For Crude Oil Tycoon upgrades, use an upgrade decision tree based on the observed bottleneck; the best upgrades or best machines are the family that relieves the first confirmed constraint, not an unsupported ROI rank.
Classify the symptom as extraction, processing, power, repair, storage, selling, or progression. Confirm that category before spending, then test the line again.