BOSTON—Federal investigators are examining whether former University of Southern California athletic director and NFL quarterback Pat Haden played a role in the national college-admissions cheating scheme, according to a person familiar with the investigation.

Investigators are looking at Mr. Haden’s relationship to William “Rick” Singer, the mastermind behind the scam, the person said. It couldn’t be determined whether Mr. Haden might face criminal exposure.

According...