Competing on analytics means using data as a structural advantage, not a reporting function. It means building the capability to make faster, better-calibrated decisions than your competitors, consistently, across every channel and every budget cycle. Most businesses say they do this. Very few actually do. The gap between companies that use analytics and companies that…
Influencer marketing ROI is measurable, but most brands are measuring the wrong things. The metrics that dominate influencer reporting, reach, impressions, follower counts, tend to describe activity rather than outcomes. Real ROI comes from connecting influencer spend to revenue, pipeline, or demonstrable brand lift, which requires a different measurement framework from the start, not a…
Google Analytics market demand forecasting uses behavioural data, traffic trends, and GA4’s predictive metrics to identify shifts in consumer interest before they show up in revenue. Done well, it gives marketing teams a forward-looking signal rather than a rearview mirror, so budget and messaging decisions are made on where demand is heading, not where it…
Marketing mix attribution is the practice of assigning credit for business outcomes across the channels, campaigns, and touchpoints that contributed to them. Done well, it gives you a working model of what is actually driving revenue. Done badly, it gives you a confident-looking spreadsheet that flatters whoever controls the biggest budget. Most attribution frameworks fall…
B2B marketing attribution is the practice of connecting marketing activity to revenue outcomes across a sales cycle that can span weeks, months, or years. Done well, it tells you which channels and touchpoints contributed to a closed deal. Done poorly, it gives you a confident-looking number that is pointing at the wrong thing entirely. The…
Marketing revenue attribution is the process of assigning credit for revenue to the marketing channels and touchpoints that contributed to a sale. Done well, it gives you a clearer picture of which activity is actually driving commercial outcomes, not just which channel happened to be last in the queue. Done poorly, it creates a false…
Measuring market size means estimating the total revenue opportunity available to your business in a defined market, using a combination of top-down industry data, bottom-up demand signals, and competitive intelligence. No single method gives you the complete picture, and anyone who tells you otherwise is selling you false precision dressed up as analysis. The goal…
B2B marketing metrics are the data points that tell you whether your marketing is contributing to business growth, not just generating activity. The challenge is that most B2B teams are measuring the wrong things, tracking outputs that feel productive but sit at a comfortable distance from revenue, pipeline, and commercial reality. Getting this right means…
Measuring marketing impact means connecting your marketing activity to business outcomes, not just recording what happened. Most teams track plenty of data. The gap is between the metrics they collect and the commercial decisions those metrics should inform. That gap is wider than most marketing leaders want to admit. I’ve seen it up close, across…
Incremental budgeting is a marketing budget approach where next year’s allocation is built by adjusting this year’s spend up or down, usually by a fixed percentage, rather than rebuilding from first principles. It is fast, politically comfortable, and almost always wrong. The problem is not the adjustment. The problem is the baseline. When you start…
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