Machine Learning on Permian Seismic?

Pioneer Natural Resources is improving the accuracy of its Midland basin depth-models by up to 40%, using a machine-learning algorithm to re-calibrate its seismic from well logs. Faster drilling and better production rates should follow.

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Why the Thunder Said?

Energy transition is underway. Or more specifically, five energy transitions are underway at the same time. They include the rise of renewables, shale oil, digital technologies, environmental improvements and new forms of energy demand. This is our rationale for establishing a new research consultancy, Thunder Said Energy, at the nexus of energy-technology and energy-economics.

This 8-page report outlines the ‘four goals’ of Thunder Said Energy; and how we hope we can help your process…


Pages 2-5 show how disruptive energy technologies are re-shaping the world: We see potential for >20Mbpd of Permian production, for natural gas to treble, for ‘digital’ to double Oil Major FCF, and for the emergence of new, multi-billion dollar companies and sub-industries amidst the energy transition.

Page 6 shows how we are ‘scoring’ companies: to see who is embracing new technology most effectively, by analysing >1,000 patents and >400 technical papers so far.

Page 7 compiles quotes from around the industry, calling for a greater focus on technology.

Page 8 explains our research process, and upcoming publication plans.