in contemporary affluent societies , increases in life expectancy have enhanced the opportunities for grandparents to care for their grandchildren ( uhlenberg , 1996 ; friedman et al . , 2008 ; coall & hertwig , 2010 ) . these enhanced opportunities for grandparental childcare created by the larger shared lifespan between grandparents and grandchildren are frequently utilized . in the united states 23% of the children under 5 years of age are weekly cared for by their grandparents ( johnson , 2005 ) and 60% of grandparents provide occasional or more frequent care ( fuller - thomson & minkler , 2001 ) . a study in europe found that 58% of grandmothers and 49% of grandfathers took care of at least one of their grandchildren in the preceding year ( hank & buber , 2009 ) . the quality of grandparental childcare is valued more highly than formal childcare by british as well as dutch parents . both british and dutch parents mention the importance of trust for this preference ( wheelock & jones , 2002 ; portegijs et al . , grandparents are thought to provide care that meets the specific needs of the grandchildren ( wheelock & jones , 2002 ) . grandparental childcare is also less expensive than formal childcare ( portegijs et al . , 2006 ) . beside the perceived quality and low price of grandparental childcare this care could ease women 's dilemma of combining paid employment and motherhood ( hoppmann & klumb , 2010 ) . grandparental childcare could allow the mother to maintain or increase her labour force participation ( cardia & ng , 2003 ; gray , 2005 ; dimova & wolff , 2011 ) and might make it easier for her to have more children ( kaptijn & thomese , 2010 ; kaptijn et al . , 2010 ) . although grandparental childcare can also be a source of conflict between grandparents and children , these conflicts are usually perceived as manageable ( wheelock & jones , 2002 ) . a majority of older women have reported differentiating their investments among their adult children ( suitor et al . , 2006 , 2007 ) . in explaining these differential investments , cultural , economic and evolutionary perspectives have all focused on different explanatory factors while rarely taking account of each other 's views ( coall & hertwig , 2010 ) . cultural explanations have focused on values and norms and found that parents who hold an unconditional family solidarity norm invest more in their children ( kohli & knemund , 2003 ) , that parents invest more in children who are more in need ( mcgarry & schoeni , 1997 ; suitor et al . , 2006 , 2007 ; 2009 ) and that parental investments are lower for children who had problems with substance use or law enforcement ( suitor & pillemer , 2000 ) . economic explanations have focused on reciprocity and found that parents invest more in children who also provide support to them ( kunemund & rein , 1999 ; boerner & reinhardt , 2003 ; pillemer & suitor , 2006 ; suitor et al . , 2006 ) and that parents receive more support from children in whom they invested more heavily in the past ( henretta et al . evolutionary explanations have focused on the adult child 's sex and found that maternal grandparents invest more than paternal grandparents ( euler & weitzel , 1996 ; michalski & shackelford , 2005 ; pollet et al . , however , evolutionary studies of inter - generational transfers in particular have been criticized for ignoring the importance of cultural factors for grandparental investments ( silverstein , 2007 ; friedman et al . , 2008 ; gilding , 2009 ) . this study focuses on two key evolutionary hypotheses concerning grandparental investments differentiated by the child 's sex while also taking account of cultural and economic explanations . within the darwinian paradigm , grandparental investments are understood as part of an evolved strategy in old age aimed at increasing the grandparents ' reproductive success through the survival of their progeny . especially women could gain fitness with these investments by increasing the reproductive success of their offspring rather than by continuing to reproduce themselves ( hawkes , 2004 ; lahdenpera et al . this view , although debated ( strassmann & garrard , 2011 ) , is supported by several studies in pre - modern populations , which found that the presence of a grandmother has a positive effect on the survival chances of the grandchild ( reviewed by sear & mace , 2008 ) . in modern societies almost all children stay alive after birth and grandparents are not expected to contribute to the survival chances of their children . however , human behaviour in modern societies may still be explained by the vestiges of adaptations formed in pre - modern societies ( tooby & cosmides , 1990 , 1992 ; buss , 1994 ; geary , 1998 ) . in line with this reasoning , discriminative grandparental investments in modern societies have been explained by differences in the certainty of genetic relatedness between grandparents and grandchildren and differences in the reproductive potential of the children ( e.g. euler & weitzel , 1996 ; chrastil et al . , 2006 ; grandparents are more certain of the genetic relationship with their daughters ' children than with their sons ' children , so grandparents are expected to invest more in their daughters ' children than in their sons ' children ( euler & weitzel , 1996 ) . however , under good socioeconomic conditions sons are expected to produce more children than daughters ( hopcroft , 2006 ; fieder & huber , 2007 ; nettle & pollet , 2008 ) . this would direct grandparental investments to the sons ' children under good socioeconomic conditions ( trivers & willard , 1973 ) , the potential reproductive benefit partly overcoming uncertainty over paternity . from an evolutionary perspective the main objective of parental investments is to enable one 's own children to survive and reproduce . although both men and women have an evolutionary interest in investing in their children , men and women are unequal in the certainty that their parental investments will actually benefit their biological children . women are absolutely certain that the children they bear are their biological children . in contrast , men are less than 100% certain that they are the biological father of their putative children ( trivers , 1972 ) . even if men feel certain about their paternity , they run the risk of unknowingly investing in the children of somebody else . based on a review of 67 studies , anderson ( 2006 ) estimated the current rate of non - paternity for men with high paternity confidence to be 1.9% . the risk of investing in somebody else 's children is thought to shape men 's parenting decisions . in line with this idea , men invest less in their children when the physical resemblance with their putative children is smaller ( alvergne et al . , 2009 ; heijkoop et al . , 2009 ) and when they are less certain about their paternity ( anderson et al . , 2007 ) . because grandparents also run the risk of investing in genetically unrelated grandchildren when they invest in their sons ' children , paternal grandparents are expected to invest less than maternal grandparents . numerous studies have tested this hypothesis using a wide range of outcome measures and methods . paternal grandparents are found to have less contact with their grandchildren ( salmon , 1999 ; pollet et al . , 2006 , 2009 ) , to be emotionally less close to their grandchildren ( laham et al . , 2005 ; michalski & shackelford , 2005 ; bishop et al . , 2009 ) , to take less care of their grandchildren ( euler & weitzel , 1996 ; euler et al . , 2001 ; chrastil et al . , 2006 ) and to give less financial support to their grandchildren ( pollet et al . , 2009 ) these results are obtained using self - reports from the grandchildren ( salmon , 1999 ; laham et al . , 2005 ; bishop et al . , 2009 ) , the grandparents ( michalski & shackelford , 2005 ; pollet et al . , 2007 , 2009 ) and retrospective reports of adult grandchildren ( euler & weitzel , 1996 ; euler et al . , 2001 ; although the results of these studies are consistent and could be interpreted as support for the paternity uncertainty hypothesis , these studies are limited in their use of samples from western populations . the results are also in accordance with cultural explanations ( dubas , 2001 ; friedman et al . , 2008 ) . that is , women usually are more involved in family relationships and bear the prime responsibility for maintaining the family bonds . thus , the larger investments of maternal grandparents compared with paternal grandparents might also be a consequence of women being socialized to have stronger bonds with their parents than men ( eisenberg , 1988 ; dubas , 2001 ) . grandchildren in farm families in iowa reported more frequent contact and higher quality relationships with their paternal grandparents ( king & elder , 1995 ; king et al . , 2003 ) . also in rural greece , grandchildren reported having higher quality relationships with their paternal grandparents ( pashos , 2000 ) . although the authors themselves explained these results by reference to the rural patrilineal culture ( king & elder , 1995 ; pashos , 2000 ; king et al . , 2003 ) , these studies have been criticized for not truly measuring grandparental investments , but attempts of the middle generation to acquire land from the grandparents ( michalski & shackelford , 2005 ) . a second limitation of the above - mentioned studies is that they do not take reciprocity into account as an alternative explanation of the observed smaller investments of paternal grandparents . exchange and delayed exchange might be important motives of the grandparents to invest in their grandchildren ( kohli & knemund , 2003 ; friedman et al . , 2008 ) . in accordance with this idea parents invest more in adult children who also provide support to them ( kunemund & rein , 1999 ; boerner & reinhardt , 2003 ; pillemer & suitor , 2006 ; suitor et al . , 2006 ) . the grandparental investment bias toward maternal offspring thus might be partly explained in terms of stimulating reciprocal support from daughters , particularly as future caregivers ( friedman et al . , 2008 ) . in order to evaluate the relevance of the paternity uncertainty hypothesis beside cultural or economic explanations of biases towards daughters ' children in grandparental investments , this hypothesis is tested in this study using data from two culturally different countries : the netherlands and china . the netherlands is a typical western county where a grandparental investment bias towards daughters ' children has been reported ( pollet et al . , 2006 , 2007 ) . china has a patrilineal culture where sons are valued more than daughters , especially in rural areas ( lai - wan et al . , 2006 ) . to account for reciprocity , emotional and instrumental support that the grandparent received from the children is included in the analysis of both populations . to meet the critique on previous studies of not truly measuring grandparental investments , the provision of grandparental childcare is used as a direct measure of grandparental investment this measure of grandparental investment has also been reported to be positively related to the children 's fertility in the netherlands ( kaptijn et al . , 2010 ) , which makes it a relevant indicator of grandparental investment from an evolutionary perspective . in addition to the certainty that grandparental investments actually benefit genetically related grandchildren , the reproductive potential of the children is also expected to play a role in discriminative grandparental investments . from an evolutionary point of view , grandparents should have an incentive to devote more of their resources to children who can be expected to produce the largest number of grandchildren . because on the marriage market the value of occupying a high socioeconomic position differs between the sexes , the reproductive potential of sons and daughters also differ according to their socioeconomic position . in general , women tend to prefer men of high socioeconomic status , while men find the socioeconomic status of a potential partner less important ( buss & schmitt , 1993 ; geary et al . , 2004 ) . as a result , high status men are more likely to marry than lower status men , leaving lower status men more often unmarried and childless , while for women such a pattern does not occur ( fieder & huber , 2007 ; brown et al . 2011 ) . in most human populations , especially in serial monogamous and polygamous societies , variance in men 's fertility the effect of men 's social status on their reproductive success is stronger in hunter gatherer societies ( nettle & pollet , 2008 ) , but also in contemporary serial monogamous societies , the relationship between socioeconomic status and fertility is positive for men , but negative for women ( hopcroft , 2006 ; fieder & huber , 2007 ; nettle & pollet , 2008 ; fieder et al . , higher status sons are expected to produce more children than higher status daughters , whereas lower status daughters are expected to produce more children than lower status sons . the hypothesis that parental investments  and by extension grandparental investments  are biased towards the child with the largest reproductive potential was originally formulated by trivers & willard ( 1973 ) and became known as the trivers  willard hypothesis . trivers & willard ( 1973 ) predicted a bias in the sex ratio of the children towards sons under good material conditions and towards daughters under poor material conditions . parents in good conditions seem to have a larger chance of getting sons ( hopcroft , 2005 ; almond & edlund , 2007 ; magnuson et al . , 2007 ; cameron & dalerum , 2009 ) , but parental investments are not always biased towards the sex with the largest reproductive potential ( gaulin & robbins , 1991 ; freese & powell , 1999 ; keller et al . , 2001 ; koziel & ulijaszek , 2001 ; hopcroft , 2005 ) . since , by taking care of the grandchildren , grandparents could facilitate their children 's fertility ( kaptijn & thomese , 2010 ) and enhance the success of existing grandchildren ( coall & hertwig , 2010 ) , grandparental investments are expected to be biased towards children of the sex with the largest reproductive potential , namely higher status sons and lower status daughters . euler & weitzel ( 1996 ) examined interaction effects between the parents ' social status and sex on grandparents ' solicitude with their grandchildren . willard hypothesis in their study , but the sample of college students they used might have shown too little variance on socioeconomic conditions . in contrast with euler & weitzel ( 1996 ) , this study uses representative samples of the older population of the netherlands and rural china . the use of culturally different populations allows acknowledgment of possible cultural factors in how investment strategies used by grandparents vary by the sex and socioeconomic status of the children . further , emotional and instrumental support received from the adult children of grandparents is included to account for reciprocity as a motivation for grandparental investments . the paternity uncertainty hypothesis predicts that grandparents bias their investments towards their daughters ' children , because grandparents are more certain of their genetic relationship with their daughters ' children than with their sons ' children . willard hypothesis predicts that grandparents bias their investments more towards their sons ' children under good socioeconomic conditions and more towards their daughters ' children under poor socioeconomic conditions because , due to marital selection processes based on socioeconomic position that are highly gendered , high status sons are expected to produce more grandchildren than high status daughters and the other way around for children with a lower socioeconomic status . these two mechanisms may operate simultaneously such that a general bias in grandparental investments towards maternal grandchildren may be reduced or shift to a bias towards paternal grandchildren under good socioeconomic conditions , but may be enlarged under adverse socioeconomic conditions . although grandparental investments in modern society might convey a fitness benefit for the grandparents , and dutch parents that received childcare support from the grandparents had a higher probability of having additional children ( kaptijn et al . , 2010 ; but see waynforth , 2012 ) , this hypothesis is not tested in this paper . paternity uncertainty and a trivers  willard effect are thought to have shaped grandparental investment decisions during the human evolutionary past ( euler & weitzel , 1996 ; pollet et al . , 2006 ; bishop et al . , 2009 ) . it is assumed that grandparents in modern societies may still invest according to these earlier evolutionary pressures even if this behaviour is no longer maximizing grandparental fitness in modern societies ( tooby & cosmides , 1990 , 1992 ; buss , 1994 ; geary , 1998 ) . this study tests if discriminative grandparental investments in modern societies are in line with the paternity uncertainty hypothesis and the trivers in contrast to grandmothers , who experience menopause , grandfathers could gain fitness by continuing to reproduce in old age instead of investing in their grandchildren . opportunities for men to reproduce at old age were widespread in pre - modern polygamous societies , but in modern serial monogamous societies these opportunities are much more limited ( tuljapurkar et al . , 2007 ) . there is not much evidence that grandfathers were beneficial for grandchildren 's survival in pre - modern societies in the same way as grandmothers were ( sear & mace , 2008 ) . still , in evolutionary studies on discriminative grandparental investments , grandfathers ' investments in their grandchildren in modern societies are commonly understood as an evolved reproductive strategy of men at old age ( e.g. euler & weitzel , 1996 ; michalski & shackelford , 2005 ; pollet et al . this study grandfathers ' investments in their grandchildren are included to examine if evolutionary explanations also hold for grandfathers ' investments . the sample of the dutch older population is derived from the survey on living arrangements and social networks of older adults ( lsn ; knipscheer et al . , 1995 ) and its follow - up , the longitudinal aging study amsterdam ( deeg et al . , 2002 ) . the lsn survey is a representative sample of the dutch older population stratified by age and sex . face - to - face interviews were conducted in 1992 when respondents were aged 55 to 89 . in 1992 , a random sample of 729 grandparents in the lsn survey were asked about the childcare they gave to each individual grandchild aged 16 or younger . in 2002 , a new cohort of people aged 55 to 64 was included in the sample of the longitudinal aging study amsterdam ( lasa ) . from this new cohort , a random sample of 544 grandparents were asked about the childcare they gave to their grandchildren . the units of analysis are the children of the respondents . only the children who were parents themselves because the paternity certainty hypothesis and trivers  willard hypothesis only refer to presumably biological children , all stepchildren and adopted children were excluded from the sample , leaving 2407 biological children eligible for analysis . due to missing values on the relevant variables the final sample consisted of 2375 children . anhui , a mostly rural province of china , is characterized by a relative high proportion of older adults and high levels of out - migration of working - age adults . twelve rural townships were randomly selected from the chaohu region , located in the central part of anhui . in the second stage , a random selection was drawn of the inhabitants of these villages aged 60 and over with an over - sampling of people aged 75 and over . the initial sample included 1421 grandparents who were asked about the childcare they provided to their grandchildren aged 16 or younger . the anhui survey did not include questions about stepchildren or adopted children , so these could not be excluded . for 263 children there was information missing on one or more of the relevant variables , leaving a final sample of 4026 children . these missing cases are for 49% , due to grandparents not knowing the age of their children or grandchildren . the grandparents were asked how much they had taken care of each individual grandchild aged 16 or younger in the past 12 months . sometimes and  often. although this question was answered for each individual grandchild , there was not much variance at the grandchild level . in most ( 93% ) cases , therefore , it was decided to aggregate this variable to the child level by taking the maximum frequency of grandparental childcare . in the chinese sample the grandparents were asked how much they had taken care of any of the grandchildren from a specific child in the preceding 12 months . never ,  less than once a month ,  every month or so ,  several times per month ,  at least once per week ,  daily , or more often , but not all day and  full - day custody. in both the dutch and the chinese sample , the sex of the children is derived from the interview with the grandparent . willard hypothesis was tested with an interaction term between child 's sex and grandparental socioeconomic position . information on the child 's socioeconomic condition was not available in the dutch sample , so grandparental socioeconomic condition was used as a proxy for the child 's socioeconomic position in both samples . a separate analysis was run using an interaction term between child 's socioeconomic position ( i.e. educational achievement ) and child 's sex in the chinese data . , educational achievement was measured on a nine - point ordinal scale . in the chinese sample , educational achievement was measured on a seven - point ordinal scale . in order to enhance comparability across both populations this measure grandparents with a lower vocational education or higher belong to the more educated group . in the chinese sample , one could argue that educational achievement does not differentiate well on grandparental socioeconomic condition in china , because 77% of the elderly in the sample did not get any education at all . in order to address this issue , the trivers willard hypothesis was additionally tested in china using grandparental income and house ownership as alternative measures of socioeconomic condition . these additional analyses led to the same conclusions as the ones presented in this paper . a number of possible confounding factors at the grandparent level and the child level were controlled for . in most cases , the measurement of these variables does not differ between the dutch and the chinese samples . in this paper , the cases in which the measurement in both populations is different will be explicitly referred to . at the grandparent level , grandparent 's sex , having a partner living in the same household , the grandparent 's educational achievement , the grandparent 's health and the number of children of the grandparent who are parents of children aged 16 or younger are controlled for . health is measured as self - rated health . in the dutch sample , there were five answer categories . good and  very good. in the chinese sample , there were four answer categories : good and  excellent. in order to enhance comparability , both were standardized . because the dutch sample consisted of two cohorts the cohort in the dutch sample was additionally controlled for . at the child level , having a partner living in the same household , the geographical distance between the child and the grandparent , the child 's age , the age of the grandparent relative to the child 's age , the age of the youngest grandchild relative to the child 's age , the number of grandchildren and the emotional and instrumental support that the grandparent received from the child were controlled for . in the dutch sample , the distance between the child and the grandparent was measured as the travel time for the grandparent to the child ( in minutes , log transformed ) . in the chinese sample , the distance between the child and the grandparent was measured on an ordinal scale . the answer categories were :  in the same household ,  in the same village ,  in the same township ,  in the same county ,  in the same city ,  in the same province ,  in china and  outside china. because only four children lived abroad the categories  in china and  outside china were merged into the category  outside the province. the child 's age , the grandparent 's age and the age of the youngest grandchild were strongly correlated . in order to be able to include these three variables in the model , the standardized residual of the grandparent 's age and the standardized residual of the age of the youngest grandchild were used , both after regression on the age of the child . a positive value on these variables means that the grandparent or youngest grandchild is relatively old given the child 's age . in the dutch sample , the questions regarding emotional and instrumental support were only asked if the child was identified as a member of the personal network of the grandparent : that is , if the grandparent had regular contact with the child and the grandparent considered this contact important . in addition , these questions were only asked if the child belonged to one of the twelve ( or ten , in case of the younger cohort ) network members with whom the grandparent had the most frequent contact . because of this procedure , the scores on emotional and instrumental support were not available for 24% of the children . a dummy was constructed indicating if the scores on emotional and instrumental support were missing and the mean for the children whose scores on these variables were not available was imputed . a separate analysis was run in which all cases with missing values on emotional or instrumental support were excluded . the conclusions from this separate analysis were the same as the ones presented in this paper . emotional support is measured with the question  how often did it occur in the last year that you told [ your child ] about your personal experiences and feelings? and instrumental support is measured as how often did it occur in the last year that [ your child ] helped you with daily chores in and around the house? both variables were measured on a four - point scale ranging from never to  often. in the chinese sample emotional support is measured with the question :  how much do you feel that [ your child ] would be willing to listen when you need to talk about your worries and problems? possible answer categories were :  not at all well , quite well. instrumental support was operationalized as the value , in chinese yuan , of the money , food or gifts that the child had given to the grandparent in the preceding year . all measures of emotional and instrumental support were standardized to improve the comparability of these measures across both populations . descriptive statistics of all variables are shown in table 1 for the dutch sample and table 2 for the chinese sample . table 1.descriptive statistics of the dutch samplemeansdrangegrandparent levelgrandmother55%partner in household75%educated64%health3.111.1215number of children1.981.19110young cohort42%age ( years)67.657.745589no . grandparents1240child leveldaughter52%partner in household95%travel time ( minutes , log)3.101.250.007.27age ( years)36.686.121771age youngest grandchild ( years)6.084.75016number of grandchildren1.930.8618emotional support to grandparent2.960.8614instrumental support to grandparent2.110.9414support to grandparent not available24%grandparental childcare provisioningnever44%seldom8%sometimes25%often23%no . city1%same province7%outside the province30%age ( years)36.215.612161age youngest grandchild ( years)8.714.02016number of grandchildren1.780.82112emotional support to grandparent2.520.6213instrumental support to grandparent3.771.63110grandparental childcare provisioningnever65%less than once a month8%every month or so1%several times per month3%at least once per week4%daily , or more often , but not all day12%full - day custody7%no . children4026apercentage shown if variable is dichotomous.bnot shown if variable is dichotomous . descriptive statistics of the chinese sample percentage shown if variable is dichotomous . not shown if variable is dichotomous . an ordinal multilevel regression analysis was conducted to test the hypotheses using the markov chain monte carlo ( mcmc ) method to estimate the parameters of the model . this is the preferred estimation method for ordinal multilevel models because it generates reliable interval estimates of the parameters of non - linear multilevel models ( rasbash et al . , 2004 the models have two levels , with children at level one and grandparents at level two . the models ' intercepts are random and have a common variance on the grandparent level . the regression coefficients of ordinal probit models can be interpreted as the effect on the z - score of that latent variable ( liao , 1994 ) . for example , a regression coefficient of 0.5 means that a one - point increase in the independent variable leads to an expected increase of half a standard deviation in the latent continuous variable . because a grandparental investment bias towards daughters ' children might be partly mediated by the emotional and instrumental support that the child gave to the grandparent , a stepwise analysis is performed . model 1 includes the child 's sex and the control variables except for emotional and instrumental support . model 2 includes the child 's sex and all control variables including emotional and instrumental support . the trivers this model includes the same variables as model 2 plus the interaction term between child 's sex and grandparental educational attainment . all independent and control variables were centred at their means so that the intercepts can be interpreted as the thresholds between the categories of the dependent variable ( liao , 1994 ) . the results of the analysis of the dutch data are shown in table 3 . in the dutch sample daughters this effect hardly changes with the addition of emotional and instrumental support in model 2 , which shows that this effect is not mediated by reciprocity . the results of the dutch data thus seem to be in accordance with the paternity uncertainty hypothesis . however , the analysis of the chinese data in table 4 shows that in china daughters receive significantly less grandparental childcare support than sons . also in the chinese data this effect is not mediated by instrumental or emotional support . table 3.regression estimates for ordered probit multilevel models explaining the intensity of grandparental childcare provisioning in the netherlandsmodel 1model 2model 3grandparent levelgrandmother0.328***0.294***0.296***partner in household0.234**0.247**0.244**educated0.0770.0600.106health ( standardized)0.106 * 0.097 * 0.096*number of children0.196***0.168***0.169***young cohort0.515***0.476***0.472***child leveldaughter0.397***0.327***0.380***partner in household0.316*0.293*0.295*travel time ( minutes , log)0.393***0.364***0.365***age ( years)0.098***0.095***0.095***residual age grandparent0.235***0.227***0.227***residual age youngest grandchild0.341***0.328***0.329***number of grandchildren0.0480.0460.047emotional support to grandparent ( standardized)0.108**0.106**instrumental support to grandparent ( standardized)0.0170.018support to grandparent not available0.451***0.450***grandparent 's educationdaughter0.083thresholds11.242***1.252***1.255***20.140***0.138***0.140***30.214***0.220***0.217***variance of intercepts0.5260.5050.511no . children237523752375aasterisks are not shown because mcmc confidence intervals of variance parameters always exclude 0 ( hox , 2002).*p<0.05 ; * * p<0.01 ; * * * p<0.001 . 
 table 4.regression estimates for ordered probit multilevel models explaining the intensity of grandparental childcare provisioning in chinamodel 1model 2model 3grandparent levelgrandmother0.0580.0460.048partner in household0.189**0.191**0.193**educated0.0920.0810.107health ( standardized)0.065 * 0.0610.062number of children0.068**0.070**0.069**child leveldaughter0.926***0.931***0.916***partner in household0.494***0.537***0.534***distance from grandparentsame household1.207***1.183***1.186***same township0.463***0.482***0.481***same county0.395***0.429***0.431***same city0.3810.428*0.425*same province0.1990.241*0.243*outside the province0.267***0.233***0.231***age0.060***0.060***0.060***residual age grandparent0.141***0.143***0.143***residual age youngest grandchild0.070**0.071**0.071**number of grandchildren0.088 * 0.092 * 0.093*emotional support to grandparent ( standardized)0.0170.018instrumental support to grandparent ( standardized)0.078**0.078**grandparent 's educationdaughter0.071thresholds12.194***2.195***2.196***21.315***1.316***1.317***31.127***1.127***1.128***40.988***0.988***0.988***50.930***0.930***0.930***60.570***0.570***0.570***variance of intercepts0.6290.6200.619no . grandparents136113611361no . children402640264026aasterisks are not shown because mcmc confidence intervals of variance parameters always exclude 0 ( hox , 2002).*p<0.05 ; * * p<0.01 ; * * * p<0.001 . regression estimates for ordered probit multilevel models explaining the intensity of grandparental childcare provisioning in the netherlands asterisks are not shown because mcmc confidence intervals of variance parameters always exclude 0 ( hox , 2002 ) . * p<0.05 ; * * p<0.01 ; * * * p<0.001 . regression estimates for ordered probit multilevel models explaining the intensity of grandparental childcare provisioning in china asterisks are not shown because mcmc confidence intervals of variance parameters always exclude 0 ( hox , 2002 ) . * p<0.05 ; * * p<0.01 ; * * * p<0.001 . willard hypothesis is tested in model 3 of table 3 and model 3 of table 4 . willard hypothesis was found in the analyses of the dutch and the chinese data . in both analyses the interaction term of grandparental educational achievement with child 's sex is not statistically significant . in the netherlands , more educated grandparents bias their childcare provisioning towards daughters ' children as much as less educated grandparents do . in china , more educated grandparents bias their childcare provisioning towards sons ' children as much as less educated grandparents do . the control variables in general show the importance of grandparents ' opportunities and children 's needs . grandparents provide more care to their grandchildren when they have a partner living in the same household , when they are healthier , when they can divide their efforts over a smaller number of children and when they are younger relative to the child 's age . children receive more childcare when they do not have a partner living in the same household , when they are younger and when they have younger children . in the case of china children with a larger family children living in the same household as the grandparent receive more grandparental childcare than children living in the same village as the grandparent . exclusion of the children living in the same household as the grandparent did not change the conclusions . children who live further away receive less grandparental childcare than children who live in the same village as the grandparent , though these effects are not statistically significant in all models . children who live outside the province receive more grandparental childcare than children who live in the same village as the grandparent . additional analyses revealed that this last effect is primarily due to grandparents providing more daily care and full - day custody to the grandchildren of these children living outside the province . the dutch data did not show such a u - shaped relationship between travel time and the frequency of grandparental childcare provisioning . the control variables further show that reciprocity also plays a role in explaining grandparental childcare provisioning , though there are also country - specific differences in this effect . in the netherlands , children who provide more emotional support to the grandparent the children whose scores on emotional and instrumental support to the grandparent were not available , because they were not identified as a member of the personal network of the grandparent , or because they did not have frequent contact with the grandparent , received less grandparental childcare . in china , emotional support has no statistically significant effect , but children who provide more instrumental support to the grandparent receive more grandparental support . cultural , economic and evolutionary perspectives have all focused on different factors to explain discriminative grandparental investments , while rarely taking account of each other 's views ( coall & hertwig , 2010 ) . this study focused on two evolutionary hypotheses concerning grandparental investments differentiated by the child 's sex while also taking account of cultural and economic explanations . the evolutionary hypotheses were tested in a contemporary dutch and a contemporary rural chinese population , two culturally and economically diverse societies , to account for cultural factors , and emotional and instrumental support was controlled for to account for reciprocity . according to the paternity uncertainty hypothesis , grandparents tilt their investments towards their daughters ' children because they are more certain of their genetic relationship with their daughters ' children than with their sons ' children . in the dutch sample a grandparental investment bias towards daughters ' children was found , which is in accordance with this hypothesis , but is also consistent with the dutch cultural orientation that favours mother  daughter bonds . in china , which predominantly has a patrilineal culture , a grandparental investment bias towards sons ' children was found , which goes against the paternity uncertainty hypothesis . these results raise doubts over the relevance of paternity uncertainty as an explanation of the grandparental investment bias towards daughters ' children that is often found in western populations ( e.g. euler & weitzel , 1996 ; michalski & shackelford , 2005 ; chrastil et al . , 2006 ; bishop et al . , 2009 ; pollet et al . , one could argue that maybe paternity uncertainty is higher in the netherlands than in china . to the authors ' knowledge however , also , when paternity uncertainty in china is low , chinese grandparents would still run the risk of investing in unrelated grandchildren . even with low levels of paternity uncertainty the grandparental investment bias towards sons ' children in china would be inconsistent with the paternity uncertainty hypothesis . although no consistent bias was found in grandparental investments towards daughters ' children , these results do not imply that paternity uncertainty is irrelevant for grandparental investments in general . while at the societal level cultural prescriptions may be a dominant factor in investment decisions , at the family level they may reflect individual assessments of parental certainty ( silverstein , 2007 ) in the same way as men have been found to invest less in their putative children if they are less certain about their paternity ( anderson et al . the behaviour or reputation of the daughter - in - law and the physical resemblance between the grandchildren and the grandparents ' son might give cues to the certainty of the genetic relationship between grandparents and specific grandchildren . the paternity uncertainty hypothesis in this way was beyond the scope of this study , but might be a fruitful path for future research . according to the trivers willard hypothesis , grandparents bias their investments more towards sons ' children under good socioeconomic conditions and more towards daughters ' children under adverse socioeconomic conditions . our study found no evidence for this hypothesis in its analyses of the dutch and chinese data . the investment bias towards daughters ' children in the netherlands and sons ' children in china was equal for more educated and less educated grandparents in both populations . willard hypothesis is limited because grandparental socioeconomic condition was used as a proxy of the child 's socioeconomic condition . however , in the chinese sample the trivers willard hypothesis was also tested using the child 's educational achievement as a measure of socioeconomic condition . chinese grandparents bias their investments towards sons ' children , irrespective of the educational achievement of these sons . it may be that a trivers  willard effect at the grandparent level manifests itself only as a relationship between grandparental socioeconomic condition and sex ratio of the grandchildren , not as a relationship between grandparental socioeconomic condition and biased grandparental investments after the grandchildren are born . several studies on the relationship between parental socioeconomic condition and sex ratio have found a trivers  willard effect ( hopcroft , 2005 ; magnuson et al . , 2007 ; almond & edlund , 2007 ; cameron & dalerum , 2009 ) , whereas studies that used measures of parental investment to test the trivers  willard hypothesis found much less support for this hypothesis ( freese & powell , 1999 ; keller et al . , 2001 ; koziel & ulijaszek , 2001 ; hopcroft , 2005 ) . further research may examine the relationship between grandparental socioeconomic condition or grandparental investments and the sex - ratio of the grandchildren for a trivers  willard effect . although this study was not designed as a test of cultural and reciprocal explanations of grandparental investments , the results do suggest that cultural conditions and reciprocity are relevant explanatory factors in discriminative grandparental investment . the observed grandparental investment bias towards daughters ' children in the netherlands is in line with the kin keeper hypothesis , and the grandparental investment bias towards sons ' children in china could be explained by the patrilineal chinese culture . the relevance of reciprocity is shown by the positive effect of the child 's emotional support on grandparental investment in the netherlands and the positive effect of the child 's instrumental support on grandparental investment in china . the importance of emotional support in the netherlands is possibly the result of the greater wealth of the dutch grandparents relative to the chinese grandparents . when grandparents are well - off materially , emotional support may become more important to them than instrumental support . although the different operationalization of instrumental support instrumental support in the form of services in the netherlands and instrumental support in the form of money and goods in china  limits the comparability of the effect of instrumental support in both populations , it is unlikely that this limited comparability has affected this study 's conclusions . it was very uncommon for grandparents in the netherlands to receive payment from their children for looking after the grandchildren at the time of data collection ( portegijs et al . , 2006 ) . the aim of this study was to test two evolutionary hypotheses : the paternity uncertainty hypothesis and the trivers  willard hypothesis . however , the results suggest that discriminative grandparental investments are better understood as the outcome of cultural prescriptions and reciprocity than by these two evolutionary hypotheses . that is not to say that evolutionary processes in general are irrelevant for understanding discriminative grandparental investments . human reciprocity and cultural changes can also be understood from an evolutionary point of view ( trivers , 1971 ; richerson & boyd , 2004 ; nowak , 2006 ) . human reciprocity is not at odds with evolution when both exchanging parties benefit from the exchange ( trivers , 1971 ; nowak , 2006 ) . in addition , human culture itself can be understood as an adaptation ( richerson & boyd , 2004 ; boyd & richerson , 2009 ) . , it is important to realize that not all ideas that are spread by social learning are necessarily adaptive . the benefits of social learning come with the downside that people have to be credulous and conformist , leaving the possibility for maladaptive ideas to spread ( see richerson & boyd , 2004 ; boyd & richerson , 2009 ) . however , these alternative evolutionary explanations are commonly not referred to in the evolutionary literature concerning discriminative grandparental investments and were not tested in this study . grandparents ' and children 's attitudes towards sex roles that specify who is primarily responsible for childcare and maintaining family bonds might be especially important in this respect . preserving the family name might be another culturally induced motive for grandparents to bias their investments . discriminative grandparental investments might also be explained by a mechanism of delayed reciprocity . in return for their grandparental investments , grandparents may receive more support from their children in the future ( geurts et al . , 2012 ) . a caveat is that our study did not include measures for the expected future support from specific children . therefore , delayed reciprocity can not be excluded as an explanation of the reported biases in grandparental investments . however , our study included measures of current support from the children to the grandparent and current support might be a good proxy for expected future support . recent evolutionary studies have suggested that discriminative grandparental investments might be better explained by x - chromosome relatedness than by paternity uncertainty ( fox et al . , 2010 , 2011 ; rice et al . , 2010 ) . x - chromosome relatedness varies by the combination of the sex of the grandchild , the sex of the parent and the sex of the grandparent ( chrastil et al . tests of the x - chromosome relatedness hypothesis have yielded positive results in pre - modern societies ( fox et al . , 2010 , 2011 ; rice et al . , , 2006 ; rice et al . , 2010 ; tanskanen et al . , 2011 ) . testing this hypothesis requires the sex of the grandchild that is cared for to be known . the sex of the grandchild that was cared for was unknown in the chinese data . in the dutch data the sex of the grandchild was known , but grandparents hardly varied their amount of care at the grandchild level . in 93% of the families the grandparent took care of all grandchildren of the same child equally often . ( 2011 ) , who analysed data from the uk and concluded that x - chromosomal relatedness does not appear to shape grandparental investments in modern societies . however , more research in modern societies with different cultural backgrounds is needed to assess the influence of x - chromosomal relatedness on grandparental investments . a final caveat is that this study did not focus on grandparental investments in the grandchildren of stepchildren or adopted children . research on grandparental investments in genetically unrelated grandchildren could enhance our knowledge of the importance of genetic relationships for grandparental investments . in contrast to the situation of paternity uncertainty , there is clarity about the absence of a genetic relationship between grandparents and stepchildren or adopted children . however , the chinese sample did not include information on stepchildren and adopted children . the dutch sample only included five adopted children . in the dutch sample the contact of older adults with their stepchildren they concluded that social factors superseded genetic factors in determining the amount of contact between older parents and their biological and stepchildren . this conclusion is in line with the results of our study , which suggest that discriminative grandparental investments are not categorically affected by the certainty of the genetic relationship and the reproductive potential of children and , more generally , attest to the importance of testing evolutionary hypotheses in populations from diverse cultural backgrounds .
summarythis study tests two evolutionary hypotheses on grandparental investments differentiated by the child 's sex : the paternity uncertainty hypothesis and the trivers 
 willard hypothesis . 
 data are from two culturally different countries : the dutch longitudinal aging study amsterdam ( n=2375 ) and the chinese anhui survey ( n=4026 ) . in the netherlands , 
 grandparental investments are biased towards daughters ' children , which is in accordance with the paternity uncertainty hypothesis . 
 but in china , grandparental investments are biased towards sons ' children , which is in conflict with the paternity uncertainty hypothesis . 
 this study found no support for the trivers  willard hypothesis . 
 these results raise doubts over the relevance of paternity uncertainty as an explanation of a grandparental investment bias towards daughters ' children that is often found in western populations . 
 the results suggest that discriminative grandparental investments are better understood as the outcome of cultural prescriptions and economic motives .