Small firms in liberal market economies collaborate with others to boost innovation. In the UK, working with universities and research centers leads to more innovation. The study looked at how different factors drive innovation, like science and technology or learning from experience. The researchers used data from a survey of small businesses in the UK in 2015 to support their findings.