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Updated: Apr 10, 2026

Using Cholesky Decomposition to Explore Individual Differences in Longitudinal Relations between Reading Skills
Published on: September 17, 2019
Estimating returns to education using the genetic lottery.
Tarjei Widding-Havneraas1,2, Perline A Demange3, Henrik Daae Zachrisson1,2
1Centre for Research on Equality in Education, University of Oslo, Oslo 0318, Norway.
More schooling significantly increases lifetime earnings, with Mendelian randomization (MR) showing robust returns of 8.0% per year. These findings confirm substantial economic benefits from education, exceeding costs.
Area of Science:
- Economics
- Genetics
- Sociology
Background:
- Determining the economic returns to schooling is crucial for policy and individual outcomes.
- Observational studies face confounding, while prior quasi-experimental methods focus on limited age ranges.
- Genotyped data and Mendelian randomization (MR) offer novel approaches to address confounding and estimate returns across all ages.
Purpose of the Study:
- To estimate the causal effect of an additional year of schooling on lifetime earnings.
- To utilize genetic variants as instrumental variables for education to overcome unobserved confounding.
- To triangulate findings using multiple identification strategies for robust estimation.
Main Methods:
- Mendelian randomization (MR) using genotyped data and Norwegian population registries.
- Ordinary least squares (OLS) with covariate adjustment.
- Sibling and twin fixed-effects models.
Main Results:
- MR estimates an 8.0% return to schooling (N=109,800), with sibling-MR yielding 6.3% (N=18,666).
- MR results remain robust under sensitivity analyses for potential pleiotropy.
- Higher returns are estimated via MR compared to OLS (5.9%) and fixed-effects models (5.3% siblings, 3.2% twins).
Conclusions:
- Lifetime returns to schooling are positive and substantial.
- The internal rate of return to education surpasses market interest rates.
- MR provides reliable estimates of the causal impact of schooling on earnings.
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