The interesting thing, though, is that any teacher with a decent amount of experience (I taught physics for 15 years, both as a TA and as a community college professor) sees that students do seem to learn differently. Some students need a clear, verbatim explanation of something. Others need to dance around the concept first, getting a feel for it, before they able to even parse such an explanation.
I'm not sure what it is linked to. I suspect that our 'bins' of learning styles are too narrow, or somehow else incorrect. The obvious ones came first, more-or-less 5 senses with each sense being aligned with a 'style' (I learn math better by smell...</s>). The students in the studies are categorized into different learning styles (usually) based on a survey (which, I would argue, really amounts to learning preferences rather than styles). It would be interesting to see tests of actual learning done with different presentations for forming the baseline assignments to a particular style.
But even then the problem is that the bins are pre-decided (verbal or visual? global or sequential?) I think this is a little too simplistic.
So while I suspect that there is actually something to the idea of learning differently (rather than just 'g'), for the moment, anyway, learning styles seem to be bullshit.