[adnam]

The problem with the data-driven approach is you might be optimising towards a local maximum.

[roel_v]

Only with naive optimization algorithms, of course. There's a whole academic field of study devoted to optimization, and avoiding local maxima is a big issue of course. Hundreds if not thousands of papers are published on it, every year.