Many established businesses, particularly large businesses, face an enormous challenge: how to transition to a data-focused operating model with a large and heavily entrenched workforce and asset base. Across industry and sectors we see small and agile companies reaping the benefits of investing in and maximising results from big data and AI. What are the pitfalls that big companies need to avoid and where are the opportunities for them?