however these results only indicate the existence of some sort of collaboration not its frequency or intensity nevertheless they are noteworthy because most innovation is incremental and involves smallscale change which would not necessarily require collaboration with universities and government research institutions there is also considerable diversity in all countries with available data large firms report more cooperation with higher education or government institutions than smes