I had looked into this many years ago, to decide whether I wanted yellow or white auxiliary driving lights on my vehicle. Here's what I found:
Amber is thought to be better for 'high contrast' lighting by some. Those who shoot target pistols/rifles seem to think yellow/amber tinted glasses improve their view of the target. ( Google 'high contrast glasses' to see what I mean ) I've even known people refer to yellow tinted glasses as 'night vision' glasses, since they think the high contrast lenses improve visibility in low-light driving situations.
As for lighting, 'Selective Yellow' lamps are thought to give better (subjective) visibility in foggy or rainy conditions, as the human eye tends to see yellow better than blue or violet. So, for automotive headlights, this might suggest yellow headlamps for better visibility...but regulations require white. Then come along 'dichroic' headlights, where they bend the blue light slightly off axis, letting the yellow be the main light pointing straight ahead.
Apply these thought processes, and you wind up with a yellow/amber LED flashlight. Since you have one, maybe you could answer the question "Do amber LEDs work better than white?
...Bob