The primary benefit of blue light therapy is its effectiveness in reducing bilirubin levels, thereby preventing the potential complications of untreated jaundice, such as kernicterus, a type of brain damage. The therapy is non-invasive, relatively safe, and can be administered in a hospital or at home under medical supervision.