Data Methodology
Overview
Signal & Circuit is a data-informed games publication. Every metric cited in our coverage originates from a named, publicly accessible source and is recorded with a precise timestamp. The “Data as of” label on each article and widget reflects the actual time that data was collected — not when the article was published. We do not modify historical data retroactively.
Data Sources
Steam
Top sellers and trending titles from Steam’s featured categories. Concurrent player counts from the Steam Web API. Pricing snapshots from the Steam storefront. All figures are attributed to Valve and timestamped at collection.
Source: store.steampowered.com, api.steampowered.com
Twitch
Live viewer counts for the most-watched game categories on Twitch, collected from the Twitch API. These figures represent active viewership at a single point in time and are used as attention indicators — not total audience claims.
Source: api.twitch.tv
Industry News
Headlines and developments from established games journalism and industry publications, collected from their public feeds. Each item is attributed to its original outlet with a link to the source. Signal & Circuit does not claim authorship of third-party reporting.
Console & Other Platform Data
Platform ranking data from Xbox, PlayStation, and Epic is treated as a market signal — not a verified player count. We do not publish exact console player figures unless sourced from an official, attributed dataset. All such data is clearly labeled.
How We Use Data in Coverage
Before any article is written, our editorial team assembles a data brief — a structured summary of the relevant metrics for the games or topics under discussion. This brief includes source attribution and timestamps for every figure.
Our writers work directly from these briefs. Every factual claim in a published article must correspond to a figure present in the brief at the time of writing. Claims that cannot be sourced to a verified data point are not published. The “Data as of” timestamp on each article reflects the latest data point used in that piece.
Trend Calculations
Where articles reference moving averages or multi-day trends in player activity, these figures are derived from our own stored historical snapshots of public data. Derived metrics are always labeled as such and distinguished from raw source figures.
Editorial QA Flow
- Source-led stories must include a dedicated value-add section (for example: “Why This Matters”).
- Editors evaluate novelty vs recent coverage to avoid repetitive angle duplication.
- Claims without linked source IDs are flagged before publish.
- We maintain a living checklist at Editorial QA Rubric.
Limitations
- Steam concurrent player counts reflect a single polling moment, not peak or daily active users.
- Twitch viewer figures represent a snapshot of active stream viewers and will differ from other reporting windows.
- Game title matching across platforms is approximate. Where a match is ambiguous, we note it in the article.
- Third-party news items are cited as reported by their named outlet. We do not independently verify the contents of external reporting.
Questions about our data?
Contact editorial@signalandcircuit.com or see Editorial Standards.
For our recurring editorial formats, visit Series.