Alright, I lied. But at least I found what I was looking for!
Looks like 70 degree optics make the most of your LEDs:
Source
However, reading through this again, they didn't test the 40 degree. My assumption is that this source is trying to show you how to get the most par using the least LEDs. Take it with a grain of salt, I'm no expert
