In workforce development, particularly within technical and trade-based instruction, the ability to objectively measure knowledge acquisition is essential. Growth metrics derived from comparing learner performance on pre- and post-instruction assessments provide a reliable and standardized method to quantify knowledge gain. In beginner-level heavy equipment operation training, where safety, precision and