The tools and techniques of conducting have changed a great deal over the centuries. In the Middle Ages and Renaissance, the people who led musical performances, especially vocal performances, usually simply waved their hands in the air to indicate the shape and speed of melodies – although sometimes they also held a long wooden staff in one hand and marked beats with it.