Ethical |
Privacy |
Ethico-Legal |
Ethical approval by REC/IRB |
Respect for Autonomy |
Health Data Anonymization |
Other |
Informed Consent |
Legal |
Data Protection Regulations |
Patient data access rights |
Divergence in National Legislations for Data Security and Privacy |
Confidentiality measures |
Other |
Clarity of legislation for health data collection/sharing/linkage |
Official/legal approval of project |
Study according to International laws and regulations |
Legislation allows project without consent or REC approval |
Legislation requires mandatory reporting |
Other |
Technical |
Lack of Data Standards (data structure and semantics) |
Technical |
Data harmonization techniques |
Data Quality Issues |
Data Linkage techniques |
Limited Technical Capabilities |
Other |
Other |
Financial |
Lack of Funding |
Financial |
Securing funding |
Other |
Public-Private partnership |
Other |
Political |
Mistrust between stakeholders |
Political |
Data Sharing Agreement |
Data Ownership |
Building and maintaining stakeholder trust |
Institutional/constitutional organization issues |
Data access control |
Other |
Health System Structure |
Other |
Motivational |
Lack of research incentives |
Motivational |
Monetary Incentive |
Stakeholder restricts access for re-use of data as deemed unfit for secondary use |
Easing workload through improvement of data collection |
Stakeholder competing interests |
Memorandum of understanding to ensure collaboration until end of study |
Other |
Other |
Sociocultural |
Cultural clash for data collection/sharing/linkage |
Sociocultural |
Participant data access control |
Other |
Other |