Sensor Calibration Checklist: Testing Accuracy and Reliability in Student Robotics Sensor calibration robotics protocols separate functional prototypes from competition-ready machines. This checklist establishes baseline testing procedures for ultrasonic, infrared, gyroscope, and environmental sensors used in educational robotics platforms. Designed for educators supervising autonomous vehicle builds, competition teams preparing for FIRST Robotics or VEX tournaments, and advanced learners (ages 12+) developing closed-loop control systems. Each section addresses the gap between manufacturer spec sheets and real-world performance—the exact gap that causes 73% of student robotics failures according to 2024 IEEE robotics competition post-mortems. These are the same verification protocols I implement when assessing (/robotics-sensors-and-actuators) f ...