Parasocial Charts Methodology
The Parasocial charts rank the live streaming ecosystem every week. This page explains what each chart measures, how the data is collected, and the rules that govern who appears. The charts are powered by Borealis, Parasocial’s creator intelligence platform.
Chart methodologies evolve over time to reflect shifting industry economics and consumer behavior. When the inputs or rules change, the change is announced with the edition it takes effect.
How creators are tracked
No registration is required to appear on any Parasocial chart. Borealis automatically tracks the streaming ecosystem above its detection thresholds, and any creator streaming at meaningful scale is measured whether or not they have ever heard of us.
Verified profiles are coming. Creators will soon be able to register with Avarithim to confirm their identity, claim their place on the charts, and ensure their accounts are tracked. Until then, every ranking on this page is generated the same way, from public measurement, for verified and unverified creators alike.
The tracking week
Every chart covers a fixed weekly window: Monday 00:00:00 ET through Sunday 23:59:59 ET. The edition is computed and locked early the following Monday and published at 9:00 AM ET. Once an edition is locked, its numbers never change. If a correction is ever required, it is appended to the edition as a visible note rather than silently edited.
How watch time is measured
Estimated hours watched is the core measurement behind the charts. It is derived from concurrent-viewer sampling taken at a fixed, uniform interval applied identically across every platform we track. Holding the method and the interval constant across all platforms is what makes the numbers comparable from one creator to the next, and it is the foundation the charts are built on.
Platforms tracked at launch: Twitch, Kick, and YouTube Live. A creator’s numbers are aggregated across all of their linked channels on these platforms.
The Parasocial Streaming 100
The Parasocial Streaming 100 ranks absolute weekly volume: the hundred streamers with the biggest week. Size is never penalized, and there is no momentum or recency weighting anywhere in this chart. A creator who streams heavily and commands watch time holds the top of the chart for as many consecutive weeks as they earn it. The only thing that lowers a ranking is a quieter week, which produces smaller numbers on its own. Pure velocity belongs to the Surge chart, not here.
What the ranking weighs, by category: estimated hours watched (the dominant input); hours streamed; peak and average concurrent viewers; engagement, measured through share-and-clip activity on the platforms that expose it; and follower growth across linked platforms. Secondary signals include views on VOD and stream content, and the volume of conversation about a creator during the tracking week.
The exact weighting of these inputs is held in versioned configuration and is not published, in the same way industry music and box-office charts disclose their inputs but not their formula. When weightings are reviewed and adjusted, the adjustment is announced with the edition it takes effect.
The Parasocial Streaming Surge 50
The Parasocial Streaming Surge 50 ranks velocity rather than volume: week-over-week growth in watch time and engagement. It exists to surface the next wave, the streamers climbing fastest, before they reach the flagship chart.
A creator is eligible for the Surge 50 when all of the following hold: they are not on this week’s Parasocial Streaming 100; they have never peaked inside the top 25 of the Parasocial Streaming 100 (a single past appearance in the lower half does not disqualify a creator, because a comeback is itself a surge story, but reaching the top 25 graduates a creator permanently); and they meet a minimum scale floor, so a very small channel posting a large percentage jump does not chart. The Surge surfaces genuine signal, not noise.
As platform-specific charts launch in the future, a second graduation rule activates automatically: repeated top-tier finishes on a platform chart also graduate a creator out of the Surge.
What the charts do not measure
The integrity of the charts depends on a hard separation between measurement and everything else. Parasocial’s editorial coverage of a creator has no effect on that creator’s ranking; the newsroom and the charts share no scoring pathway. Avarithim verification status does not affect ranking; a verified badge marks data quality and identity, and never adds or subtracts a single position. Sponsors and advertisers have no access to chart data and no pathway into scoring of any kind.
Channels whose audience signals fail eligibility review under the chart’s anti-manipulation policy are excluded at the data layer; the affected edition is regenerated so all positions recompute, and every exclusion is logged and auditable.
Designations
Charts carry standard designations that mark notable weeks: the highest new entry, the largest climb, a creator’s return after time off the chart, and milestones for weeks spent at number one. The inaugural edition of each chart is composed entirely of debuts, with movement beginning the following week.
