Walking vs Rucking vs Running for Calorie Burn

Should you be walking, walking with a weighted backpack, or running to keep yourself in a calorie deficit and burn off those deserts? I ran the numbers on covering the same distance while walking vs while walking with a backpack (rucking) and running.