Skip to main content

Advertisement

Log in

Cognitive ability correlates positively with son birth and predicts cross-cultural variation of the offspring sex ratio

  • Original Paper
  • Published:
Naturwissenschaften Aims and scope Submit manuscript

Abstract

Human populations show remarkable variation in the sex ratio at birth which is believed to be related to the parental condition. In the present study, the global variation of sex ratio at birth (SRB, proportion of male offspring born) was analyzed with respect to indirect measure of condition, the intelligence quotient (IQ). IQ correlates strongly with lifespan across nations, which makes it a good indicator of health of the large populations. Relation between three standard measures of average national IQ and SRB was studied using multiple linear regression models. Average national IQ was positively correlated with SRB (r = 0.54 to 0.57, p < 0.001). Further, IQ emerged as a powerful predictor of SRB after controlling for the effects of all the known covariates like fertility, maternal age, polygyny prevalence, wealth, son preference, latitude, low birth weight, and neonatal mortality in the regression models. These results suggest that the striking variation of offspring sex ratio across nations could be caused in part by the difference in general condition of populations.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  • Almond D, Edlund L (2007) Trivers–Willard at birth and one year: evidence from US natality data 1983–2001. Proc Biol Sci 274(1624):2491–2496

    Article  PubMed  Google Scholar 

  • Anderson NH (1961) Scales and statistics: parametric and nonparametric. Psychol Bull 58:305–316

    Article  PubMed  CAS  Google Scholar 

  • Arden R, Gottfredson LS et al (2009a) Does a fitness factor contribute to the association between intelligence and health outcomes? Evidence from medical abnormality counts among 3654 US Veterans. Intelligence 37(6):581–591

    Article  Google Scholar 

  • Arden R, Gottfredson LS et al (2009b) Intelligence and semen quality are positively correlated. Intelligence 37(3):277–282

    Article  Google Scholar 

  • Barber N (2004) Sex ratio at birth, polygyny, and fertility: a cross-national study. Biodemography Soc Biol 51(1):71–77

    Article  Google Scholar 

  • Boklage CE (2005) The epigenetic environment: secondary sex ratio depends on differential survival in embryogenesis. Hum Reprod 20(3):583–587

    Article  PubMed  Google Scholar 

  • Bruckner T, Catalano R (2007) The sex ratio and age-specific male mortality: evidence for culling in utero. Am J Hum Biol 19(6):763–773

    Article  PubMed  Google Scholar 

  • Byrne J, Warburton D et al (1987) Male excess among anatomically normal fetuses in spontaneous abortions. Am J Med Genet 26(3):605–611

    Article  PubMed  CAS  Google Scholar 

  • Cagnacci A, Renzi A et al (2003) The male disadvantage and the seasonal rhythm of sex ratio at the time of conception. Hum Reprod 18(4):885–887

    Article  PubMed  CAS  Google Scholar 

  • Cameron EZ (2004) Facultative adjustment of mammalian sex ratios in support of the Trivers–Willard hypothesis: evidence for a mechanism. Proc Biol Sci 271(1549):1723–1728

    Article  PubMed  Google Scholar 

  • Cameron EZ, Dalerum F (2009) A Trivers–Willard effect in contemporary humans: male-biased sex ratios among billionaires. PLoS One 4(1):e4195

    Article  PubMed  Google Scholar 

  • Catalano RA (2003) Sex ratios in the two Germanies: a test of the economic stress hypothesis. Hum Reprod 18(9):1972–1975

    Article  PubMed  Google Scholar 

  • Catalano R, Bruckner T et al (2005) Fetal death sex ratios: a test of the economic stress hypothesis. Int J Epidemiol 34(4):944–948

    Article  PubMed  Google Scholar 

  • Catalano R, Bruckner T et al (2006) Exogenous shocks to the human sex ratio: the case of September 11, 2001 in New York City. Hum Reprod 21(12):3127–3131

    Article  PubMed  CAS  Google Scholar 

  • Catalano R, Ahern J et al (2009) Gender-specific selection in utero among contemporary human birth cohorts. Paediatr Perinat Epidemiol 23(3):273–278

    Article  PubMed  Google Scholar 

  • Chambliss R (1949) The geographic factor in the human sex ratio at birth. Soc Forces 28(2):190–195

    Article  Google Scholar 

  • Cramer JS, Lumey LH (2010) Maternal preconception diet and the sex ratio. Hum Biol 82(1):103–107

    Article  PubMed  CAS  Google Scholar 

  • Cronk L (2007) Boy or girl: gender preferences from a Darwinian point of view. Reprod Biomed Online 15:23–32

    Article  PubMed  Google Scholar 

  • Davis DL, Gottlieb MB et al (1998) Reduced ratio of male to female births in several industrial countries: a sentinel health indicator? JAMA 279(13):1018–1023

    Article  PubMed  CAS  Google Scholar 

  • Eppig C, Fincher CL et al (2010) Parasite prevalence and the worldwide distribution of cognitive ability. Proc Biol Sci 277(1701):3801–3808

    Article  PubMed  Google Scholar 

  • Falkner FT, Tanner JM (1986) Human growth: a comprehensive treatise. Plenum Press, New York

    Book  Google Scholar 

  • Fox J (1991) Regression diagnostics. Sage Publications, Newbury Park, Calif

    Google Scholar 

  • Fujita M, Roth EA et al (2012) Low serum vitamin A mothers breastfeed daughters more often than sons in drought-ridden northern Kenya: a test of the Trivers and Willard hypothesis. Evol Hum Behav 33(4):357–364

    Article  Google Scholar 

  • Fukuda M, Fukuda K et al (1998) Decline in sex ratio at birth after Kobe earthquake. Hum Reprod 13(8):2321–2322

    Article  PubMed  CAS  Google Scholar 

  • Gibson MA, Mace R (2003) Strong mothers bear more sons in rural Ethiopia. Proc Biol Sci 270(1):S108–109

    Article  PubMed  Google Scholar 

  • Gomendio M, Malo AF et al (2006) Male fertility and sex ratio at birth in red deer. Science 314(5804):1445–1447

    Article  PubMed  CAS  Google Scholar 

  • Grant VJ (2007) Could maternal testosterone levels govern mammalian sex ratio deviations? J Theor Biol 246(4):708–719

    Article  PubMed  CAS  Google Scholar 

  • Grant VJ, Irwin RJ (2005) Follicular fluid steroid levels and subsequent sex of bovine embryos. J Exp Zool A Comp Exp Biol 303(12):1120–1125

    PubMed  Google Scholar 

  • Grant VJ, Irwin RJ et al (2008) Sex of bovine embryos may be related to mothers' preovulatory follicular testosterone. Biol Reprod 78(5):812–815

    Article  PubMed  CAS  Google Scholar 

  • Hardy I (2002) Sex ratios: concepts and research methods. Cambridge University Press, Cambridge

    Book  Google Scholar 

  • Helle S, Helama S et al (2008) Temperature-related birth sex ratio bias in historical Sami: warm years bring more sons. Biol Lett 4(1):60–62

    Article  PubMed  Google Scholar 

  • Helle S, Helama S et al (2009) Evolutionary ecology of human birth sex ratio under the compound influence of climate change, famine, economic crises and wars. J Anim Ecol 78(6):1226–1233

    Article  PubMed  Google Scholar 

  • Hesketh T, Xing ZW (2006) Abnormal sex ratios in human populations: causes and consequences. Proc Natl Acad Sci U S A 103(36):13271–13275

    Article  PubMed  CAS  Google Scholar 

  • Hopcroft RL (2005) Parental status and differential investment in sons and daughters: Trivers–Willard revisited. Social Forces Social Forces 83(3):1111–1136

    Article  Google Scholar 

  • James WH (1971) Cycle day of insemination, coital rate, and sex ratio. The Lancet 297(7690):112–114

    Google Scholar 

  • James WH (1980) Gonadotrophin and the human secondary sex ratio. Br Med J 281(6242):711–712

    Article  PubMed  CAS  Google Scholar 

  • James WH (1986) Hormonal control of sex ratio. J Theor Biol 118(4):427–441

    Article  PubMed  CAS  Google Scholar 

  • James WH (1987) The human sex ratio. Part 1: a review of the literature. Hum Biol 59(5):721–752

    PubMed  CAS  Google Scholar 

  • Kolk M and Schnettler S (2012). Parental status and gender preferences for children: is differential fertility stopping consistent with the Trivers–Willard hypothesis? J Biosoc Sci. doi:10.1017/S0021932012000557

  • Lowe CR, McKeown T (1950) The sex ratio of human births related to maternal age. Br J Soc Med 4(2):75–85. doi:10.1136/jech.4.2.75

    Google Scholar 

  • Lynn R (2006) Race differences in intelligence: an evolutionary analysis. Washington Summit Publishers, Augusta, GA

    Google Scholar 

  • Lynn R, Mikk J (2009) National differences in intelligence and educational attainment. Intelligence 35(2):115–121

    Article  Google Scholar 

  • Lynn R, Vanhanen T (2006) IQ and global inequality. Washington Summit Publishers, Augusta, Ga

    Google Scholar 

  • Mace R, Jordan F et al (2003) Testing evolutionary hypotheses about human biological adaptation using cross-cultural comparison. Comp Biochem Physiol A Mol Integr Physiol 136(1):85–94

    Article  PubMed  Google Scholar 

  • Macmahon B, Pugh TF (1953) Influence of birth order and maternal age on the human sex ratio at birth. Br J Prev Soc Med 7(2):83–86

    PubMed  CAS  Google Scholar 

  • Marsal K, Persson PH et al (1996) Intrauterine growth curves based on ultrasonically estimated foetal weights. Acta Paediatr 85(7):843–848

    Article  PubMed  CAS  Google Scholar 

  • Martin JA, Hamilton BE et al (2002) Births: final data for 2000. National vital statistics reports: from the Centers for Disease Control and Prevention, National Center for Health Statistics. National Vital Statistics System 50(5):1–101

    Google Scholar 

  • Mathews F, Johnson PJ et al (2008) You are what your mother eats: evidence for maternal preconception diet influencing foetal sex in humans. Proc Biol Sci 275(1643):1661–1668

    Article  PubMed  Google Scholar 

  • McClearn GE, Johansson B et al (1997) Substantial genetic influence on cognitive abilities in twins 80 or more years old. Science 276(5318):1560–1563

    Article  PubMed  CAS  Google Scholar 

  • Moller H (1996) Change in male:female ratio among newborn infants in Denmark. Lancet 348(9030):828–829

    Article  PubMed  CAS  Google Scholar 

  • Navara KJ (2009) Humans at tropical latitudes produce more females. Biol Lett 5(4):524–527

    Article  PubMed  Google Scholar 

  • O'Brien R (2007) A caution regarding rules of thumb for variance inflation factors. Qual Quant 41(5):673–690

    Article  Google Scholar 

  • Parazzini F, La Vecchia C et al (1998) Trends in male:female ratio among newborn infants in 29 countries from five continents. Hum Reprod 13(5):1394–1396

    Article  PubMed  CAS  Google Scholar 

  • Pierce A, Miller G et al (2009) Why is intelligence correlated with semen quality?: Biochemical pathways common to sperm and neuron function and their vulnerability to pleiotropic mutations. Commun Integr Biol 2(5):385–387

    Article  PubMed  CAS  Google Scholar 

  • Pollet T, Nettle D (2010) No evidence for the generalized Trivers–Willard hypothesis from British and rural Guatemalan data. J Evol Psychol 8(1):57–74

    Article  Google Scholar 

  • Pollet TV, Fawcett TW et al (2009) Sex-ratio biasing towards daughters among lower-ranking co-wives in Rwanda. Biol Lett 5(6):765–768

    Article  PubMed  Google Scholar 

  • Price B (1977) Ridge regression: application to nonexperimental data. Psychol Bull 84(4):759–766

    Article  Google Scholar 

  • Rindermann H (2007) The g-factor of international cognitive ability comparisons: the homogeneity of results in PISA, TIMSS, PIRLS and IQ-tests across nations. Eur J Personal 21(5):667–706

    Article  Google Scholar 

  • Rojansky N, Brzezinski A et al (1992) Seasonality in human reproduction: an update. Hum Reprod 7(6):735–745

    PubMed  CAS  Google Scholar 

  • Rushton JP (1995) Race, evolution, and behavior: a life history perspective. Transaction Publishers, New Brunswick, N.J., USA

    Google Scholar 

  • Sameroff AJ, Seifer R et al (1987) Intelligence quotient scores of 4-year-old children: social-environmental risk factors. Pediatrics 79(3):343–350

    PubMed  CAS  Google Scholar 

  • Shieh Y-Y, Fouladi RT (2003) The effect of multicollinearity on multilevel modeling parameter estimates and standard errors. Educ Psychol Meas 63(6):951–985. doi:10.1177/0013164403258402

    Article  Google Scholar 

  • Song S (2012) Does famine influence sex ratio at birth? Evidence from the 1959–1961 Great Leap Forward Famine in China. Proc Biol Sci 279(1739):2883–2890

    Article  PubMed  Google Scholar 

  • Stein AD, Barnett PG et al (2004a) Maternal undernutrition and the sex ratio at birth in Ethiopia: evidence from a national sample. Proc Biol Sci 271(3):S37–39

    Article  PubMed  Google Scholar 

  • Stein AD, Zybert PA et al (2004b) Acute undernutrition is not associated with excess of females at birth in humans: the Dutch hunger winter. Proc Biol Sci 271(4):S138–141

    Article  PubMed  Google Scholar 

  • Tamimi RM, Lagiou P et al (2003) Average energy intake among pregnant women carrying a boy compared with a girl. BMJ 326(7401):1245–1246. doi:10.1136/bmj.326.7401.1245

    Article  PubMed  Google Scholar 

  • Teitelbaum MS (1970) Factors affecting the sex ratio in large populations. J Biosoc Sci 2:61–71

    Article  CAS  Google Scholar 

  • Templer DI, Arikawa H (2006) Temperature, skin color, per capita income, and IQ: an international perspective. Intelligence 34(2):121–139

    Article  Google Scholar 

  • United Nations Development Programme (2009) Human development report 2009: Overcoming barriers: human mobility and development. Available online at http://hdr.undp.org/en/media/HDR_2009_EN_Complete.pdf

  • United States Central Intelligence Agency (2011) The world factbook. Central Intelligence Agency, Washington, DC

    Google Scholar 

  • Whiting JWM (1993) The effect of polygyny on sex ratio at birth. Am Anthropol 95(2):435–442

    Article  Google Scholar 

  • Wicherts JM, Dolan CV et al (2010) A systematic literature review of the average IQ of sub-Saharan Africans. Intelligence 38(1):1–20

    Article  Google Scholar 

  • World Bank (2011) World development indicators 2010. World Bank, Washington

    Google Scholar 

  • World Health Organization (2011) Global health risks mortality and burden of disease attributable to selected major risks. World Health Organization, Geneva

    Google Scholar 

  • Zorn B, Sucur V et al (2002) Decline in sex ratio at birth after 10-day war in Slovenia: brief communication. Hum Reprod 17(12):3173–3177

    Article  PubMed  Google Scholar 

Download references

Acknowledgments

Opinions expressed here are solely those of the author and not necessarily of any institute, where the author was employed since the work was started in 2005. I would also disclose that this body of work was conducted at home as a hobby starting from the year 2005. I dedicate this research work to my loving wife Savitri and sweet daughter Adhya (Gubbi) for tolerating my indulgence in this work.

Funding

No funding to disclose.

Conflicts of interest

None declared.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Madhukar Shivajirao Dama.

Additional information

Communicated by: Sven Thatje

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary File. 1

Raw data for all the variables used in this study. (XLS 109 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Dama, M.S. Cognitive ability correlates positively with son birth and predicts cross-cultural variation of the offspring sex ratio. Naturwissenschaften 100, 559–569 (2013). https://doi.org/10.1007/s00114-013-1052-3

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00114-013-1052-3

Keywords

Navigation