Bureaucratic autonomy refers to the degree to which government agencies and departments have the ability to make decisions and implement policies without direct intervention from political leaders or external influences. It is crucial for ensuring that expert knowledge drives policy implementation, but excessive autonomy can lead to a lack of accountability and diminished democratic control.