" Learning styles are different ways that a person can learn. It's commonly believed that most people favor some particular method of interacting with, taking in, and processing stimuli or information. Psychologists have proposed several complementary taxonomies of learning styles. But other psychologists and neuroscientists have questioned the scientific basis for some learning style theories. A major report published in 2004 cast doubt on most of the main tests used to identify an individual's learning style."
Nearly all of the studies that purport to provide evidence for learning styles fail to satisfy key criteria for scientific validity. Any experiment designed to test the learning-styles hypothesis would need to classify learners into categories and then randomly assign the learners to use one of several different learning methods, and the participants would need to take the same test at the end of the experiment. If there is truth to the idea that learning styles and teaching styles should mesh, then learners with a given style, say visual-spatial, should learn better with instruction that meshes with that style.
“our search of the learning-styles literature has revealed only a few fragmentary and unconvincing pieces of evidence that meet this standard, and we therefore conclude that the literature fails to provide adequate support for apply in learning-style assessments in school settings.”
When he reviewed studies of learning styles, he found no scientific evidence backing up the idea. "We have not found evidence from a randomized control trial supporting any of these," he says, "and until such evidence exists, we don't recommend that they be used."