In the one head-to-head trial, zolpidem was rated most effective but caused more side effects; across all trials, sleeping pills helped sleep without clearly easing jet lag.
A ranking says which treatment the evidence supports better, not how much it helps. Of the five studies a 2014 review accepted, three tested sleeping pills and one tested light. Melatonin's rating rests on the fifth, an earlier review of ten trials, graded low quality because doses and schedules varied. A later reading of the head-to-head found melatonin alone did not clearly lower overall jet lag.
