Innovation rarely occurs in isolation. Rather it is by nature deeply cumulative: innovation today is often the result of pre-existing investment. Innovation is, moreover, collective, with long lead-times: what might appear as a radical discovery today is actually the fruit of decades of hard work by different researchers. It is also profoundly uncertain, in that most attempts at innovation fail and many results are unexpected.