관측
Observed
Fields read from public source pages or public YouTube data, kept with a source name and collection timestamp.
- Advertiser and creative identifiers
- ATC first and last display dates
- Public YouTube video ID and view count
Data methodology
Cero organizes public advertising records and YouTube metrics. Every public output must distinguish source observations, deterministic calculations, interpretive signals and AI-assisted judgments.
Fields read from public source pages or public YouTube data, kept with a source name and collection timestamp.
Deterministic transformations of observed fields. The formula and denominator must be reproducible.
Signals that can support research but cannot establish spend, performance or current campaign status.
Creative observations generated from a versioned prompt and rubric. They require verification against the original video.