PUBLICLEDGER
OpenArchive capture
Improving data quality will deliver more value than solely scaling model architectures for the majority of real-world AI systems.
- Expert
- Andrew Ng
- Prediction date
- Jun 15, 2021
- Deadline
- Dec 31, 2028
- Category
- AI & Technology
- Explicit confidence
- Not stated
Original statement
“Data-centric AI will be more important than model-centric AI for most practical applications.”
Normalized claim
Improving data quality will deliver more value than solely scaling model architectures for the majority of real-world AI systems.
A falsifiable interpretation, separate from the exact source text.
Resolution criteria
Industry surveys and case studies showing data quality work as the primary driver of performance gains in production AI systems through 2028.
Market context
No high-confidence matching market is linked. Loose thematic matches are not shown.
Resolution
This prediction remains open.
Audit trailView full history
- Source recorded2021-06-15 00:00 UTC
- Prediction verified and frozen2026-09-13 00:35 UTC