IntroductionThe supply of elite professionals is crucial for economic development, yet little is understood about the appeal and influencing factors of these careers among young people across different economies. It remains unclear whether adolescents in academically high‐performing economies growingly expect emerging technological jobs in response to evolving workforce demands.MethodsThis research used the Programme for International Student Assessment 2000–2018 data in 24 high‐performing educational systems to examine the two‐decade trends in adolescents' expectations for Science, Technology, Engineering, and Math (STEM), medicine, law, business, and teaching careers. The popularity trend of these careers and the major impacts of gender, socioeconomic status, and academic ability were examined with multilevel logistic regression models.ResultsThe findings indicated that developed economies such as Singapore, Canada, the United States of America, and the United Kingdom have successfully attracted a greater proportion of students to elite careers. In contrast, many high‐performing Asian economies, such as Korea, Japan, and Taipei, have not. STEM and medical fields primarily drew students with high math abilities, whereas legal professions attracted those with superior reading skills. Although girls generally expected teaching and legal careers and boys expected STEM fields, social and gender differences have narrowed over the past decades.ConclusionsMany Western developed economies effectively attract a larger share of adolescents to STEM careers than their Asian counterparts. Although gender and social disparities persist, their impact has diminished. Effective human resource planning should be based on each country's unique trends and influencing factors to promote greater equality and inclusion in the workforce.