Frustrated that many Australians don't believe big companies pay their tax, business has blamed politicians, the media and "deeply ingrained misunderstandings" for broad public scepticism.

The Tax Office's latest corporate tax estimates shows the net income tax gap for large corporate groups was $2 billion for 2016-17 – meaning about 4 per cent of potential revenue hasn't been paid.