There are two big reasons why new divers go through gas in a hurry.
One is that diving is new, and they aren't completely relaxed, and they're breathing faster.
The other is that they are inefficient. Many new divers are vastly overweighted (instructors do this on purpose, so the students can kneel on the bottom to do their skills and not float away), and the distribution of their weights is such that it almost mandates that the diver remain at a significant (45 degrees or more) angle to the bottom. As a result, each time the diver kicks, he pushes himself upward. To avoid ascending, he must keep himself negative, which means he constantly tends to sink. Half of the effort he's expending leads to no net movement in the water, and the air goes fast.
Getting your weighting correct with a formal weight check, and distributing the weight so that you can attain and maintain a horizontal posture in the water will go far toward dropping your gas consumption.
HERE is a nice discussion of weighting and balance.
Above all, keep going diving, relax, and don't worry about your gas consumption. It is what it is, and deliberately altering your breathing to try to reduce it is a recipe for a CO2 retention headache. Work on relaxation and steady, rhythmic breathing, and not hurrying through the water. That will do a lot!