Posted by: Mark Upson So when and where should you do the deep dive? Demand Rating™ and Demand Ranking™ offer insights to determine when and where analysis is warranted. Evaluating the range on Demand Ratings, the difference between the high and low, provides a uniformity measure of subscriber loyalty. In general, the tighter the range, the more uniform the subscriber loyalty is, and the more uniform the loyalty the less time should be spent comparing subscribers to each other. Outliers, however, can throw a wrench into the works by creating a big range and potentially raising unnecessary analysis. Demand Rankings increase the accuracy of a range by filtering which Demand Ratings should be included. Within a subscriber segment, the Demand [...]
Demand Ranking™ – When and Where to Sleuth
by Matt Shanahan on January 27, 2010 in Demand Ranking, Firmographics, Subscriptions, Yield Optimization
Demand Ranking™ – A Deeper Dive
by Matt Shanahan on January 18, 2010 in Behavioral Analytics, Demand Ranking, Firmographics, Subscriptions
Posted by: Mark Upson Last time, we talked about how Demand Ranking is a statistical method for grouping subscribers based on their Demand Ratings, so let’s take a little deeper dive. Because Demand Ranking gives us a new dimension for comparing and understanding subscribers, it can be correlated with all sorts of firmographic and usage attributes to gain new understanding into loyalty drivers. The visualization of the two dimensions looks something like this where the horizontal axis is the Demand Ranking and the vertical axis is a firmographic or usage attribute: If loyalty is not correlated to a particular firmographic or usage attribute, the visualization looks similar to this: If loyalty is correlated to an attribute, the visualization would look more like [...]
New Revenue Insights through Demand Ranking™
by Matt Shanahan on January 11, 2010 in Behavioral Analytics, Demand Ranking, Subscriptions
Posted by: Mark Upson Like any CEO worth his salt, I look for ways to better understand which prospects and customers are my best sources of revenue. I’m constantly concerned with understanding the drivers of loyalty. In a subscription business, this job is extra tricky. Because of the decoupled nature of purchase and fulfillment, subscriber loyalty can change and adjust over time due to many factors—without an immediate effect on revenue. So how do you get more insight into loyalty drivers? The answer is Demand Ranking™, a statistical qualification of Demand Rating™. While Demand Rating creates the ability to compare demand between customers over time, Demand Ranking enables you to discover the drivers behind subscriber loyalty. Demand Ranking is a quality score that [...]
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