The world is not linear.
Most of the time you need multiple variables.
Sometimes you would need a square, a cube, or even a log.
Even with lots of trials, it might still be difficult to fit in.
And, if you try to hard, you might end up being too over-fitting.
After all, it is quite a curvaceous world.