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 wrong because the maximum gravitational potential energy of a roller coaster occurs at its highest point, not at the lowest point. At the highest point, the roller coaster has the most potential energy due to its elevation. Conversely, the lowest point of the roller coaster would have the maximum kinetic energy, as the energy would have converted from potential to kinetic as the coaster descends.