It's hard to go wrong with such stars as Bob Hope, Burns & Allen, Martha Raye and Edward Everett Horton, and College Swing doesn't-go wrong, that is. The film begins in 1738, when a pact is drawn up between the Alden family and a highly respected Colonial college: If any female member of the family can pass her college exams within a 200-year period, ownership of the institution will be turned over to her. Comes 1938, and the last of the Alden girls, giddy Gracie Alden (Gracie Allen, of course) hires glib-tongued tutor Bud Brady (Bob Hope) to help her pass her exams. She also tries to win over no-nonsense professor Hubert Dash (Edward Everett Horton), who has no intention of handing his college over to a blithering idiot like Gracie. Once she has inherited the place, however, Gracie turns it into a jumpin'-jivin' joint, complete with jitterbugging students, swing bands and remote radio broadcasts. Though George Burns' role is nearly nonexistent, he does get to indulge in his patented cross-talk with Allen. Others contributing to the fun are Ben Blue, Jerry Colonna, Betty Grable, and Grable's then-husband Jackie Coogan. Highlights include Allen's spirited Irish jig and her endearing song duet with Edward Everett Horton. College Swing is the sort of high-powered, all-star entertainment that is virtually impossible to reproduce today.
~ Hal Erickson, All Movie Guide