Lack of data. Over time, SaaS companies have stopped reporting 3 full years of financials. For instance, of the first 80 companies in the list, 73 provided 3 years of data so we could do the analysis. Of the next 68 companies, only 19 provided 3 years of data. The list is in order of IPO, and the lack of more recent data hurts the analysis.