Fredrick Winslow Taylor is often referred to as the "father of scientific management." He was a mechanical engineer by training and focused on improving industrial efficiency through the application of scientific methods to management and production processes. His work primarily revolved around optimizing workflows, time and motion studies, and the development of systematic approaches to increase productivity in various industries. This is why he is categorized as a mechanical engineer in the context of his contributions to industrial efficiency.