D3Clarity was asked to help a very large client in the oil and gas industry with a digital data transformation project for their financial systems. This company bravely decided to switch from reporting on information (data consumers get told a story) to analytics and visualization (data consumers discover the story). Moving to this new data paradigm questioned and challenged established ideas of truth and trust.