Most linear regulators are very current efficient(*), but power efficiency depends on the ratio
of output voltage to input voltage.
(*) they draw something in the order of 1mA to power themselves, so a 500mA regulator providing 500mA
will be drawing 501mA or so, but wasting 3.5W due to the 7V difference between input and output.