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September 10, 2025Open Access

Achieving a rapid and continuous learning health system requires socio-technical harmonization of research and operational IT

CLCong LiuElectric Power University CTCasey TaColumbia University EDElisabeth S. DiMariaColumbia University

Key Points

Significant barriers hinder the effective implementation of learning health systems due to IT misalignment and strategic disconnection in funding.
Funding mechanisms and governance structures differ remarkably for clinical research and patient care, complicating socio-technical integration.
Observational analysis of workforce culture and regulatory frameworks reveals essential discrepancies impacting operational synergy.
Proposed strategies target workforce harmonization and data standardization, suggesting a unified approach for overcoming implementation challenges.

Abstract

This perspective identifies challenges in integrating clinical research and care delivery in a rapid and continuous Learning Health System (LHS), focusing on Information technology (IT) systems and workforce harmonization. Based on our experiences, we analyzed differences in funding mechanisms, governance, regulatory frameworks, priorities, workforce culture, technology architecture, risk tolerance, and data standardization. We highlight significant barriers to the LHS implementation caused by IT misalignment between clinical research and patient care and propose strategies to overcome these challenges.

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