Moll's mother and father were both pediatricians.[1] He was raised in Seattle where he attended Lakeside School[1] and was schoolmates with Microsoft cofounders Bill Gates and Paul Allen, graduating in 1969. Moll then attended the University of California at Berkeley where he earned a B.A. degree, before going to the University of Washington to earn his M.D. degree.