The premise
A dashboard can reveal what happened. A scenario system should make the assumptions behind what happens next explicit, comparable and discussable.
The working pattern
The useful starting point is the decision: who will act, which levers they control, how often the question changes, and which constraints cannot be ignored.
Publication note
This article is a structural draft. Add verified examples, citations and original evidence before publication.