DUBAI—Saudi Arabia is maneuvering to push oil prices up to at least $80 a barrel this year, shifting away for now from its long-time role as a stabilizing force in global energy markets.

Crown Prince Mohammed bin Salman, the country’s day-to-day ruler, is behind the move, aimed at raising revenue as his government seeks to carry out a wide-ranging economic overhaul, senior Saudi officials said.

The...