Author: Dr. Lina M. Farouk Affiliation: Independent Researcher Abstract The future of work has become one of the most debated subjects in economics, sociology, business, and public policy. The rapid advancement of automation and artificial intelligence (AI)—including machine learning and generative AI—has led to widespread speculation about job displacement, wage polarization, skills transformation, and institutional adaptation. This article examines the evolving relationship