A family from China paid a college counselor $6.5 million for help securing a spot at Stanford University, according to a person familiar with the matter, and connected to the counselor via a Morgan Stanley financial adviser, according to that person and another individual with knowledge of the situation.

Morgan Stanley has since fired the Pasadena, Calif.,-based adviser, whom it identified as Michael Wu.

The...