If you build and train a model that explains observations under one set of rules, and then you change the rules, the parameters in your model are probably wrong
Nobel prize winner Ben Bernanke has written about real options
Larry Neal and Carl Spetzler penned an article in Harvard Business Review explaining Chevron's multi-decade commitment to Decision Quality, of which Decision Analysis is a key part