-  Assessing the foundational steps required to successfully integrate digital twin technology into upstream operations, focusing on data readiness and infrastructure alignment.
-  Evaluating the impact of digital twin technology on decision-making processes, enabling more accurate forecasting, risk management, and strategic planning in upstream asset management.