The Machine Operator role at Aerotek involves setting up and operating CNC Press Brake machines for sheet metal fabrication. This position is essential for the manufacturing and production processes, requiring skills in operating various machines, including punch presses and laser machines, while ensuring accurate production through the interpretation of technical documents.