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An electrostatic discharge (ESD) event can cause a medical device to fail and pose a threat to patients'safety. This paper presents the data mining analysis of ESD failures in medical devices, over the last ten years, using the U.S. FDA's manufacturer and user facility device experience database. The most frequent failure modes and activities resulting in ESD events were identified and correlated with key environmental factors. Recommendations are then presented to medical device manufacturers and hospitals.