Beyond additive genetic effects: Explaining family resemblance in school performance across millions of pairs of Norwegian relatives

N Nikolai Haahjem Eftedal (Promenta Research Centre, Department of Psychology, University of Oslo) E Espen Moen Eilertsen (Promenta Research Centre, Department of Psychology, University of Oslo) H Hans Fredrik Sunde T Thomas Haarklau Kleppestø (Department of Psychology, Norwegian University of Science and Technology) E Eivind Ystrom (Promenta Research Centre, Department of Psychology, University of Oslo) N Nikolai Olavi Czajkowski (Promenta Research Centre, Department of Psychology, University of Oslo)

Abstract

We investigate the hypothesis that family resemblance on school performance can be fully explained by additive genetic effects and assortative mating. Our sample consists of all schoolchildren who took Norwegian national standardized tests between 2007 and 2019 (N = 936,708). These tests measure aptitude in math and reading comprehension, and are taken the years children turn 10, 13, and 14 y old. We identify millions of pairs of relatives within our sample (82 different kinds, in total), including not only conventional biological relatives such as siblings and cousins, but also relatives-in-law, relatives through adoption, twins, and relatives connected through twins. When fitting models which assume that family resemblance arises solely from additive genetic effects and assortative mating, we find that they describe much of our data well, but that they systematically underestimate the similarity of close relatives (particularly monozygotic twins), maternal relatives, relatives-in-law, and relatives through adoption. We discuss potential explanations for these deviations, including shared-environmental effects, nonadditive genetic effects, and gene–environment interplay.

Article Details

Volume / Issue Vol. 122, Issue 25
Published June 24, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (6)

N

Nikolai Haahjem Eftedal

Promenta Research Centre, Department of Psychology, University of Oslo

E

Espen Moen Eilertsen

Promenta Research Centre, Department of Psychology, University of Oslo

H

Hans Fredrik Sunde

T

Thomas Haarklau Kleppestø

Department of Psychology, Norwegian University of Science and Technology

E

Eivind Ystrom

Promenta Research Centre, Department of Psychology, University of Oslo

N

Nikolai Olavi Czajkowski

Promenta Research Centre, Department of Psychology, University of Oslo