The relationship between cross-national genetic distances
and IQ-differences
David Becker ⁎, Heiner Rindermann
Department of Psychology, Chemnitz University of Technology, Wilhelm-Raabe-Str. 43, D-09107 Chemnitz, Germany
abstract article info
Article history:
Received 18 February 2016
Received in revised form 9 March 2016
Accepted 12 March 2016
Available online xxxx
The study analyzes whether genetic differences (“genetic distances”) help to explain cross-national IQ differ-
ences being controlled for environmental factors. Genetic distances are an indicator of evolutionary history
and of difference or similarity between populations. Controlled for environmental determinants the relationship
between genetic distances and intelligence differences can be interpreted as an effect of genetic factors. Genetic
distances were calculated in Y-chromosomal haplogroup frequencies between N = 101 national populations
based on k = 27 genetic studies. Correlations and path-analyses with differences in geographical coordinates
and the Human Development Index (HDI) as background and control factors revealed a positive impact of genetic
distances on cross-national IQ-differences (r = .37, β = .22 to .40). The strongest impact was found for HDI (r =
.67, β = .58). Longitudinal differences have no positive effect (r = -.09, β = -.13 to -.26), latitudinal differ-
ences have a positive one (r = .37, β = .07 to .21). The positive relationship to latitudinal differences underpins
an evolutionary explanation. Chances and limits of this approach (e.g. no intelligence coding genes detected) un-
derstanding national differences in cognitive ability and the role of environmental factors are discussed.
© 2016 Elsevier Ltd. All rights reserved.
Keywords:
Genetic distances
Haplogroups
Geography
Cranial capacity
HDI
Evolution
Cold winter theory
1. Introduction
In a widely discussed paper the economists Spolaore and
Wacziarg (2009) found that genetic distances have an effect on in-
come differences across nations, even when controlling for measures
of geographic distance, climatic factors, transportation costs and
measures of religious, historical and linguistic differences. However,
missing in their analysis was recognizing the mediator effect of
genes via cognitive human capital on productivity and income.
Many studies done with different methods by different researchers
have shown a positive impact of cognitive factors on economy end-
ing in higher income (e.g. Hanushek & Woessmann, 2015; Lynn &
Vanhanen, 2012; Rindermann, Kodila-Tedika, & Christainsen,
2015). “Cognitive human capital”, cognitive ability, competence or
skills are understood as the ability to think (intelligence), the dispo-
sition of knowledge (the store of true and relevant knowledge) and
the intelligent use of this knowledge. We further use interchange-
ably the terms “cognitive ability” and the abbreviation “IQ”. Cross-
national differences in cognitive ability based on student assessment
tests or psychometric IQ have been reported by Lynn and Vanhanen
(2012), Hanushek and Woessmann (2015) or Rindermann, Sailer,
and Thompson (2009) (to name only the most recent ones).
Given the established association between national cognitive
abilities and markers of genetic ancestry (such as Y chromosomal
haplogroups; Rindermann, Woodley, & Stratford, 2012), it is reasonable
to suppose that the association between genetic distance and income
observed by Spolaore and Wacziarg (2009) may be mediated by
cross-national differences in IQ. Possible genetic effects on cross-
national differences in IQ may work directly or indirectly and are sup-
ported by evolutionary theories (e.g. Hart, 2007; Kanazawa, 2004;
Lynn, 1987; Rushton, 2004; Woodley, Rindermann, Bell, Stratford, &
Piffer, 2014). While they are seen by many researchers as being contro-
versial (e.g. Gould, 1981) or scientifically not enough supported (e.g.
Wicherts, Borsboom, & Dolan, 2010) a recent opinion survey among in-
telligence researchers showed that experts at least favorably consider
genes as one explanatory variable for international differences in cogni-
tive ability (Rindermann, Becker, & Coyle, 2016).
Furthermore, genetic distances were taken into account to explain
cross-national differences in another psychological variable, happiness
and well-being (Proto & Oswald, 2014). Finally, a recent study of León
and Burga-León (2015) used the method of F
ST
distances to analyze as-
sociations between genetic distance from South Africa and latitude, lon-
gitudinal distance from South Africa, absolute latitude, fertility, human
development index (HDI) and cognitive ability. They found a robust
positive effect on cognitive ability, however, they did not relate genetic
distance to cognitive difference itself.
Evolutionary theory predicts positive relations between genetic dis-
tances (proximity) and differences (similarity) in national cognitive
ability levels: Genetic diversification into geographically diverse
Personality and Individual Differences 98 (2016) 300–310
⁎ Corresponding author.
E-mail addresses: david.becker@s2009.tu-chemnitz.de (D. Becker),
heiner.rindermann@psychologie.tu-chemnitz.de (H. Rindermann).
http://dx.doi.org/10.1016/j.paid.2016.03.050
0191-8869/© 2016 Elsevier Ltd. All rights reserved.
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