Second terms come with instant historic legitimacy—and seemingly inevitable scandal.

Watergate, Iran-Contra, the Full Monica all started snowballing a year after strong second-term presidential wins. The defining domestic disaster of President Bush’s second term, the response to Hurricane Katrina, also fits the overall pattern of a tough repeat act—with the president...