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.
Reason: Maximum gravitational potential energy occurs at the highest points of the roller coaster, not at the lowest points. At the lowest point, the potential energy is at its minimum, while the kinetic energy is typically at its maximum due to the roller coaster's speed being highest at that location. Therefore, the label indicating maximum gravitational potential energy should be placed at the highest point of the roller coaster.