TY - UNPB
T1 - Childhood aspirations and adult outcomes
AU - Leighton, Margaret
AU - Merkurieva, Irina
PY - 2025/12/17
Y1 - 2025/12/17
N2 - 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.
AB - 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.
KW - Aspirations
KW - Education
KW - Natural language processing
KW - NCDS
UR - https://ideas.repec.org/s/san/econdp.html
M3 - Working paper
T3 - Economics discussion papers (St Andrews)
BT - Childhood aspirations and adult outcomes
PB - University of St Andrews
CY - St Andrews
ER -