[Question] In a lack of data, how should you weigh credences in theoretical physics’s Theories of Everything, or TOEs?

It’s not an exaggeration to say that the flood of data in the 20th century for theoretical physics has now effectively vanished, and that leaves theoretical physics in a limbo as they figure out which TOE is true.

String theory, Loop Quantum Gravity and more theories try to duke it out, but almost no data can discern between these theories.

So I’m asking you, LessWrongers to figure out how to weight credences between these theories to at least identify the most probable theory for our universe.

(One hint: Supersymmetry, at least in it’s non-broken forms, is unlikely to exist. If Supersymmetry is correct, then it has to be broken in a way that doesn’t solve the Hierarchy Problem.)