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Most of the time that data is already available to it and they merely need to a prove a thereom using existing historic data points and math.
For instance the Black-Scholes-Merton equation which won the Nobel economics prize was derived using preexisting mathematical concepts and mathematical principles. The application and validation relied on existing data.