all the other covariates behave in the same way, with and without firstborn-status as a control, we do not present these analyses here. We do, however, acknowledge the importance of birth order in the study of siblings generally, and identify focused work on birth order, transfers, schooling outcomes, and a host of other demographic processes as an important area for future research on siblings in developing contexts.</p>
</fn>
</fn-group>
<ack id="S24">
<title>Acknowledgments</title>
<p id="P61">This research uses data from Tsogolo la Thanzi, funded by grants (R01-HD058366 and R01-HD077873) from the National Institute of Child Health and Human Development. The first author was supported by an NICHD center grant to the Population Research Institute of the Pennsylvania State University under award number R24HD041025. Thanks to the entire TLT staff for their excellent data collection efforts. We are grateful to the Family Working Group at Penn State’s Population Research Institute, Emily Smith-Greenaway, Andy Hinde, and the anonymous
<italic>Demographic Research</italic>
reviewers for valuable feedback on earlier drafts of this paper.</p>
</ack>
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<given-names>J</given-names>
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</back>
<floats-group>
<fig id="F1" orientation="portrait" position="float">
<label>Figure 1</label>
<caption>
<p id="P62">Financial transfers and educational attainment by sibship size</p>
</caption>
<graphic xlink:href="nihms574257f1"></graphic>
</fig>
<fig id="F2" orientation="portrait" position="float">
<label>Figure 2</label>
<caption>
<p id="P63">Predicted probability of four educational outcomes by net transfer amount and three categories of sibship size</p>
</caption>
<graphic xlink:href="nihms574257f2"></graphic>
</fig>
<table-wrap id="T1" position="float" orientation="landscape">
<label>Table 1</label>
<caption>
<p id="P64">Descriptive overview of analytic sample, Tsogolo la Thanzi, Waves 1 and 4</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="right" rowspan="1" colspan="1"></th>
<th align="right" rowspan="1" colspan="1"></th>
<th align="center" colspan="2" rowspan="1">Wave 1</th>
<th align="center" colspan="2" rowspan="1">Wave 2</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="right" rowspan="1" colspan="1"></th>
<th align="right" rowspan="1" colspan="1"></th>
<th align="center" colspan="4" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="right" rowspan="1" colspan="1">min</th>
<th align="right" rowspan="1" colspan="1">max</th>
<th align="right" rowspan="1" colspan="1">mean</th>
<th align="right" rowspan="1" colspan="1">sd</th>
<th align="right" rowspan="1" colspan="1">mean</th>
<th align="right" rowspan="1" colspan="1">sd</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Sibship Characteristics</bold>
</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">10</td>
<td align="right" rowspan="1" colspan="1">4.81</td>
<td align="right" rowspan="1" colspan="1">2.28</td>
<td align="right" rowspan="1" colspan="1">4.88</td>
<td align="right" rowspan="1" colspan="1">2.27</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Respondent Has Zero Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.02</td>
<td align="right" rowspan="1" colspan="1">0.13</td>
<td align="right" rowspan="1" colspan="1">0.02</td>
<td align="right" rowspan="1" colspan="1">0.13</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Older Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">10</td>
<td align="right" rowspan="1" colspan="1">2.40</td>
<td align="right" rowspan="1" colspan="1">2.33</td>
<td align="right" rowspan="1" colspan="1">2.45</td>
<td align="right" rowspan="1" colspan="1">2.35</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Younger Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">10</td>
<td align="right" rowspan="1" colspan="1">2.44</td>
<td align="right" rowspan="1" colspan="1">1.84</td>
<td align="right" rowspan="1" colspan="1">2.47</td>
<td align="right" rowspan="1" colspan="1">1.87</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Educational Outcomes</bold>
</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Educational Attainment</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">14</td>
<td align="right" rowspan="1" colspan="1">7.57</td>
<td align="right" rowspan="1" colspan="1">2.39</td>
<td align="right" rowspan="1" colspan="1">7.47</td>
<td align="right" rowspan="1" colspan="1">2.34</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">School Enrollment</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.80</td>
<td align="right" rowspan="1" colspan="1">0.40</td>
<td align="right" rowspan="1" colspan="1">0.80</td>
<td align="right" rowspan="1" colspan="1">0.40</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">At Grade-Level, W1</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.49</td>
<td align="right" rowspan="1" colspan="1">0.50</td>
<td align="right" rowspan="1" colspan="1">0.48</td>
<td align="right" rowspan="1" colspan="1">0.50</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">At Grade-Level, W4</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">--</td>
<td align="right" rowspan="1" colspan="1">--</td>
<td align="right" rowspan="1" colspan="1">0.42</td>
<td align="right" rowspan="1" colspan="1">0.49</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Has MSCE</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.00</td>
<td align="right" rowspan="1" colspan="1">0.06</td>
<td align="right" rowspan="1" colspan="1">0.00</td>
<td align="right" rowspan="1" colspan="1">0.05</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Sibling Financial Transfer Variables</bold>
</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Net Exchange with Focal Sibship Set, USD</td>
<td align="right" rowspan="1" colspan="1">−26.7</td>
<td align="right" rowspan="1" colspan="1">77</td>
<td align="right" rowspan="1" colspan="1">2.41</td>
<td align="right" rowspan="1" colspan="1">9.87</td>
<td align="right" rowspan="1" colspan="1">2.13</td>
<td align="right" rowspan="1" colspan="1">8.86</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Received From Focal Sibship Set, USD</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">210</td>
<td align="right" rowspan="1" colspan="1">3.92</td>
<td align="right" rowspan="1" colspan="1">14.56</td>
<td align="right" rowspan="1" colspan="1">3.56</td>
<td align="right" rowspan="1" colspan="1">13.18</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Given To Focal Sibship Set, USD</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">100</td>
<td align="right" rowspan="1" colspan="1">1.18</td>
<td align="right" rowspan="1" colspan="1">4.52</td>
<td align="right" rowspan="1" colspan="1">1.07</td>
<td align="right" rowspan="1" colspan="1">3.23</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No Exchange with Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.32</td>
<td align="right" rowspan="1" colspan="1">0.47</td>
<td align="right" rowspan="1" colspan="1">0.32</td>
<td align="right" rowspan="1" colspan="1">0.47</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Alternate Financial Support Measure</bold>
</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Transfer from Romantic Partner, USD</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">400</td>
<td align="right" rowspan="1" colspan="1">16.94</td>
<td align="right" rowspan="1" colspan="1">40.09</td>
<td align="right" rowspan="1" colspan="1">16.06</td>
<td align="right" rowspan="1" colspan="1">39.98</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Socio-demographic Controls</bold>
</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Female</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.70</td>
<td align="right" rowspan="1" colspan="1">0.46</td>
<td align="right" rowspan="1" colspan="1">0.69</td>
<td align="right" rowspan="1" colspan="1">0.46</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age</td>
<td align="right" rowspan="1" colspan="1">15</td>
<td align="right" rowspan="1" colspan="1">18</td>
<td align="right" rowspan="1" colspan="1">16.34</td>
<td align="right" rowspan="1" colspan="1">1.12</td>
<td align="right" rowspan="1" colspan="1">16.32</td>
<td align="right" rowspan="1" colspan="1">1.12</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Household Wealth Index</td>
<td align="right" rowspan="1" colspan="1">−3.2</td>
<td align="right" rowspan="1" colspan="1">8</td>
<td align="right" rowspan="1" colspan="1">0.17</td>
<td align="right" rowspan="1" colspan="1">2.51</td>
<td align="right" rowspan="1" colspan="1">0.01</td>
<td align="right" rowspan="1" colspan="1">2.37</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance from Town Center</td>
<td align="right" rowspan="1" colspan="1">−1.3</td>
<td align="right" rowspan="1" colspan="1">4</td>
<td align="right" rowspan="1" colspan="1">−0.02</td>
<td align="right" rowspan="1" colspan="1">1.02</td>
<td align="right" rowspan="1" colspan="1">0.02</td>
<td align="right" rowspan="1" colspan="1">1.01</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Ever Married</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.09</td>
<td align="right" rowspan="1" colspan="1">0.29</td>
<td align="right" rowspan="1" colspan="1">0.10</td>
<td align="right" rowspan="1" colspan="1">0.30</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Parity</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">2</td>
<td align="right" rowspan="1" colspan="1">0.09</td>
<td align="right" rowspan="1" colspan="1">0.29</td>
<td align="right" rowspan="1" colspan="1">0.09</td>
<td align="right" rowspan="1" colspan="1">0.30</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Has Romantic Partner</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.37</td>
<td align="right" rowspan="1" colspan="1">0.48</td>
<td align="right" rowspan="1" colspan="1">0.36</td>
<td align="right" rowspan="1" colspan="1">0.48</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Orphaned Before Age 15</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.20</td>
<td align="right" rowspan="1" colspan="1">0.40</td>
<td align="right" rowspan="1" colspan="1">0.22</td>
<td align="right" rowspan="1" colspan="1">0.42</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<italic>Co-residency Arrangement</italic>
</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Parents and Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.49</td>
<td align="right" rowspan="1" colspan="1">0.50</td>
<td align="right" rowspan="1" colspan="1">0.52</td>
<td align="right" rowspan="1" colspan="1">0.50</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Siblings, No Parent</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.17</td>
<td align="right" rowspan="1" colspan="1">0.37</td>
<td align="right" rowspan="1" colspan="1">0.17</td>
<td align="right" rowspan="1" colspan="1">0.38</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  No Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.25</td>
<td align="right" rowspan="1" colspan="1">0.43</td>
<td align="right" rowspan="1" colspan="1">0.21</td>
<td align="right" rowspan="1" colspan="1">0.41</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0</td>
<td align="right" rowspan="1" colspan="1">1</td>
<td align="right" rowspan="1" colspan="1">0.09</td>
<td align="right" rowspan="1" colspan="1">0.29</td>
<td align="right" rowspan="1" colspan="1">0.09</td>
<td align="right" rowspan="1" colspan="1">0.29</td>
</tr>
<tr>
<td align="left" colspan="7" valign="bottom" rowspan="1">
<hr></hr>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">816</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN1">
<p id="P65">
<italic>Note</italic>
: Waves 1 and 4 of Tsogolo la Thanzi were collected in 2009 and 2010</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float" orientation="landscape">
<label>Table 2</label>
<caption>
<p id="P66">Estimates from models predicting transfer behavior and net amount, Tsogolo la Thanzi, W1</p>
</caption>
<table frame="hsides" rules="none">
<thead>
<tr>
<th align="left" rowspan="1" colspan="1">Model Type</th>
<th align="center" colspan="2" rowspan="1">Logit</th>
<th align="center" colspan="2" rowspan="1">OLS</th>
<th align="center" colspan="2" rowspan="1">OLS</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Outcome</th>
<th align="center" colspan="2" rowspan="1">Engage in Transfer</th>
<th align="center" colspan="2" rowspan="1">Net Transfer
<break></break>
Amount</th>
<th align="center" colspan="2" rowspan="1">Net Transfer
<break></break>
Amount</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Sample</th>
<th align="center" colspan="2" rowspan="1">Full Sample</th>
<th align="center" colspan="2" rowspan="1">Full Sample</th>
<th align="center" colspan="2" rowspan="1">Transferring
<break></break>
Respondents</th>
</tr>
<tr>
<th align="left" colspan="7" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="2" rowspan="1">Model 1</th>
<th align="center" colspan="2" rowspan="1">Model 2</th>
<th align="center" colspan="2" rowspan="1">Model 3</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="6" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Siblings</td>
<td align="right" rowspan="1" colspan="1">−0.04 (0.04)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.65 (0.16)</td>
<td align="left" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.91 (0.21)</td>
<td align="left" rowspan="1" colspan="1">***</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Female</td>
<td align="right" rowspan="1" colspan="1">−0.54 (0.17)</td>
<td align="left" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">0.61 (0.75)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.36 (1.05)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age</td>
<td align="right" rowspan="1" colspan="1">0.15 (0.08)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">0.14 (0.35)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.08 (0.49)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Ever Married</td>
<td align="right" rowspan="1" colspan="1">−0.75 (0.36)</td>
<td align="left" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−2.48 (1.84)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−2.67 (2.96)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Parity</td>
<td align="right" rowspan="1" colspan="1">0.55 (0.33)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−0.43 (1.37)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−1.56 (2.25)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Household Wealth Index</td>
<td align="right" rowspan="1" colspan="1">0.06 (0.04)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">0.60 (0.22)</td>
<td align="left" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">0.84 (0.30)</td>
<td align="left" rowspan="1" colspan="1">**</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance from Town Center</td>
<td align="right" rowspan="1" colspan="1">0.10 (0.09)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.41 (0.27)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.61 (0.38)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Orphaned Before Age 15</td>
<td align="right" rowspan="1" colspan="1">0.09 (0.21)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.56 (0.86)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.02 (1.15)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Co-residency Arrangement (Reference: With Parents and Siblings)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Siblings, No Parent</td>
<td align="right" rowspan="1" colspan="1">0.63 (0.25)</td>
<td align="left" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">1.26 (0.77)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.47 (1.03)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  No Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0.19 (0.22)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.97 (1.21)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">2.79 (1.65)</td>
<td align="left" rowspan="1" colspan="1">+</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0.38 (0.29)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">4.40 (1.54)</td>
<td align="left" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">5.62 (1.94)</td>
<td align="left" rowspan="1" colspan="1">**</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Constant</td>
<td align="right" rowspan="1" colspan="1">−1.33 (1.33)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−4.46 (5.74)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−4.63 (8.25)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" colspan="7" valign="bottom" rowspan="1">
<hr></hr>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Log Likelihood</td>
<td align="right" rowspan="1" colspan="1">−550.16</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−3356.63</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−2378.39</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">r2</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.07</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.10</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">625</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float" orientation="landscape">
<label>Table 3</label>
<caption>
<p id="P67">Estimates from models predicting transfer behavior and net amount, Tsogolo la Thanzi, Wave 1</p>
</caption>
<table frame="hsides" rules="none">
<thead>
<tr>
<th align="left" rowspan="1" colspan="1">Model Type</th>
<th align="center" colspan="2" rowspan="1">Logit</th>
<th align="center" colspan="2" rowspan="1">OLS</th>
<th align="center" colspan="2" rowspan="1">OLS</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Outcome</th>
<th align="center" colspan="2" rowspan="1">Engage in
<break></break>
Transfer</th>
<th align="center" colspan="2" rowspan="1">Net Transfer
<break></break>
Amount</th>
<th align="center" colspan="2" rowspan="1">Net Transfer
<break></break>
Amount</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Sample</th>
<th align="center" colspan="2" rowspan="1">Full Sample</th>
<th align="center" colspan="2" rowspan="1">Full Sample</th>
<th align="center" colspan="2" rowspan="1">Transferring
<break></break>
Respondents</th>
</tr>
<tr>
<th align="left" colspan="7" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="2" rowspan="1">Model 1</th>
<th align="center" colspan="2" rowspan="1">Model 2</th>
<th align="center" colspan="2" rowspan="1">Model 3</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="6" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Older Siblings</td>
<td align="right" rowspan="1" colspan="1">0.03 (0.04)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.00 (0.16)</td>
<td align="left" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">1.35 (0.21)</td>
<td align="left" rowspan="1" colspan="1">***</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Younger Siblings</td>
<td align="right" rowspan="1" colspan="1">−0.17 (0.05)</td>
<td align="left" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.49 (0.20)</td>
<td align="left" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">−0.58 (0.27)</td>
<td align="left" rowspan="1" colspan="1">*</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Female</td>
<td align="right" rowspan="1" colspan="1">−0.57 (0.18)</td>
<td align="left" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">0.49 (0.72)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.92 (1.02)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age</td>
<td align="right" rowspan="1" colspan="1">0.16 (0.08)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">0.15 (0.34)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.09 (0.47)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Ever Married</td>
<td align="right" rowspan="1" colspan="1">−0.68 (0.36)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−1.90 (1.84)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−1.79 (2.99)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Parity</td>
<td align="right" rowspan="1" colspan="1">0.60 (0.33)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−0.22 (1.32)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−1.28 (2.18)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Household Wealth Index</td>
<td align="right" rowspan="1" colspan="1">0.05 (0.04)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.50 (0.20)</td>
<td align="left" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.70 (0.27)</td>
<td align="left" rowspan="1" colspan="1">*</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance from Town Center</td>
<td align="right" rowspan="1" colspan="1">0.11 (0.09)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.38 (0.26)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.52 (0.37)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Orphaned Before Age 15</td>
<td align="right" rowspan="1" colspan="1">−0.05 (0.21)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.47 (0.84)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.16 (1.11)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Co-residency Arrangement (Reference: With Parents and Siblings)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Siblings, No Parent</td>
<td align="right" rowspan="1" colspan="1">0.61 (0.25)</td>
<td align="left" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.87 (0.74)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.90 (0.98)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  No Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0.10 (0.23)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.23 (1.17)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.95 (1.57)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">  With Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0.14 (0.29)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">2.47 (1.45)</td>
<td align="left" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">2.79 (1.87)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Constant</td>
<td align="right" rowspan="1" colspan="1">−1.13 (1.36)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−2.14 (5.64)</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−1.56 (8.00)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" colspan="7" valign="bottom" rowspan="1">
<hr></hr>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Log Likelihood</td>
<td align="right" rowspan="1" colspan="1">−540.97</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−3327.77</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−2355.74</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">r2</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.13</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.16</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">625</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T4" position="float" orientation="landscape">
<label>Table 4</label>
<caption>
<p id="P68">Estimates from regression models predicting educational outcomes according to sibship size and sibling economic transfers, Tsogolo la Thanzi, Waves 1 & 4</p>
</caption>
<table frame="hsides" rules="none">
<thead>
<tr>
<th align="left" rowspan="1" colspan="1">Outcome</th>
<th align="center" colspan="4" rowspan="1">Years of Education</th>
<th align="center" colspan="4" rowspan="1">School Enrollment</th>
<th align="center" colspan="4" rowspan="1">At Grade Level</th>
<th align="center" colspan="4" rowspan="1">At Grade Level</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Model Type</th>
<th align="center" colspan="4" rowspan="1">OLS</th>
<th align="center" colspan="4" rowspan="1">Logit</th>
<th align="center" colspan="4" rowspan="1">Logit</th>
<th align="center" colspan="4" rowspan="1">Logit</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Analytic Sample</th>
<th align="center" colspan="4" rowspan="1">Wave 1</th>
<th align="center" colspan="4" rowspan="1">Wave 1</th>
<th align="center" colspan="4" rowspan="1">Wave 1</th>
<th align="center" colspan="4" rowspan="1">Wave 4</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="4" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="4" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="4" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="4" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="2" rowspan="1">Model 1</th>
<th align="center" colspan="2" rowspan="1">Model 2</th>
<th align="center" colspan="2" rowspan="1">Model 3</th>
<th align="center" colspan="2" rowspan="1">Model 4</th>
<th align="center" colspan="2" rowspan="1">Model 5</th>
<th align="center" colspan="2" rowspan="1">Model 6</th>
<th align="center" colspan="2" rowspan="1">Model 7</th>
<th align="center" colspan="2" rowspan="1">Model 8</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1"></th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
<th align="center" colspan="2" valign="bottom" rowspan="1">
<hr></hr>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">β/(se)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of Siblings</td>
<td align="right" rowspan="1" colspan="1">−0.0 6 (0.03)</td>
<td align="right" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−0.08 (0.03)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.03 (0.06)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.04 (0.06)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.06 (0.04)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.10 (0.04)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.08 (0.04)</td>
<td align="right" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−0.10 (0.04)</td>
<td align="right" rowspan="1" colspan="1">*</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Female</td>
<td align="right" rowspan="1" colspan="1">0.71 (0.07)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.70 (0.07)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.52 (0.13)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.50 (0.14)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.10 (0.08)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.12 (0.09)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.13 (0.09)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.15 (0.09)</td>
<td align="right" rowspan="1" colspan="1">+</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age</td>
<td align="right" rowspan="1" colspan="1">0.67 (0.13)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.64 (0.13)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.27 (0.27)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.24 (0.28)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.82 (0.17)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.79 (0.18)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.56 (0.18)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">0.54 (0.18)</td>
<td align="right" rowspan="1" colspan="1">**</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Ever Married</td>
<td align="right" rowspan="1" colspan="1">0.39 (0.16)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.38 (0.16)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.69 (0.35)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.70 (0.34)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.28 (0.22)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.26 (0.22)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.07 (0.22)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.05 (0.22)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Parity</td>
<td align="right" rowspan="1" colspan="1">−1.32 (0.33)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−1.25 (0.32)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−3.69 (0.76)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−3.65 (0.77)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−1.26 (0.45)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">−1.20 (0.48)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.77 (0.47)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.76 (0.47)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Household Wealth Index</td>
<td align="right" rowspan="1" colspan="1">0.37 (0.03)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.35 (0.03)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.20 (0.07)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">0.21 (0.07)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">0.36 (0.05)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.35 (0.05)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.28 (0.04)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">0.27 (0.04)</td>
<td align="right" rowspan="1" colspan="1">***</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance from Town Center</td>
<td align="right" rowspan="1" colspan="1">−0.36 (0.09)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.35 (0.09)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.25 (0.11)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.25 (0.11)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.45 (0.11)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.44 (0.11)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.51 (0.12)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.50 (0.12)</td>
<td align="right" rowspan="1" colspan="1">***</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Orphaned Before Age 15</td>
<td align="right" rowspan="1" colspan="1">−0.38 (0.32)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.40 (0.31)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−2.34 (0.48)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−2.28 (0.49)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−0.52 (0.40)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.55 (0.38)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.74 (0.43)</td>
<td align="right" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−0.71 (0.42)</td>
<td align="right" rowspan="1" colspan="1">+</td>
</tr>
<tr>
<td align="left" colspan="4" rowspan="1">Co-residency Arrangement (Reference: With Parents and Siblings)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">With Siblings, No Parent</td>
<td align="right" rowspan="1" colspan="1">−0.01 (0.21)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.04 (0.21)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.97 (0.33)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">−0.99 (0.33)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">−0.01 (0.25)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.08 (0.25)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.22 (0.25)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.27 (0.25)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">−0.28 (0.19)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.33 (0.19)</td>
<td align="right" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1">−0.86 (0.36)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.90 (0.39)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.56 (0.27)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.69 (0.26)</td>
<td align="right" rowspan="1" colspan="1">**</td>
<td align="right" rowspan="1" colspan="1">−0.44 (0.30)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.50 (0.29)</td>
<td align="right" rowspan="1" colspan="1">+</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">With Parents, No Siblings</td>
<td align="right" rowspan="1" colspan="1">0.15 (0.23)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.02 (0.23)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.49 (0.44)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.51 (0.47)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.05 (0.30)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.34 (0.33)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.26 (0.31)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.42 (0.33)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Has Romantic Partner</td>
<td align="right" rowspan="1" colspan="1">0.15 (0.16)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.04 (0.16)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.60 (0.26)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">−0.54 (0.27)</td>
<td align="right" rowspan="1" colspan="1">*</td>
<td align="right" rowspan="1" colspan="1">0.01 (0.19)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.05 (0.20)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.15 (0.20)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.11 (0.21)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Net Received from Romantic Partner</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.00 (0.00)</td>
<td align="right" rowspan="1" colspan="1">+</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">−0.00 (0.00)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.00 (0.00)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.00 (0.00)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Net Received from Focal Sibship Set</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.03 (0.01)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.01 (0.02)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.07 (0.02)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.03 (0.02)</td>
<td align="right" rowspan="1" colspan="1">*</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Constant</td>
<td align="right" rowspan="1" colspan="1">−4.27 (1.07)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">−3.97 (1.08)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">11.55 (2.32)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">11.27 (2.36)</td>
<td align="right" rowspan="1" colspan="1">***</td>
<td align="right" rowspan="1" colspan="1">1.57 (1.36)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.96 (1.41)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1.94 (1.38)</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">2.29 (1.41)</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">-</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Log Likelihood</td>
<td align="right" rowspan="1" colspan="1">1857.66</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">1845.94</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">274.55</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">273.77</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">509.43</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">493.09</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">469.32</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">464.26</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">r2</td>
<td align="right" rowspan="1" colspan="1">0.41</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">0.42</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">918</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">816</td>
<td align="right" rowspan="1" colspan="1"></td>
<td align="right" rowspan="1" colspan="1">816</td>
<td align="right" rowspan="1" colspan="1"></td>
</tr>
</tbody>
</table>
</table-wrap>
</floats-group>
</pmc>
</record>

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{{Explor lien
   |wiki=    Wicri/Sante
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Wicri

This area was generated with Dilib version V0.6.32.
Data generation: Mon Nov 13 19:31:10 2017. Site generation: Wed Mar 6 19:14:32 2024