Childhood aspirations and adult outcomes

Research output: Working paper

Abstract

This paper extracts aspirations from texts written in childhood by members of a British longitudinal cohort and explores how these relate to later life outcomes. Applying Natural Language Processing (NLP) tools to short essays collected at age 11, we identify four aspiration themes: family, hobbies, financial success, and career. The weight of these four themes varies substantially across respondents, with girls on average placing more weight on family, and boys on financial success. Aspirations extracted using our method are strongly predictive of later life outcomes, even when controlling for detailed measures of early life environment, ability, and family background. These associations are often highly heterogeneous by gender; for example, family-related aspirations are associated with higher educational attainment for men, but lower educational attainment for women.
Original languageEnglish
Place of PublicationSt Andrews
PublisherUniversity of St Andrews
Number of pages38
Publication statusPublished - 17 Dec 2025

Publication series

NameEconomics discussion papers (St Andrews)
PublisherUniversity of St Andrews
No.2505
ISSN (Electronic)2978-4026

Keywords

  • Aspirations
  • Education
  • Natural language processing
  • NCDS

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