I wouldn't have answered 'as high as possible'. That implies the aircraft's absolute ceiling is a possibility, which does not equate with the most efficient use of fuel. 'Higher rather than lower' however doesn't include a particular altitude that is inefficient, leaving the exact altitude open to suit the circumstances.