Current Developed Signal 73%
Non-Social Signal Metrics
Replace popularity mechanics with research-grade dimensions that reward clarity, internal consistency, and feasible pathways.
Coherence
Feasibility
Elegance
Rationale & Context
Likes optimize for short-term affect. Signal metrics optimize for builder usefulness and decision readiness.
Constraints & Non-Goals
- —No gamification.
- —Explainability preferred.
- —Avoid false precision.
Feasibility Gradient
Define 6–8 dimensions → test inter-rater reliability → publish rubric → iterate slowly.
Next Actions
- Draft a scoring rubric for coherence.
- Run a blind rating test with 5 sample projects.
- Choose display format (badges vs meters).
Last updated: January 28, 2026