About StreamCasAnalyst: Independent Telemetry, Editorial Standards & Corrections
An independent audience-intelligence observatory tracking 8,559 Kick and Twitch casino broadcasters. Here is our editorial charter, primary data architecture, legal classification of metrics, and correction protocol.
1. Mission & Non-Operator Status
StreamCasAnalyst is an independent media-analytics and broadcast-telemetry publication. We serve two primary audiences: viewers looking for live streams, verified slot clips, and broadcast schedules, and media analysts / B2B researchers evaluating concurrent viewership, chat engagement, and sponsor disclosures across Kick and Twitch.
What we are not: StreamCasAnalyst is not an online casino, gambling operator, affiliate broker, or betting advisory service. We do not accept wagers, process deposits, or sell leaderboard placements. Gambling is strictly for adults (18+ or legal age in your jurisdiction) and carries financial risk; see our Responsible Gambling Policy.
2. Primary Data Sources & Provenance
- Twitch Official Helix API: Real-time broadcast status, concurrent viewer counts, category tags, language classifications, VOD metadata, and daily follower snapshots.
- Kick Public API & Realtime Chat Feeds: Live stream listings, concurrent viewers (including public listing values when an on-page counter is hidden), clip archives, and public chat event streams.
- StreamCasAnalyst Telemetry Daemon: Our automated collector samples active casino categories roughly every 2.5 minutes, archiving time-series concurrency curves, chat message velocity, unique chatter ratios, and milestone thumbnails.
- Public Channel Disclosures: Social handles, community links (Discord, Telegram, X, YouTube), and commercial sponsor/referral URLs published by broadcasters on their own channel pages.
3. Epistemic Classification: Measured Facts vs. Statistical Heuristics
To uphold strict analytical and legal standards, StreamCasAnalyst separates every published figure into one of four transparent categories:
- Direct Measurements (Factual): Concurrent viewer samples, broadcast start/end timestamps, VOD durations, and follower totals read directly from platform APIs at the stated timestamp.
- Derived Aggregations (Mathematical): 7-day and 30-day average viewers, peak-to-follower ratios, and active airtime hours computed deterministically from recorded samples.
- Statistical Heuristics (Analytical Opinions): Our 0–100 Audience Authenticity Score and Estimated Organic Viewers are automated mathematical models combining chat participation, message uniqueness, chatter concentration, and curve variance. They are statistical signals and analytical opinions — never factual assertions or accusations of fraud or bot usage.
- Unverified String Extractions (Descriptive): Slot titles and win multipliers (e.g.,
x5,000) are parsed automatically from streamer-authored clip titles and chat bursts; they are not audited casino payout records.
4. Editorial Independence & Zero-Paid-Rankings Policy
Rankings across all directories (All Channels, Weekly Trends, Wins & Slots) are ordered strictly by objective metrics (observed peak viewers, live concurrency, or clip multipliers). No streamer, talent agency, or casino operator can pay to alter a ranking, modify an Audience Authenticity score, or suppress public telemetry.
5. Right of Reply, Data Corrections & Profile Disputes
Automated parsers and cross-platform identity matchers can make mistakes. Broadcasters, agencies, and rights holders have an unconditional Right of Reply and correction mechanism:
- Identity Merge / Split Requests: If a Kick and Twitch channel were merged in error, or if your confirmed dual-platform channels are listed separately, submit links to both channels for manual verification.
- Telemetry & Metadata Review: If a historical peak, category tag, or public link is outdated, our engineering team re-queries the upstream API and updates the profile within 24 to 48 hours.
- How to Submit: Contact [email protected] with the profile URL and supporting evidence.