Hilton CEO Chris Nassetta says buying a black Porsche 944 for $20,000 was the worst purchase he ever made—especially because he made $17,000 a year at the time.

With the lucrative luxury segment in such high demand, carmakers are upgrading their lineups and scaling back on less expensive cars.