Publications
The Returns to Education: A Meta-Study (co-authored with Gregory Clark)
Kyklos - International Review for Social Sciences
There have been many studies estimating the causal effect of an additional year of education on earnings. The majority employ administrative changes in the minimum school leaving age as the mechanism allowing identification. Here we survey 79 such estimates. However, remarkably, while the majority of these studies find substantial gains from education, a number of well-grounded studies find no effect. The average return from these studies still implies substantial average gains from an extra year of education: an average of 8.2%. But the pattern of reported returns shows clear evidence of publication biases: omission of studies where the return was not statistically significantly above 0, and where the estimated return was negative. Correcting for these omitted studies, the implied average causal returns to an extra year of schooling will be only in the range 0-3%.
Published paper
Working paper
Data and appendix
Media coverage: Macro Roundup (Edward Conard), Marginal Revolution, Göteborg-Posten (in Swedish)
Work in Progress
A Classless Society? England, 1700-2025 (co-authored with Gregory Clark)
Social class descriptors are still widely used in social science. But does social class add any useful information in predicting social outcomes, compared to other status indicators such as occupational status? Utilizing two large databases on social outcomes for people in England 1700-2024, we show that granular measures of status perform much better as predictors of a wide range of social outcomes than does the classic allocation of people into social classes. We learn almost nothing additional by categorizing people by social class. This suggests that social class does not reflect the social stratification of society. Social status lies along a continuum, so dividing people into a few lumpy classes reduces rather than adds explanatory power.
Nielsen & Schaffalitzky de Muckadell: Surnames & Social Mobility in Denmark, 1750-2020 (solo-authored)
Conventional measures of social mobility, such as intergenerational income elasticity, suggest that Denmark is one of if not the most socially mobile country in the world. This is often attributed to Denmark’s low economic inequality and generous social welfare policies. Using surname methods that reduce biases of conventional measures, I conversely show strong persistence of social status in Denmark from 1750 to 2020. I estimate rates of social mobility utilizing changes in the relative representation of surnames in elite occupations and education (doctors, lawyers, members of parliament and high school graduates). This persistence is expressed both in slow upward mobility of lower-status individuals (carriers of patronymic surnames) and slow downward mobility of upper-status individuals (carriers of noble surnames), suggesting an underlying persistence rate of 0.7-0.8. The rate is surprisingly similar to other countries with different institutional setups, and fairly stable over the full period, with only minor decreases over time, despite significant economic, social and political changes in Denmark, including the abolition of serfdom, democratization and the introduction of the social welfare state.
Longevity of Medical Elites: Denmark, 1700-1950 (solo-authored)
Do doctors live longer than other social elites because of medical knowledge? One strand of literature establishes that high social status individuals live longer, while other researchers point to the importance of health behaviours, not status in itself. Doctors likely adopted good health behaviours in their private life earlier than other social elites as medicine became a more scientific discipline throughout the 19th century, which potentially affected their longevity. Utilizing biographies of doctors (1479-1982) and other professionals like lawyers (1660-1936), this paper compares longevity differences over time for elites with and without medical knowledge. I argue that the 1884 medical conference in Copenhagen can be interpreted as the time, after which a broad set of Danish doctors adopted a scientific approach to medicine, the effects of which is investigated in a difference-in-differences setup. Preliminary results suggest that doctors have a larger longevity increase than other professionals after the conference.
Other Work
De politiske dynastier i Danmark - Magtudredningen 2.0 Essay (med Lasse Aaskoven)
Danish Only
Andelen af dynastiske folketingspolitikere i Danmark, 1849-2025. Diskussion af demokratiske implikationer og forslag til senere forskning.