As manufacturing transitions into the era of smart factories, the role of the workforce is undergoing profound change. Traditional manufacturing relied heavily on manual labor, repetitive tasks, and clearly defined job roles. In contrast, smart factories—enabled by automation, artificial intelligence, robotics,