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Karn Agarwal is a Senior Staff Engineer in Data Science at Liberty Oilfield Services, where interests include statistical modeling, optimization, and history matching, focusing on fracture and reservoir modeling for completion design optimization. Prior experience includes a role as Senior Technical Professional at Halliburton, contributing to technical development and research in microdeformation mapping technologies, and an internship at Pinnacle, where Karn investigated the geomechanical role in microseismicity during fracturing operations. Earlier experience includes training as a Petroleum Engineer at Schlumberger, developing workflows for geomechanical effects in reservoir simulations. Karn holds a Master of Science in Analytics from Georgia Institute of Technology, a Master of Science in Petroleum Engineering from The University of Texas at Austin, and a Bachelor of Technology in Civil Engineering from the Indian Institute of Technology, Roorkee.