Many organisations claim to be data-driven, yet decisions, incentives, and workflows often remain unchanged. Data investments frequently stop at reporting rather than influencing how work actually happens.

How should teams think about data-driven transformation as a shift in decision-making, ownership, and accountability? What are the practical signs that data is shaping behaviour and outcomes, not just producing insights?