If you cannot measure it, you are guessing. Marketing analytics, conversion rate optimisation, and funnel architecture turn intuition into evidence and evidence into better decisions.
The gap between good marketers and great ones is usually data literacy. Not dashboards and vanity metrics, but knowing which numbers actually predict outcomes and which ones just make reports look busy.
Marketing attribution models assign credit to the channels and touchpoints that contribute to a conversion. The model you choose shapes how you read performance, where you invest budget, and which teams get rewarded. Get it wrong and you end up optimising for the wrong things. There is no attribution model that tells you the complete…
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…
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