Taylor was born in Springfield, Minnesota, and grew up on a farm in Comfrey, Minnesota. He graduated from Comfrey High School in 1959, and received a bachelor of science in mathematics, physics and social studies from Minnesota State University, Mankato, in 1962. In 1978 he received an executive MBA from Harvard Business School.