It is the range in percentage for which the controller output changes proportionally from minimum to maximum and vice-versa when the measurement deviates from the setpoint.
For example: A controller set at 50% proportional band
The controller output changes from minimum to maximum and vice-versa when the measurement exceeds 25% either side of the set point depending on the controller action.