Automation uses technology to perform tasks with less direct human labor. Generative AI extends it into customer service, marketing, legal research, software development, and other cognitive work. section 6.10
Its effects are uncertain and uneven. AI may raise productivity and living standards, yet adoption takes time and can quietly restructure roles, eliminate departments, or replace workers. The more likely result is task transformation rather than immediate mass unemployment, requiring adaptation, retraining, or specialization where human judgment, creativity, and emotional intelligence remain valuable. section 6.10
