Escoe graduated from North Carolina Agricultural and Technical State University with a bachelor's degree in Mechanical Engineering, received a master's in Mechanical Engineering from the Georgia Institute of Technology, and a Master of Business Administration from Harvard Business School. He joined ITW in 2014.