Oil and gas investments are diversifying as the industry leans toward a more digitally conducive environment. Asset analysis was initially evaluated based on an asset’s technical parameters, pricing and operationality. In this new digital world, however, variables such as service quality, innovation, compliance, flexibility and scalability require quantification. Refinery data continues to be critical to evaluate investments, but is often incomplete.