What needs to be in place before marketing data analysis begins?

We begin by reviewing marketing datasets, business questions and data definitions. We check what you already have before recommending new assets, systems or supporting work. Analysis depends on usable access, consistent identifiers and enough context to explain how the data was collected. Missing access or ownership is identified before delivery commitments are finalised.