Achieving Improvements in Company-scale Capital Allocation with Reduced Physics and Deep Learning to Evaluate the risk/reward of new Completions in Workovers and New Drills

Time: 10:10 am
day: Day Two


  • Learn how to integrate machine learning and physics knowledge to overcome issues with limited datasets and improve risk characterization of new completion opportunities
  • See how to use the results from data driven pipelines to high-grade opportunities and incorporate data-driven risk/uncertainty into capital planning
  • Review case study, obstacles, and techniques for deploying data science into existing workflows and decision making to make a strategic impact and avoid getting stuck in the ‘POC’ project phase