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 small-scale 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 co-operation with higher education or government institutions than SMEs.