Data sharing is increasingly required by academic journals and funders of research, and the benefits of sharing participant level clinical research data for secondary or meta-analysis are widely championed among the research community. However, there is a need to ensure that data sharing is truly useful and that those with limited research capacity are not inadvertently disadvantaged.