Tattoos that were on the upper part of the body were the most likely to be regretted, the survey said. In 2006, Northwestern University researchers conducted a study of 500 people ages 18 to 50 and found that about 25 percent of them had tattoo regret, with 17 percent actually thinking about having their tattoo or tattoos removed.