Don't take my word for it. From 1960,

Winning moderates: Nixon, GW. 3 terms total.
Losing moderates: Nixon, HW, Romney, Goldwater, McCain, Dole, Ford,

Winning Conservatives: Reagan, HW the fist time. 3 terms
Losing conservatives: Fat zero.