The funny thing about Learning Styles is that there isn't any data that supports it. But there are lots of studies that debunk it.

Here is a Tedx Talk about those studies: https://www.youtube.com/watch?v=855Now8h5Rs

This is one of the studies (that with citations to many dubunking studies) that I was assigned in my M.Ed program:

https://journals.sagepub.com/doi/full/10.1111/j.1539-6053.20...