The Bumble study, conducted in 2021, analyzed data from over 100 million swipes on the dating app. The study found that women were more likely to swipe right on men who were wearing dress shoes or sneakers. The study also found that women were less likely to swipe right on men who were wearing sandals or flip-flops.