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Updated: Apr 26, 2026

Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
Sharing digital health data responsibly: Balancing open science with participant privacy
Camille Nebeker1, Shahin Samiei2, Santosh Kumar2
1Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, California, United States of America.
Abstract:
Data sharing is essential for modern science, advancing transparency, reproducibility, and discovery. Emerging evidence shows that certain digital health data, particularly high-frequency accelerometry from body-worn sensors, carry re-identification risks even when de-identified. In 2023, the National Institutes of Health published its Data Management and Sharing (DMS) Policy formalizing a commitment to openness by requiring all funded researchers to share scientific data. However, the policy did not anticipate that raw motion signals collected by wearable devices can function as biometric identifiers. The WristPrint study demonstrated that a single day of raw accelerometry data could be used to re-identify individuals with 96% accuracy. Related research in gait detection shows that as few as ten steps may be enough to uniquely identify someone. These findings highlight gaps in current data sharing policies and the need for tailored guidance. We argue that policy updates, enforceable data use agreements, and educational initiatives are essential to align openness with protection. The path forward is not to retreat from data sharing but to share more wisely, safeguarding participant trust while sustaining scientific progress.
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