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This seminar explores the relationship between genetics, education, and prosocial behavior, specifically generosity. By examining twin studies and biometric modeling, we can gain a better understanding of the underlying factors that contribute to individual differences in generosity.
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The Nature and Nurture of GenerosityWhatcan we learnfrombehavioralgenetics? René Bekkers Center for Philanthropic Studies VU University Amsterdam Evolutionary and SocialPsychology Seminar December 19, 2016
Thanks • To the McArthur Foundation for funding the MIDUS data collection. • Colleagues who gave feedback: Dorret Boomsma, Dinand Webbink, Sara Konrath, Paul van Lange, Daniëlle Posthuma. EVSOP
Three questions • How alike are twins in the United States with respect to prosocial behavior? • Are differences among twins in giving and volunteering related to differences in education and religion? • If so, what explains these relationships? EVSOP
Number of publicationsper yearaboutphilanthropybyacademic discipline (1899-2009) Source: Bekkers & Dursun (2013), based on Bekkers & Wiepking (2011). ‘A Literature Review of Empirical Studies of Philanthropy: Eight Mechanisms that Drive Charitable Giving’. Nonprofit and Voluntary Sector Quarterly, 40(5): 924-973. Available at www.understandingphilanthropy.com EVSOP
Ubiquitouscorrelates of philanthropy • Religion: • Affiliation (yes>no) • Denomination (Protestant>Catholic) • Participation (churchattendance) • Education: • Level achieved The variancebetweenfields of study is small EVSOP
Where do the correlationsoriginate? The more general research questions: • Why are religion and educationcorrelatedwith prosocial behavior? • To whatextent are these relationships the result of environmentalinfluences? • Are these relationshipscausal? EVSOP
Selection and causation EVSOP
Selection and Causation About 60%? IQ, parentalincome, socialscience classes, college plans, extraversion, opennesstoexperience Bekkers, R. & Ruiter, S. (2008). ‘Education and voluntary association participation: Evidence for selection and causation’. Paper presented at the 103d ASA Annual Meeting, Boston, August 2, 2008. EVSOP
Three ‘theories’ onphilanthropy Philanthropy variesbetweensocialgroups • because the resources of groupmembersvary; • because the socialvalues of groupsvary; • becausemembers of different groups have different self-identities. EVSOP
The ideal experiment wouldrandomizeeducation VWO = highersecondaryeducation (≤ gymnasium) VMBO = lowervocationaleducation EVSOP
Monozygotictwins EVSOP
The uniqueenvironmentalinfluence of education Note that shared environmental influences are also excluded by design in this analysis EVSOP
Note • The first law of behavior genetics, as formulated by Eric Turkheimer (2000): “All human behavioral traits are heritable” • Eva Krapohl in a recent interview in The Atlantic: “Heritability describes what is; it does not predict what could be” EVSOP
ACE mediatedeffects model Koenig et al., 2007; n= 165 MZ and 100 DZ twin pairs EVSOP
Biometric model fitting • Fit statistics of variousbiometric models are compared to identify the best-fitting model. • Models dependonassumptionssuch as the Equal Environments Assumption. • The EEA is oftendisputedtheoretically. • Empirical tests show it is oftenviolated. • The resulting bias, however, seems to be minor (seeFelson, Soc.Sc.Res., 2014). EVSOP
Whatmoleculargeneticists do • Genome Wide Association Studies (GWAS): identify ‘candidategenes’ thatcouldexplainvariance in someoutcomevariable. • Typically, individualgeneslike OXTR and DRD4 explaintinyfractions of variance (<1%). • Typically, all single nucleotide polymorphisms (SNPs) combinedexplainlessvariance (16% of education) thanestimated in biometric models (35%) – ‘missing heritability’ problem. EVSOP
Geneticists analyzed 2,165,398 single nucleotide polymorphisms and found NONE telllingus who is a friendly person https://twitter.com/renebekkers/status/806922437250011136 EVSOP
Where is the socialscience? • In the varianceexplainedby shared and uniqueenvironmental factors. • Let usrule out geneticeffectsbylooking at monozygotictwinsonly. • Anydifferencebetween MZ twins must have roots in the unique environment. • Thischoiceavoidsproblemswith the EEA. • Notethat MZ twinsalso share 100% of shared environmentaleffects. EVSOP
The problem • “…families whoseunobservablecharacteristicscausethem to have a high likelihood of volunteering are also more likely to educatetheirchildren, so the relationshipbetweenschooling and volunteering is just a correlationcausedbyanexcluded common cause.” John Gibson (2001) EVSOP
This is notmyidea • In 2001, New Zealand economist John Gibson published a studyof volunteeringamong 85 identicaltwinpairs. • Thougheducation in the pooled sample is associatedwith more volunteering, pairwisecomparisonsreveal the opposite. • The twinwith more years of educationwas found to volunteerfewerhours. EVSOP
The implication • Geneticeffectscause a positiveassociationbetweeneducation and volunteering. • Unique environmentaleffects of education on volunteering are negative in this sample. • Oneinterpretation of the negative effect is thatit is the result of the opportunitycost of volunteering, potentiallyamplifiedby a decisionmakingprocesswithin the household. EVSOP
Relatedliterature • The twin fixed effects model has been used in economics to estimate the influence of schooling on income since the 1970s (Behrman & Taubman, 1976; Ashenfelter & Kreuger, 1994; Ashenfelter & Rouse, 1998; Isacsson, 1999; Miller, Mulvey & Martin, 1995; Bonjour et al., 2003). EVSOP
Environment mediation model Notethatthis is a uniqueenvironment mediation model EVSOP
The MIDUS data • Two wave longitudinal panel surveyonMidlife in the United States (1995 and 2005) sponsoredby the McArthur Foundation. • The RDD sample selection procedure includedtwinscreeningquestions. • Only English-speaking respondents aged 25-74 living in the US who were physically and mentally able to complete the interview were allowed to participate. EVSOP
Assessingzygosity EVSOP
Are twins different at all? Yes – here’s the discordancetable: Proportions of respondentsfrom the sametwin pair notreportingexactly the same level of education and religiousaffiliation EVSOP
ACE model results EVSOP
Remember • “Heritability describes what is; it does not predict what could be”. These are the results of educational careers and systems for those in midlife in the US. • “All human behavioral traits are heritable”. 25% is not much compared to 75% for IQ. EVSOP
The highereducatedgive more These differences are massive: amountsdonated in the top category are ninetimes the amountdonated in the lowestcategory EVSOP
The highereducatedvolunteer more Again, large differences – 4 to 6 times EVSOP
The religiousgive more Religiousgiving is included in thisfigure. Excludingdonations to religion, the differences are much smaller. EVSOP
The religiousvolunteer more Thisfigureincludesvolunteering for religiousorganizations. EVSOP
Twobasicregression models • Betweeneffects model: ignores the twin pair structure, replicatesbivariate analyses. Includesgenetic + shared and uniqueenvironmentaleffects (ACE). • Within MZ twinfixedeffects model: does the highereducated / more religioustwin of an MZ pair give and volunteer more than the lesseducated / religiousco-twin? Includesonlyuniqueenvironmentaleffects. EVSOP
Regressors • Church attendance (times per year) • Religious affiliation: none (reference), Catholic, Protestant, Other (0-1) • Level of education (1-12) • Strength of religiosity (z-standardized) EVSOP
Education and giving EVSOP