Data analyst. Analytics strategist. Consultant. Data engineer. NLP researcher. Seven years translating data into decisions: at Foursquare, in healthcare, across enterprise and startup environments. I bring a sociotechnical lens to everything: the system is never just the technology. Currently at Penn Engineering and Penn Medicine, with research on AI and agreeability: how systems break down in the real world, and what shapes whether people trust, comply, or push back.