The incorrect information is:
"The spot marked 'maximum gravitational potential energy' should be on the lowest point of the roller coaster, at the far left side on the bottom."
This statement is incorrect because the maximum gravitational potential energy of a roller coaster occurs at the highest point of the track, not at the lowest point. At the lowest point, the roller coaster has maximum kinetic energy, while at the highest points, it has maximum potential energy.