No.
Last week, my globe light in the living room began dimming at random times. Can I tell if it's the dimmer without testing anything? Even with nearly 50 years of experience?
The porcelain end on the bulb had cracked. You can't guess that one even if you're good at this!
LED drivers that I've used do tend to "flicker/flash" when the forward voltage of the LED circuit is outside the output voltage range of the driver..
And you can measure for that so you have one less guess....