It's more about the audio gear you are using, much more than the format of the music. The best music source however is still uncompressed digital (CD, WAV files etc) or Vinyl on a good system.
The Naim CD5x CD player and custom power supply I have is still not as good as my Rega RP8 using a Naim Stageline phono preamp and Denon DL-110 HOMC cartridge on a custom power supply for example. Both have exceptional playback however the same music on Vinyl is just more organic and natural and does not fatigue the listener over an extended time period.
All new and most old Vinyl are engineered for the best possible playback as LPs are sold at a premium price and buyers expect great music quality. Digital music engineering however is often marred by a volume arms race, which leads to fatiguing, hyper-compressed songs that squish out the dynamics and textures that give recordings their depth and vitality.
My advice is to actually try Vinyl on some very good gear and compare; there is a reason why most music buffs have a record player now.