It did on older heaters, but newer ones with modern insulation will see little or no benefit - the easy check is to feel the outside while it's been off for a bit. If it's cool, then insulating it isn't going to help. Many newer heaters say in the instructions not to use blankets on them, and some say it will damage the heater.
--Bushytails