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Adaptive Access Governance in Healthcare
Francesco Capparelli1, Maria Rosaria de Ligio1, Giulia Finocchiaro1
1Istituto Italiano per la Privacy e la valorizzazione dei dati (IIP).
Insider data breaches in healthcare are common. This study introduces an adaptive access model combining role-based, attribute-based, and risk-based controls with behavior analysis to enhance data security and compliance.
Area of Science:
- Health Informatics
- Cybersecurity
- Information Governance
Background:
- Insider threats are the primary cause of healthcare data breaches.
- Existing role-based access control (RBAC) systems struggle to adapt to dynamic clinical environments.
- Need for more responsive and granular access control mechanisms in healthcare.
Purpose of the Study:
- To present an adaptive access governance model for healthcare.
- To integrate RBAC with attribute-based and risk-based authorization.
- To incorporate continuous behavioral anomaly detection for enhanced security.
Main Methods:
- Developed an adaptive model integrating RBAC, attribute-based, and risk-based authorization.
- Incorporated continuous behavioral anomaly detection.
- Utilized contextual factors (time, device, location, sensitivity) for real-time access decisions.
- Implemented dynamic risk scoring.
Main Results:
- Demonstrated reduced instances of inappropriate access in simulated and operational settings.
- Validated the model's effectiveness in enhancing data security.
- Showcased improved alignment with regulatory standards like GDPR, HIPAA, and ISO/IEC 27001.
Conclusions:
- The proposed adaptive access governance model effectively mitigates insider-originated data breaches in healthcare.
- Integration of multiple access control strategies and behavioral analysis provides robust security.
- The model supports compliance with major data protection regulations.
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