IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-60483-0.html
   My bibliography  Save this article

Understanding indirect assortative mating and its intergenerational consequences for educational attainment

Author

Listed:
  • Hans Fredrik Sunde

    (Norwegian Institute of Public Health)

  • Espen Moen Eilertsen

    (University of Oslo)

  • Fartein Ask Torvik

    (Norwegian Institute of Public Health
    University of Oslo)

Abstract

We develop a framework for understanding indirect assortative mating and provide updated definitions of key terms. We then develop family models that use partners of twins and siblings to freely estimate the degree of genetic and social homogamy, and account for it when investigating sources of parent-offspring similarity. We applied the models to educational attainment using 1,545,444 individuals in 212,070 extended families in the Norwegian population and Norwegian Twin Registry. Partner similarity in education was better explained by indirect assortment than direct assortment on observed educational attainment, with social homogamy being particularly important. The implied genotypic partner correlation (r = 0.34) was comparable to earlier studies, and higher than expected under direct assortment. About 38% of the parent-offspring correlation (r = 0.34) was attributable to various forms of environmental transmission. Alternative models that assumed direct assortment estimated environmental transmission to be lower, but these did not fit the data well.

Suggested Citation

  • Hans Fredrik Sunde & Espen Moen Eilertsen & Fartein Ask Torvik, 2025. "Understanding indirect assortative mating and its intergenerational consequences for educational attainment," Nature Communications, Nature, vol. 16(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-60483-0
    DOI: 10.1038/s41467-025-60483-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-60483-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-60483-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Matthew R. Robinson & Aaron Kleinman & Mariaelisa Graff & Anna A. E. Vinkhuyzen & David Couper & Michael B. Miller & Wouter J. Peyrot & Abdel Abdellaoui & Brendan P. Zietsch & Ilja M. Nolte & Jana V. , 2017. "Genetic evidence of assortative mating in humans," Nature Human Behaviour, Nature, vol. 1(1), pages 1-13, January.
    2. Fartein Ask Torvik & Espen Moen Eilertsen & Laurie J. Hannigan & Rosa Cheesman & Laurence J. Howe & Per Magnus & Ted Reichborn-Kjennerud & Ole A. Andreassen & Pål R. Njølstad & Alexandra Havdahl & Eiv, 2022. "Modeling assortative mating and genetic similarities between partners, siblings, and in-laws," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    3. M Dolores Collado & Ignacio Ortuño-Ortín & Jan Stuhler, 2023. "Estimating Intergenerational and Assortative Processes in Extended Family Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(3), pages 1195-1227.
    4. Clark, Gregory, 2023. "The inheritance of social status: England, 1600 to 2022," LSE Research Online Documents on Economics 119845, London School of Economics and Political Science, LSE Library.
    5. Richard Border & Sean O’Rourke & Teresa de Candia & Michael E. Goddard & Peter M. Visscher & Loic Yengo & Matt Jones & Matthew C. Keller, 2022. "Author Correction: Assortative mating biases marker-based heritability estimators," Nature Communications, Nature, vol. 13(1), pages 1-1, December.
    6. Abdel Abdellaoui & David Hugh-Jones & Loic Yengo & Kathryn E. Kemper & Michel G. Nivard & Laura Veul & Yan Holtz & Brendan P. Zietsch & Timothy M. Frayling & Naomi R. Wray & Jian Yang & Karin J. H. Ve, 2019. "Genetic correlates of social stratification in Great Britain," Nature Human Behaviour, Nature, vol. 3(12), pages 1332-1342, December.
    7. Kathryn E. Kemper & Loic Yengo & Zhili Zheng & Abdel Abdellaoui & Matthew C. Keller & Michael E. Goddard & Naomi R. Wray & Jian Yang & Peter M. Visscher, 2021. "Phenotypic covariance across the entire spectrum of relatedness for 86 billion pairs of individuals," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    8. Jennifer Sjaarda & Zoltán Kutalik, 2023. "Partner choice, confounding and trait convergence all contribute to phenotypic partner similarity," Nature Human Behaviour, Nature, vol. 7(5), pages 776-789, May.
    9. Richard Border & Sean O’Rourke & Teresa de Candia & Michael E. Goddard & Peter M. Visscher & Loic Yengo & Matt Jones & Matthew C. Keller, 2022. "Assortative mating biases marker-based heritability estimators," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    10. Loic Yengo & Matthew R. Robinson & Matthew C. Keller & Kathryn E. Kemper & Yuanhao Yang & Maciej Trzaskowski & Jacob Gratten & Patrick Turley & David Cesarini & Daniel J. Benjamin & Naomi R. Wray & Mi, 2018. "Imprint of assortative mating on the human genome," Nature Human Behaviour, Nature, vol. 2(12), pages 948-954, December.
    11. Michel G. Nivard & Daniel W. Belsky & K. Paige Harden & Tina Baier & Ole A. Andreassen & Eivind Ystrøm & Elsje Bergen & Torkild H. Lyngstad, 2024. "More than nature and nurture, indirect genetic effects on children’s academic achievement are consequences of dynastic social processes," Nature Human Behaviour, Nature, vol. 8(4), pages 771-778, April.
    12. Fartein Ask Torvik & Hans Fredrik Sunde & Rosa Cheesman & Nikolai Haahjem Eftedal & Matthew C. Keller & Eivind Ystrom & Espen Moen Eilertsen, 2024. "Non-random mating patterns within and across education and mental and somatic health," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    13. Tanya B. Horwitz & Jared V. Balbona & Katie N. Paulich & Matthew C. Keller, 2023. "Evidence of correlations between human partners based on systematic reviews and meta-analyses of 22 traits and UK Biobank analysis of 133 traits," Nature Human Behaviour, Nature, vol. 7(9), pages 1568-1583, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hans Fredrik Sunde & Nikolai Haahjem Eftedal & Rosa Cheesman & Elizabeth C. Corfield & Thomas H. Kleppesto & Anne Caroline Seierstad & Eivind Ystrom & Espen Moen Eilertsen & Fartein Ask Torvik, 2024. "Genetic similarity between relatives provides evidence on the presence and history of assortative mating," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    2. Jennifer Sjaarda & Zoltán Kutalik, 2023. "Partner choice, confounding and trait convergence all contribute to phenotypic partner similarity," Nature Human Behaviour, Nature, vol. 7(5), pages 776-789, May.
    3. Fartein Ask Torvik & Espen Moen Eilertsen & Laurie J. Hannigan & Rosa Cheesman & Laurence J. Howe & Per Magnus & Ted Reichborn-Kjennerud & Ole A. Andreassen & Pål R. Njølstad & Alexandra Havdahl & Eiv, 2022. "Modeling assortative mating and genetic similarities between partners, siblings, and in-laws," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    4. Abdellaoui, Abdel & Martin, Hilary C. & Rutherford, Adam & Kolk, Martin & Muthukrishna, Michael & Tropf, Felix & Mills, Melinda C. & Zietsch, Brendan & Verweij, Karin J.H. & Visscher, Peter M., 2025. "Socio-economic status is a social construct with heritable components and genetic consequences: a social construct with heritable components and genetic consequences," LSE Research Online Documents on Economics 127662, London School of Economics and Political Science, LSE Library.
    5. Tabea Schoeler & Doug Speed & Eleonora Porcu & Nicola Pirastu & Jean-Baptiste Pingault & Zoltán Kutalik, 2023. "Participation bias in the UK Biobank distorts genetic associations and downstream analyses," Nature Human Behaviour, Nature, vol. 7(7), pages 1216-1227, July.
    6. Evelina T. Akimova & Tobias Wolfram & Xuejie Ding & Felix C. Tropf & Melinda C. Mills, 2025. "Polygenic prediction of occupational status GWAS elucidates genetic and environmental interplay in intergenerational transmission, careers and health in UK Biobank," Nature Human Behaviour, Nature, vol. 9(2), pages 391-405, February.
    7. Hans Kippersluis & Pietro Biroli & Rita Dias Pereira & Titus J. Galama & Stephanie Hinke & S. Fleur W. Meddens & Dilnoza Muslimova & Eric A. W. Slob & Ronald Vlaming & Cornelius A. Rietveld, 2023. "Overcoming attenuation bias in regressions using polygenic indices," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    8. Akimova, Evelina T. & Wolfram, Tobias & Ding, Xuejie & Tropf, Felix C. & Mills, Melinda C., 2025. "Polygenic prediction of occupational status GWAS elucidates genetic and environmental interplay in intergenerational transmission, careers and health in UK Biobank," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 9(Febuary), pages 391-405.
    9. repec:osf:socarx:5a7vx_v1 is not listed on IDEAS
    10. Kenichi Yamamoto & Kyuto Sonehara & Shinichi Namba & Takahiro Konuma & Hironori Masuko & Satoru Miyawaki & Yoichiro Kamatani & Nobuyuki Hizawa & Keiichi Ozono & Loic Yengo & Yukinori Okada, 2023. "Genetic footprints of assortative mating in the Japanese population," Nature Human Behaviour, Nature, vol. 7(1), pages 65-73, January.
    11. Ebeltoft, Joakim Coleman & Eilertsen, Espen Moen & Cheesman, Rosa & Ayorech, Ziada & Van Hootegem, Arno & Lyngstad, Torkild Hovde & Ystrom, Eivind, 2024. "The Genetic and Environmental Composition of Socioeconomic Status: A population-wide multi-method study in >170,000 Norwegian individuals," SocArXiv 5a7vx, Center for Open Science.
    12. Menta, Giorgia & Lepinteur, Anthony & Clark, Andrew E. & Ghislandi, Simone & D'Ambrosio, Conchita, 2023. "Maternal genetic risk for depression and child human capital," Journal of Health Economics, Elsevier, vol. 87(C).
    13. Winfree, Paul, 2023. "The long-run effects of temporarily closing schools: Evidence from Virginia, 1870s-1910s," QUCEH Working Paper Series 23-02, Queen's University Belfast, Queen's University Centre for Economic History.
    14. Michael Fritsch & Michael Wyrwich, 2023. "Entrepreneurship in the Long-Run: Empirical Evidence and Historical Mechanisms," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 19(1), pages 1-125, January.
    15. Lazuka, Volha & Sandholt Jensen, Peter, 2021. "Multigenerational Effects of Smallpox Vaccination," Lund Papers in Economic History 232, Lund University, Department of Economic History.
    16. Samuel Baker & Pietro Biroli & Hans van Kippersluis & Stephanie von Hinke, 2022. "Beyond Barker: Infant Mortality at Birth and Ischaemic Heart Disease in Older Age," Bristol Economics Discussion Papers 22/765, School of Economics, University of Bristol, UK.
    17. Michael Fritsch & Martin Obschonka & Fabian Wahl & Michael Wyrwich, 2021. "Cultural Imprinting: Ancient Origins of Entrepreneurship and Innovation in Germany," Jena Economics Research Papers 2021-012, Friedrich-Schiller-University Jena.
    18. von Stumm, Sophie & Kandaswamy, Radhika & Maxwell, Jessye, 2023. "Gene-environment interplay in early life cognitive development," Intelligence, Elsevier, vol. 98(C).
    19. Kathryn E. Kemper & Julia Sidorenko & Huanwei Wang & Ben J. Hayes & Naomi R. Wray & Loic Yengo & Matthew C. Keller & Michael Goddard & Peter M. Visscher, 2024. "Genetic influence on within-person longitudinal change in anthropometric traits in the UK Biobank," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    20. Fartein Ask Torvik & Hans Fredrik Sunde & Rosa Cheesman & Nikolai Haahjem Eftedal & Matthew C. Keller & Eivind Ystrom & Espen Moen Eilertsen, 2024. "Non-random mating patterns within and across education and mental and somatic health," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    21. Baier, Tina & Lyngstad, Torkild Hovde, 2024. "Social Background Effects on Educational Outcomes - New Insights from Modern Genetic Science," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 76(3), pages 525-545.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-60483-0. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.