Summary of success and failure metrics
| Illustration | Success metric | Failure indicator | Impact of dual-layered approach |
|---|---|---|---|
| Color preferences | +35% engagement | –19% exploration | Hybrid exposure improved balance |
| Gender visibility | +21% watch-through rate | –63% sponsorship parity | Equity-aware ranking ↑ female visibility 40% |
| Educational curation | +18% comprehension | –42% content mismatch | Mediation improved alignment by 30% |
| Illustration | Success metric | Failure indicator | Impact of dual-layered approach |
|---|---|---|---|
| Color preferences | +35% engagement | –19% exploration | Hybrid exposure improved balance |
| Gender visibility | +21% watch-through rate | –63% sponsorship parity | Equity-aware ranking ↑ female visibility 40% |
| Educational curation | +18% comprehension | –42% content mismatch | Mediation improved alignment by 30% |