The ethics of secondary data analysis: considering the application of Belmont principles to the sharing of neuroimaging data
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Updated: May 13, 2026

Basics of Multivariate Analysis in Neuroimaging Data
Published on: July 24, 2010
Beth Brakewood1, Russell A Poldrack
1Imaging Research Center, University of Texas, 100 E. 24th Street, Austin, TX 78712, USA. bethlin@utexas.edu
Abstract:
The sharing of data is essential to increasing the speed of scientific discovery and maximizing the value of public investment in scientific research. However, the sharing of human neuroimaging data poses unique ethical concerns. We outline how data sharing relates to the Belmont principles of respect-for-persons, justice, and beneficence. Whereas regulators of human subjects research often view data sharing solely in terms of potential risks to subjects, we argue that the principles of human subject research require an analysis of both risks and benefits, and that such an analysis suggests that researchers may have a positive duty to share data in order to maximize the contribution that individual participants have made.

