Youth Digital Governance in ASEAN: An Empirical Assessment of Formation-Level Risk in Algorithmic Environments

Youth digital governance across ASEAN has expanded rapidly in response to online harm, exploitation, and platform-mediated risk. However, prevailing regulatory approaches remain largely age-blind, content-centric, and reactive, offering limited protection against formation-level effects arising from sustained adolescent interaction with algorithmically mediated digital environments. This paper presents an empirical diagnostic assessment of youth digital governance in ASEAN, focusing on adolescents aged 12–18 through analysis of documented cases across six ASEAN member states—Malaysia, Singapore, Indonesia, Thailand, Vietnam, and the Philippines—between 2023 and 2025. Drawing on a curated catalogue of publicly documented and institutionally verified cases, the study examines observable adolescent behavioural outcomes, digital interaction contexts, and institutional responses. Using qualitative, case-based methodology, the analysis identifies recurring outcome categories—including behavioural escalation, sexual and economic exploitation, emotional destabilisation, and high-risk activity—alongside consistent structural mechanisms operating across jurisdictions. The findings demonstrate that seven platform mechanisms—algorithmic amplification, visibility metrics, monetisation architecture, private communication channels, peer reinforcement, anonymity, and cross-border technical infrastructure—repeatedly shape adolescent behaviour prior to governance intervention. These mechanisms operate independently of content legality and enforcement strength, indicating structural misalignment between lived digital exposure and existing regulatory approaches. Comparative analysis of ASEAN youth digital governance frameworks reveals substantial variation in regulatory maturity and enforcement capacity, but uniform limitation in developmental scope. No ASEAN member state explicitly differentiates adolescents as a distinct developmental category in digital governance, and no framework directly addresses formation-level risk arising from engagement-optimised system design. This paper provides the first empirically grounded diagnostic assessment of adolescent formation-level risk across ASEAN, evaluating alignment between algorithmic interaction architectures and existing regulatory frameworks. It contributes empirical evidence from a region underrepresented in youth digital governance literature and establishes a regional foundation for future theoretical and policy-oriented work on adolescent digital governance in algorithmically mediated environments. A standalone Policy Brief and comprehensive regulatory appendices accompany this analysis for practitioners and policymakers