What is the hardest part of a skid to control(initial lockup, middle, or the final stages)?

Generally how do you guys control or come out of a skid on snow, ice, or just plain dry road?

If a driver is skidding is it better for him to let off the brake before he impacts something or should he just hit the object with his foot on the brake maintaining the skid?