The Evolution of Risk-Based Supervision under Digital Financial Transformation

Abstract

Risk-based supervision is being reshaped by digital financial transformation, raising a central question: how can supervisors preserve credible assurance when controls, decisions, and services are increasingly automated, data- driven, and outsourced? This study synthesizes evidence through a systematic literature review focused on financial supervision and audit implications. The reviewed studies show a reallocation of material risk from mainly balance- sheet vulnerabilities toward operational resilience, cyber governance, data integrity, model risk, and third-party dependencies. Findings also indicate that SupTech can strengthen risk-based supervision by enabling earlier risk sensing and targeted interventions, but only when supervisory analytics are governed with validation, explainability, and auditable decision trails. The article discusses these results through thematic synthesis linking supervisory risk taxonomies, technology-enabled supervisory cycles, and auditability of digital controls, including AI systems. Overall, the review concludes that digitally enabled supervision is constrained less by tool availability than by institutional capacity, data readiness, and assurance arrangements that align supervisors, firms, and auditors.