Bloom was born into a Jewish family in Montreal, Quebec.[2] As an undergraduate he attended McGill University, where he earned a Bachelor of Arts in psychology (with honors first class) in 1985. He attended graduate school at the Massachusetts Institute of Technology, where he earned a Ph.D in cognitive psychology in 1990, under the supervision of Susan Carey.