Inference approach First, we constructed two indexes, 1) Diversity: to assess whether a firm had expanded their ecosystem footprint, measured by whether an organization has increased the number of applications used over the last two years, and 2) Interoperability: to assess whether a firm had improved their application interoperability, measured by whether their self-reported application interoperability has improved over the last two years.