Matsuyama enrolled in Harvard University’s doctorate program in September 1983, where he studied under Jeffrey Sachs, , and . Classmates included , Abhijit Banerjee (2019 recipient of the Nobel Prize in Economic Sciences), , , and Alan Krueger. He received a PhD in economics from Harvard in 1987.