F.W. Taylor is recognized as the proponent of Scientific Management, which is part of the Classical theory of management. He focused on efficiency, time-motion studies, and improving worker productivity through systematic analysis. While Henry Fayol also contributed to Classical management theory (Administrative school), Taylor is specifically associated with Scientific Management as the Classical approach.