Data

A successful data stewardship program is measured by how reliably your data supports business decisions, not by how sophisticated your governance framework looks on paper. The KPIs that matter most fall into four categories: data quality, data accessibility, compliance adherence, and commercial impact. Get those right and you have a program that earns its keep….

The metrics you are measured against shape every decision you make. If your KPIs are wrong, or disconnected from what the business actually needs, you will optimise for the wrong things and still feel like you are doing your job. That is one of the more quietly damaging problems in marketing today. Most marketing teams…

Attribution analytics is the practice of assigning credit for conversions across the marketing touchpoints that preceded them. Done well, it tells you which channels are earning their budget. Done poorly, and it becomes a political document that every channel manager uses to justify their own existence. Most attribution models are not wrong because the maths…

Outcome-based attention scores are a method of measuring advertising effectiveness by connecting how much attention an ad receives to a downstream business result, whether that is a sale, a sign-up, or a shift in brand preference. Unlike viewability metrics, which only confirm that an ad appeared on screen, attention scores attempt to quantify whether a…

Fractional attribution is a method of distributing conversion credit across multiple touchpoints in a customer experience, rather than assigning it all to one. Where last-click attribution says the final touchpoint won the sale, fractional models ask a more honest question: which channels actually contributed, and by how much? It sounds like a technical upgrade. In…

Call attribution is the process of connecting inbound phone calls to the marketing channels, campaigns, or keywords that generated them. Without it, every call that comes into your business is a black hole in your reporting, and any channel that drives phone enquiries looks undervalued compared to channels that convert entirely online. For businesses where…

Adobe Customer experience Analytics is a cross-channel analytics platform built on Adobe Experience Platform. It stitches together data from multiple sources, including web, mobile, CRM, and offline touchpoints, to give marketing teams a connected view of how customers move through their interactions with a brand. For enterprise teams running complex, multi-channel programmes, it offers genuine…

A digital marketing KPI strategy is a structured framework that connects the metrics you track to the business outcomes you are responsible for delivering. It defines which numbers matter, why they matter, and how they relate to each other across the funnel, from first click to closed revenue. Most teams do not have one. They…