Caroline Kennedy, the daughter of an American political dynasty, has decided she will pursue the U.S. Senate seat being vacated by Senator Hillary Rodham Clinton, a person told of her decision said Monday.

The decision came after a series of deeply personal and political conversations, in which Ms. Kennedy, who friends describe as unflashy but determined, wrestled with whether...