It’s the same for me. I have a quite cheap portrait lens for my old Sony Nex-3, and the pictures I get out of it are (subjectively) so much better than those taken with my iPhone XS, with actual bokeh and real depth.
I would say if you perform a double blind study with a decent sample size, you will indeed reach objective conclusions, and you will even know the probability that your observation is correct.