How do you calculate Excess Returns?

Excess Returns is the difference between what was gained on a risky investment, versus what one would have gained if they had not taken the risky investment and instead had invested in a risk-free investment. Any more they made taking the risk than they would have otherwise is considered to be a positive excess return.