Morphing conjecture into theory

I again have been pondering the analysis sequence of event observation, conjecture as to cause and meaning of the event, hypothesis describing the event in general and then a theory that describes that event and many others like it; then correctly predicts similar events that come to pass in the future.

Each of these involves interpretation.

And the morphing from one stage into the next, is usually not celebrated although maybe defended.