by Johann Balmer and Johannes Rydberg are good historical examples. They worked, and they were useful, even though the underlying mechanism was not yet understood.

Others construct model-based frameworks built around specific properties, such as internal consistency or compatibility with known symmetries, and then check whether the resulting theory matches observations. The Standard Model of particle physics