“I know that theories are really useful for making predictions, but can one 
actually make a prediction without one?”

Yes, that’s what data mining is:  Take a large corpus of data, find some 
statistically rare relationships, and then test for their predictive value on 
another large corpus of data.     In this way one can predict things without 
really having any kind of theory or even domain knowledge.

Marcus
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