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Cognition, a component of human capital, is fundamental for decision-making, and understanding the causes of human capital depreciation in old age is especially important in aging societies. Using various proxy measures of cognitive…

General Economics · Economics 2021-11-02 Plamen Nikolov , Steve Yeh

We investigate the motivation and means through which individuals expand their skill-set by analyzing a survey of applicants from the Facebook Jobs product. Individuals who report being influenced by their networks or local economy are over…

General Economics · Economics 2021-06-21 Eduardo Laguna-Muggenburg , Monica Bhole , Michael Meaney

This work examines the economic benefits of learning a new skill from a different domain: cross-skilling. To assess this, a network of skills from the job profiles of 14,790 online freelancers is constructed. Based on this skill network,…

General Economics · Economics 2021-02-11 Fabian Stephany

Education is a major source of inequality in income and health. Polygenic indices for educational attainment (EA-PGI) capture both direct and indirect genetic influences on education, but their effects on income and health remain unclear.…

General Economics · Economics 2026-04-28 Stefano Lombardi , Nurfatima Jandarova , Kristina Zguro , Jarkko Harju , Aldo Rustichini , Andrea Ganna

We study the effects of academic rank using data on the entire population of children enrolled in primary schools in Aberdeen, Scotland, in 1962. Exploiting quasi-random variation in peer group composition, we estimate the causal impact of…

General Economics · Economics 2025-10-15 Emilia Del Bono , Angus Holford , Tommaso Sartori

Understanding the role of information among disadvantaged students is crucial in explaining their investment decisions in higher education. Indeed, information barriers on the returns and the gains from completing college may explain a…

General Economics · Economics 2025-07-04 Luca Bonacini , Giuseppe Pignataro , Veronica Rattini

We use a rich, census-like Brazilian dataset containing information on spatial mobility, schooling, and income in which we can link children to parents to assess the impact of early education on several labor market outcomes. Brazilian…

General Economics · Economics 2019-06-03 Pedro Cavalcante Oliveira , Daniel Duque

This paper examines whether artificial intelligence (AI) acts as a substitute or complement to human labour, drawing on 12 million online job vacancies from the United States spanning 2018-2023. We adopt a two-pronged approach: first,…

General Economics · Economics 2025-02-27 Elina Mäkelä , Fabian Stephany

Evidence on the effectiveness of retraining U.S. unemployed workers primarily comes from evaluations of training programs, which represent one narrow avenue for skill acquisition. We use high-quality records from Ohio and a matching method…

General Economics · Economics 2025-12-30 Pauline Leung , Zhuan Pei

Higher education often requires choosing a bachelor's and a master's degree, yet the returns of these combined choices and the role of courses in different disciplines remain understudied. This paper addresses this gap using detailed data…

General Economics · Economics 2025-11-13 Eleonora Brandimarti

Evidence on educational returns and the factors that determine the demand for schooling in developing countries is extremely scarce. Building on previous studies that show individuals underestimating the returns to schooling, we use two…

General Economics · Economics 2020-06-09 Plamen Nikolov , Nusrat Jimi

Graduated driver licensing systems effectively reduce adolescent traffic fatalities but create unintended health consequences. Using state-level variation in licensing policies from 1999-2020 and difference-in-differences analysis, we…

General Economics · Economics 2025-09-30 Sharareh Massahi

This paper examines the incidence and persistence of overeducation in the early careers of Spanish university graduates. We investigate the role played by the business cycle and field of study and their interaction in shaping both…

Econometrics · Economics 2024-07-08 Maite Blázquez Cuesta , Marco A. Pérez Navarro , Rocío Sánchez-Mangas

A new and rapidly growing econometric literature is making advances in the problem of using machine learning methods for causal inference questions. Yet, the empirical economics literature has not started to fully exploit the strengths of…

General Economics · Economics 2021-01-05 Anna Baiardi , Andrea A. Naghi

Workers without formal credentials experience substantially lower employment rates than their credentialed counterparts, but the extent to which information frictions contribute to these disparities remains unclear. We conducted a…

General Economics · Economics 2025-11-06 Susan Athey , Emil Palikot

In this article, I present a new approach and a novel model to the study of the life cycle of wages. The key idea is that wage can be thought as remuneration paid for the competency. It is assumed with the approach that there are three…

Physics and Society · Physics 2007-05-23 S. I. Maximov

This paper studies how labor market conditions around high school graduation affect postsecondary skill investments. Using administrative data on more than six million German graduates from 1995-2018, and exploiting deviations from secular…

General Economics · Economics 2026-02-03 Andreas Leibing

Active labor market policies are widely used by the Swiss government, enrolling over half of all unemployed individuals. This paper evaluates the effectiveness of Swiss programs in improving employment and earnings outcomes using causal…

General Economics · Economics 2025-05-13 Federica Mascolo , Nora Bearth , Fabian Muny , Michael Lechner , Jana Mareckova

We measure human capital using the self-reported skill sets of nearly 9 million U.S. college graduates from professional profiles on LinkedIn. We aggregate skill strings into 48 clusters of general, occupation-specific, and managerial…

General Economics · Economics 2025-05-08 David Dorn , Florian Schoner , Moritz Seebacher , Lisa Simon , Ludger Woessmann

This paper explores various socioeconomic factors that contribute to individual financial success using machine learning algorithms and approaches. Financial success, a critical aspect of all individual's well-being, is a complex concept…

Machine Learning · Computer Science 2024-07-09 Michael Zhou , Ramin Ramezani
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