Propensity modeling is a statistical technique that estimates the likelihood of a specific individual taking a specific action, whether that’s making a purchase, churning, clicking, or converting. It takes historical behavioral data, runs it through a predictive model, and outputs a score for each person in your audience that tells you how likely they are…
Marketing reports examples are easier to find than ever. What’s harder to find is a report that tells you something worth knowing. Most marketing reports are a collection of numbers dressed up as insight, and the people reading them know it. The best marketing reports share a common structure: they connect activity to outcomes, surface…
Pharma marketing analytics is the practice of collecting, interpreting, and acting on data across the full pharmaceutical marketing mix, from HCP-targeted digital campaigns to patient awareness programs, to understand what drives prescribing behaviour, brand engagement, and commercial outcomes. Done well, it connects media investment to measurable business results. Done poorly, it generates dashboards nobody trusts…
Incremental revenue is the additional revenue generated directly as a result of a specific marketing action, channel, or campaign, that would not have occurred without it. It is the difference between what happened and what would have happened anyway. That sounds simple. In practice, isolating it is one of the hardest problems in marketing measurement….
Measuring awareness in marketing means tracking the degree to which your target audience recognises, recalls, or has been exposed to your brand, product, or message. The honest version of that answer is that no single metric captures it cleanly, and most of the numbers marketers report as awareness data are proxies, imperfect ones, that need…
Measuring direct mail marketing means connecting physical activity to commercial outcomes, which is harder than digital but far from impossible. The core methods are unique tracking codes, dedicated landing pages, call tracking numbers, and controlled holdout tests that isolate mail’s contribution from background noise. The challenge is not that direct mail cannot be measured. The…
Influencer marketing KPIs are the metrics you use to evaluate whether a creator partnership is delivering business value, not just social noise. The ones worth tracking fall into three categories: reach and awareness metrics, engagement and content metrics, and conversion and revenue metrics. Most brands only measure the first two. That gap is expensive. I’ve…
Incremental lift measures the additional outcome your marketing activity actually caused, stripped of everything that would have happened anyway. It answers a deceptively simple question: if you had not run this campaign, what would have changed? The gap between what happened with your marketing and what would have happened without it is your incremental lift,…
Click fraud is the practice of generating invalid clicks on paid ads, either through automated bots, click farms, or competitors deliberately burning through your budget. It is a real, measurable problem in paid media, and if you are running any volume of paid search or display advertising without actively monitoring for it, you are almost…
Attribution in account-based marketing breaks down because sales and marketing measure success differently, on different timelines, using different tools. Marketing counts touchpoints. Sales counts conversations. Neither is wrong, but when both teams report into the same revenue number without a shared attribution model, you get conflict, not clarity. The fix is not a better attribution…
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