At wattages in the 10's of watts to about 100 watts, efficiency improves as design voltages decreases, down to somewhere around 12 volts or so ballpark. Lower than that, the efficiency starts decreasing as design voltage decreases due to heat conduction through the ends of the filament.
- Don Klipstein ( snipped-for-privacy@misty.com)