Orientation: The increasing number of young people not in employment, education or training (NEET) is a concerning global trend.Research purpose: This study aimed to identify the factors that contribute to young individuals being classified as NEET in South Africa.Motivation for the study: Given the rising NEET rates in South Africa and the potential loss of human capital, this study addresses a critical gap in understanding the drivers of youth unemployment and disengagement from education and/or training.Research approach/design and method: Employing cross-sectional data analysis techniques, the study used the Quarterly Labour Force Survey data with a sample of 14 338 youths aged 15–34 years from Statistics South Africa.Main findings: The study identified education level, race and age as significant predictors of NEET status. The research highlighted the role of social capital and geographical barriers in determining the NEET status of young individuals, with location and gender having an impact.Practical/managerial implications: The study’s findings have important implications for policymakers. Possible strategies can target the specific factors identified, such as improving access to education and training, addressing racial disparities and reducing gender-related barriers.Contribution/value-add: This study reveals the causes of NEET among South African youth. Policymakers can use this information to create targeted interventions, reduce the NEET population and promote socio-economic development. The research provides a valuable resource to guide efforts in reducing the NEET population and harnessing the potential of the country’s youth.