UFC Meta Rankings: How the New Data-Driven System Works
The UFC launched its new Meta Rankings on Monday, replacing the previous media-based system with a data-driven, Elo-style model. According to the organization, this system scores fighters based on fight data rather than media votes to remove human bias and prioritize recent activity.
UFC President Dana White previously indicated he was dissatisfied with media rankings over a year ago. While White teased AI-based systems, those behind the rollout stated the live system is machine-learning-designed and data-driven rather than active AI.
How do the Meta Rankings differ from media rankings?
The Meta model rewards recency and activity while following a rigid rule that a fighter moves ahead of anyone they beat. This differs from media voters who typically rely on a fighter’s resume, name value, and the “eye test.”

According to the new system, legacy accomplishments are not overweighted. While champions like Sean Strickland remain at the top of both lists, significant gaps have appeared among contenders where inactive fighters fade and active risers leap.
Why did some high-profile fighters drop in rank?
Recency is a primary factor in the Meta model. Fighters who have not secured major wins recently, or whose success occurred two or three years ago, see less weight given to those victories.
For example, former light heavyweight champion Jan Błachowicz is ranked around No. 15 in the Meta system compared to No. 4 in the media list. Similarly, Brian Ortega and Yair Rodriguez have fallen outside the spots typically granted to them by media voters.
Conversely, fighters like Kevin Borjas have seen a rise following a recent victory over André Lima. However, the current model did not penalize Borjas for missing weight ahead of that fight.
What issues remain in the new system?
The initial rollout faced technical glitches, including a period where recent winners like Borjas were incorrectly listed as champions. The UFC corrected these errors quickly.
Some contradictions remain in the data, such as Prates being ranked ahead of Ian Machado Garry despite Garry winning their head-to-head match. Additionally, the UFC has not yet released a pound-for-pound ranking, as that would require a separate model.
What may happen next with the rankings?
The UFC could implement new metrics to reward forward advancement, such as tracking significant strikes thrown, takedowns, and submission attempts. There is also a possibility that the system may be adjusted to penalize fighters who miss weight by preventing them from gaining points.
While the system was pitched as having no human intervention, Dana White did not fully rule out the possibility of humans remaining involved during the transition period.
Frequently Asked Questions
What is the Elo-style model used in Meta Rankings?
It is a machine-learning-designed, data-driven system that scores fighters based on fight data instead of human media votes.
Do champions still hold the top spots?
Yes, titleholders, including two-time middleweight champion Sean Strickland, remain at the top of both the Meta and media lists.
Are there currently pound-for-pound rankings in the Meta system?
No, a pound-for-pound ranking does not exist yet because it requires a separate model.
Do you prefer a ranking system based on objective fight data or the subjective perspective of media experts?