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Leeds Law School

Interoperability vs Privacy: Can Healthcare Systems Really Have Both

Dr Adetunji Ademola is a computer scientist and university lecturer based in London. He holds a PhD in Computer Science from Middlesex University London and teaches at University College London and Birmingham City University International College. His work spans computer systems, research methods and operations management, alongside supervising MSc dissertations. His research focuses on AI-driven security and privacy for interoperable electronic health records, including privacy-preserving machine learning, federated learning, and anomaly detection, with recent work on protecting patient data and the privacy of audit metadata.

Published on 08 Oct 2026
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1. The Promise of Interoperable Healthcare

Electronic Health Records (EHRs) enable healthcare providers to access and exchange patient data more efficiently, improving clinical decision-making and quality of care. By facilitating access to comprehensive patient information across multiple providers, EHRs promise to reduce costs, prevent medical errors, and streamline healthcare delivery. However, this promise depends heavily on one critical capability: interoperability.

Interoperability refers to the ability of different health information systems to work together despite differences in programming languages, structures, and underlying technologies. More specifically, it enables the exchange and use of information across organisational and technical boundaries to support effective healthcare delivery. Despite its recognised importance, achieving interoperability remains a persistent challenge. Healthcare systems often rely on fragmented infrastructures and incompatible technologies, resulting in data silos that limit seamless information exchange. More importantly, interoperability is not merely a technical issue; it raises significant legal and ethical concerns, particularly in relation to privacy.

2. The Privacy Paradox: More Access, Greater Risk

The tension between interoperability and privacy stems from the sensitive nature of health data. Personal health information is among the most protected categories of data, requiring strict safeguards to prevent misuse. Privacy is widely recognised as a fundamental human right under Article 12 of the Universal Declaration of Human Rights. It encompasses an individual’s ability to control access to their personal information and to remain free from unauthorised intrusion or surveillance. In the context of healthcare, privacy is closely linked to data protection laws such as the UK Data Protection Act 2018, which incorporates the General Data Protection Regulation (GDPR). This framework imposes strict requirements on how personal data is collected, processed, and shared, emphasising principles such as consent, data minimisation, and purpose limitation.

Interoperability, however, operates on a different logic. It requires data to be shared across multiple systems and sometimes jurisdictions. This creates a fundamental paradox: healthcare data must be accessible to support effective treatment, yet restricted to ensure legal compliance and protect patient confidentiality. As a result, healthcare providers are often caught between the risk of under-sharing data, which can negatively impact patient outcomes, and over-sharing data, which can lead to legal violations and privacy breaches.

3. Where Interoperability Creates Privacy Vulnerabilities

The question is not simply whether health data should be shared. It is how health data can be shared responsibly. This tension is evident in several practical challenges associated with current EHR systems.

a. Consent and Patient Control

One major issue is the effectiveness of consent mechanisms. Consent is a key legal basis for processing health data, requiring patients to authorise access to their medical records. However, in highly interconnected systems, patients may not fully understand how their data is shared or used, raising concerns about whether consent is truly informed. Additionally, there are legal exceptions where data may be shared without consent, such as in emergencies or for public health purposes, further complicating the notion of patient control.

b. Cybersecurity and Data Breaches

Interoperability also expands the potential attack surface of healthcare systems. Another significant concern is the risk of unauthorised access and data breaches. EHR systems have become attractive targets for cybercriminals due to the high value of health data. Attacks such as phishing, malware, and denial-of-service can lead to identity theft, financial fraud, and other forms of harm. Beyond external threats, internal factors such as human error and weak security policies also contribute to data leaks. The aggregation of data from multiple sources into centralised systems further increases vulnerability, as larger datasets become more appealing targets for attackers.

c. Third-Party Access and Re-identification

The involvement of third parties adds another layer of complexity. Patient data is often shared with entities such as researchers, insurance providers, and other service organisations. Without proper authorisation and transparency, such data sharing can compromise patient privacy and erode trust. Even when data is de-identified, the risk of re-identification increases as datasets are combined and analysed across systems, highlighting the limitations of current privacy protection mechanisms.

d. Accountability Across Fragmented Systems

Legal and governance challenges further intensify these issues. Interoperable systems typically involve multiple stakeholders, each with different responsibilities and compliance obligations. This fragmentation makes it difficult to assign accountability when data breaches occur. Unclear responsibility can hinder effective enforcement of data protection laws and discourage organisations from fully adopting interoperable solutions.

4. Privacy by Design: Can Technology Reconcile the Two?

Despite these challenges, interoperability and privacy are not inherently incompatible. The key lies in how healthcare systems are designed and governed. Increasingly, there is a shift towards integrating privacy into system architecture through approaches such as "privacy by design." This concept emphasises embedding data protection principles into technological systems from the outset, rather than addressing privacy as a secondary concern. Practical measures can support this approach. Strong authentication mechanisms and role-based access controls can ensure that only authorised users access sensitive information. Additionally, continuous monitoring through audit trails and intrusion detection systems can enhance accountability and enable early detection of suspicious activities.

5. From Trade-Off to Coexistence: Designing Trustworthy Healthcare Systems

Ultimately, achieving a balance between interoperability and privacy requires both technological and legal innovation. Legal frameworks must evolve to address the complexities of interconnected healthcare systems, providing clearer guidance on data sharing responsibilities and accountability. At the same time, healthcare providers must adopt robust security and governance practices to ensure compliance and maintain patient trust.

Interoperability should not come at the expense of privacy, nor should privacy regulations prevent the effective use of health data. Instead, both must be treated as complementary objectives. As healthcare systems continue to evolve, the challenge will be to design solutions that enable the safe and effective exchange of information while preserving the fundamental rights of patients. The future of digital healthcare depends not only on technological advancement but also on the ability to align innovation with strong legal and ethical safeguards.

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