Potential difference is the work done per unit charge moving from one point in a circuit to another.
$$ W = QV $$
The work done moving an electron from one point in a circuit to another is found as
$$ W = eV $$
This gives rise to a new unit of electrical energy and used for energy of particles such as electrons or other particles with single charges.
Worth knowing
$$ 1 eV = 1.6 \times 10^{-19} J $$
Power is the rate of doing work. So in terms of electrical energy
$$ W = QV $$
So electrical power is
$$ P = \frac{W}{t} $$
$$ P = \frac{QV}{t} $$
$$ P = IV $$
So an LED running at 25 mA and 2.2 V has an electrical power of
$$ P = 25 \times 10^{-3} \times 2.2 $$
$$ P = 62.5 mW $$