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Shivani Kohut is an experienced Algorithm Engineer and Project Lead at APN Health, where responsibilities include leading a team to develop an impedance-based mapping system for a novel PFA catheter, integrating 3D modeling with live fluoroscopy. Previous roles at APN Health involved prototyping mathematical algorithms for product features and developing simulations in MATLAB. Additionally, Shivani served as an Adjunct Instructor at Central Texas College and Marquette University, teaching mathematics courses and designing curricula. An early career in freelance research included simulations for cardiac procedures and development of 3D pose estimation methodologies. Educational qualifications include a PhD in Biomathematics from Marquette University and an MS in Mathematics from the University of Illinois Urbana-Champaign.