What is the average age when children start masturbating?

Early. This is a natural development and is part of the experimental exploration of the child's body. It does not need to be punished for it is not evil as we used to think. It usually disappears with maturation.
Around puberty. Usually 11 - 13 years. Although some children start as early as toddler years.