cn: It’s math
When I was an experimental physicist, one of the difficulties was the sheer number of different knobs you could tune… the power of the laser, the rate of laser pulses, the angle of the laser, the material being measured, the temperature, and numerous other knobs more difficult to explain. The search space was too large, and I had to judiciously choose what things to measure.
But in some ways, it’s easier in physics. I had a lot of physics theory to inform my expectations. Suppose you’re designing a website for a personal business, there isn’t quite as much theory to tell you what design features will drive business. You might be stuck trying everything, throwing stuff at a wall until something sticks.
It turns out there’s some interesting math behind this. If you throw everything at a wall, that’s an awful lot of things. But there are ways to throw fewer things at the wall and get about the same information from your experiment.

