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Dag Kristiansen is an associate director with the Upstream Costs and Technology team at IHS Markit. Dr. Kristiansen has been the lead analyst for several oil and gas market segments and supplier profiles. In addition, he has, in close cooperation with key clients, developed tools for cost modeling and estimation across all covered market segments. He is currently lead analyst for the LNG EPC markets, both export and import terminals. Before joining IHS Markit, Dr. Kristiansen worked for ABB, focusing on production optimization of upstream oil and gas facilities, as well as robotics and business development. Prior to that, he was a senior scientist at the Norwegian Defence Research Establishment. Dr. Kristiansen holds a Master of Science and a PhD in control system theory, both from the Norwegian University of Science and Technology.