Just found this. The war was predicted based on energy trends. Sad part is it also predicted Russia is still ignorant on the likely pace of the transition away from fossil fuel.

https://rethinkx.medium.com/how-energy-disruption-led-to-russia-ukraine-crisis-and-how-the-crisis-will-accelerate-disruption-495e171135a7