The heavier your pack, the more energy you burn. At 4 mph, doubling your pack weight from 40 lbs to 80 lbs increases your calorie burn from 526 per hour to 657 per hour, an increase of about 25 percent. You pay a steeper penalty for adding 20 pounds to a heavy pack than to a light pack.