The incorrect piece of 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 the highest point of the track, not the lowest point. At the lowest point, the roller coaster has its maximum kinetic energy due to the conversion of potential energy to kinetic energy as it descends.