This study deployed an extensive dataset comprising over 60,000 children and adolescents aged 10 and 15 from 10 international urban centers spanning nine countries, including the United States, Canada, China, South Korea, Finland, Colombia, Russia, Portugal, and Turkey. The participants’ social-emotional competencies were assessed against the established framework that organizes 15 skills into five categories mapped onto the Big Five personality traits: openness, conscientiousness, extraversion, agreeableness, and emotional stability.

Findings indicate that the hypothesized functional zoning of these skills failed to emerge consistently across the diverse sample. Contrary to expectations, the adult-derived hierarchical structure did not hold true for younger individuals. The empirical data revealed that the configuration of social-emotional skills evolved significantly with age. Ten-year-olds exhibited a more blended and less differentiated pattern of skills, whereas fifteen-year-olds showed more refined distinctions, yet still diverged substantially from the adult framework that underpins the OECD survey.

Moreover, the study unveiled pronounced cultural heterogeneity in the organization of these skills. The way social-emotional skills clustered varied markedly across cities such as Houston, Helsinki, and Suzhou. This variance underscores the influence of local sociocultural factors, educational practices, and societal norms in shaping the development and interrelation of these competencies at both individual and community levels. The research suggests that universal, one-size-fits-all assessments are insufficient for capturing the complexity of social-emotional development across global contexts.

The methodological approach employed, Exploratory Graph Analysis (EGA), was pivotal in uncovering the latent structure of the assessed skills. EGA, a network psychometrics technique, models relationships among variables, offering a data-driven perspective on how different skills interconnect functionally. However, in this case, EGA failed to reproduce the pre-established functional zoning assumed by the survey framework, thereby challenging its applicability and prompting a call for re-evaluation and adaptation.

Bo Ning, PhD, corresponding author and professor at Shanghai Normal University, emphasized the implications of these results. She underscored that social-emotional skill assessments must be sensitive to developmental stages and cultural contexts to ensure fairness and accuracy. This stance invites a paradigm shift towards frameworks that are not only empirically validated for diverse populations but are also dynamic enough to adapt to the evolving socioemotional landscape of children and adolescents worldwide.

The study’s cross-national sample and robust analytic techniques bolster the credibility of its conclusions, signaling a crucial need for psychometric frameworks that accommodate developmental trajectories and cultural specificity. Such frameworks would enhance the validity of social-emotional skill measurement and guide the design of interventions tailored to the unique needs and contexts of younger populations globally.

This investigation also raises broader questions about the translatability of adult personality theories to child and adolescent populations. Since children are in critical developmental phases marked by rapid psychological, social, and cognitive changes, frameworks built on adult models may oversimplify or misrepresent their social-emotional realities. Consequently, researchers and policymakers must reconsider how social-emotional competencies are conceptualized and operationalized in international assessments.

Beyond academic inquiry, this research holds pragmatic significance. Social-emotional skills are increasingly recognized as crucial predictors of lifelong success, influencing educational outcomes, mental health, and social integration. Misalignment in assessment tools could lead to misguided policies, inadequate resource allocation, and ineffective educational programming, especially when applied in culturally or developmentally incongruent ways.

The study’s findings advocate for the creation of culturally nuanced measurement tools that incorporate indigenous concepts of social and emotional functioning. Such culturally congruent tools would respect local values and educational priorities, fostering more authentic and meaningful assessments. Additionally, they would facilitate international comparisons that are not merely nominal but grounded in culturally sensitive understanding.

Further research is needed to elucidate the mechanisms driving developmental and cultural variability in social-emotional skill organization. Longitudinal studies can capture dynamic developmental processes, while qualitative research may offer rich contextual insights. Combining these approaches with advanced quantitative methods like EGA can yield comprehensive frameworks capable of supporting equitable policies and practices in global education and child development.

The growing recognition of the complexity of social-emotional skills across developmental stages and cultures marks a pivotal advancement in psychological science. This study contributes a critical evidence base, urging the scientific community to transcend traditional adult-centric, culturally monolithic frameworks in favor of more sophisticated, inclusive paradigms that truly reflect the lived experiences of children and adolescents worldwide.

As the landscape of global education and psychological assessment continues to evolve, embracing culturally adaptive, developmentally informed frameworks will be essential. Doing so promises to improve the fairness and effectiveness of social-emotional skill measurement, ultimately promoting better outcomes for diverse populations of young people who will shape the future of societies around the world.

Subject of Research: Social-emotional skill assessment across developmental stages and cultures

Article Title: Exploratory Graph Analysis Failed to Reproduce the Hypothesized Functional Zoning Framework in the OECD Survey on Social and Emotional Skills

News Publication Date: 17-Jun-2026

Web References: http://dx.doi.org/10.1002/pchj.70108

Keywords: personality development, social development, developmental psychology, psychological science, young people, adolescents, emotional development