Training Is Not Production: Why Career Readiness Requires More Than Education

This article matters because it reframes how we evaluate personal and professional development by applying machine learning concepts to human careers. While institutions focus on training and knowledge acquisition (where success is measurable), the real world operates in 'serving mode'—where problems are ambiguous, feedback is harsh, and the skills that made you excellent in school often fail under real pressure. Understanding this distinction has profound implications for how we design education, measure career readiness, and evaluate talent.