All else being equal, width/weight is a linear thing - thickness is a third power deal.
Terrible description....
If you reduce the width by half, you will reduce the weight by a half.
If you reduce the thickness by a half you will reduce the weight by 2 to the power 3 - a factor of 8
hopefully that's a bit better.