What are Estimated Views?
The estimated views metric addresses a common audience measurement gap by providing the total readership across the publishers who pick up a story from Stacker.
The estimated views metric addresses a common audience measurement gap by providing the total readership across the publishers who pick up a story from Stacker.
In a perfect world, every publisher's site would retain our tracking pixel so we can see exactly how many readers engage with our content. However, some legacy content management systems (CMS) don't support the pixel, leaving us without direct page view data. Without a consistent tracking pixel across all publishers, our reported audience would otherwise look artificially low. Our Estimated Views metric solves this challenge by combining verified page views (from pixel-supported sites) with a conservative estimate of page views (from sites with no pixel), giving you a more accurate picture of every story's reach.
This metric ensures that when certain publishers can't provide verified page views, we still capture a reliable estimate. By bridging this data gap, the Estimated Views metric:
Shows the scope of a story's readership
Provides accurate comparisons across multiple publishers and timeframes
Helps identify hidden opportunities for increased syndication
To create an accurate and reliable estimation we analyzed a robust dataset of over 370,000 story pickups from the past year, with each pickup representing a publisher syndicating a Stacker story. In addition to page view data, we track each publisher's monthly audience size, sourced from Similarweb.
We estimate a pickup's views as the square root of the publisher's monthly audience. This is a good fit based on the 370,000 pickups where we have verified view data.
Estimation updated based on recent sample from: Oct. 1, 2026.
How this estimation works in practice:
The Est. Views metric counters underreporting by including both verified and estimated page views. It accounts for data from thousands of publishers, producing a clearer, more complete look at the audience for your content. By regularly recalculating our median visibility score with fresh data, we stay current with changing audience behaviors and publisher characteristics.
In short:
If you have any questions about our Total Audience metric, don’t hesitate to reach out. We’re committed to fine-tuning our approach to ensure you have the most accurate, up-to-date view of your story’s overall impact.