UFC 81: Breaking Point: Predictions & Analysis
UFC 81: Breaking Point lands on Saturday, February 2, 2008 in Las Vegas, Nevada, USA with 9 bouts on the card. Below is our fight-by-fight breakdown, combining Elo ratings, rolling statistical trends, style matchup data, and betting market context into a pick for every bout.
Quick Picks
| Matchup | Pick | Confidence | Prob |
|---|---|---|---|
| Antonio Rodrigo Nogueira vs Tim SylviaHeavyweight | Antonio Rodrigo Nogueira | Lean | 57% |
| Frank Mir vs Brock LesnarHeavyweight | Frank Mir | Lean | 62% |
| Nate Marquardt vs Jeremy HornMiddleweight | Nate Marquardt | Confident | 69% |
| Ricardo Almeida vs Rob YundtMiddleweight | Rob Yundt | Toss-up | 50% |
| Tyson Griffin vs Gleison TibauLightweight | Tyson Griffin | Toss-up | 52% |
| Chris Lytle vs Kyle BradleyWelterweight | Chris Lytle | Toss-up | 54% |
| Tim Boetsch vs David HeathLight Heavyweight | Tim Boetsch | Toss-up | 55% |
| Marvin Eastman vs Terry MartinMiddleweight | Terry Martin | Confident | 69% |
| Rob Emerson vs Keita NakamuraLightweight | Keita Nakamura | Toss-up | 53% |
Fight-by-Fight Breakdown
Antonio Rodrigo Nogueira vs Tim Sylvia
The Heavyweight matchup features Antonio Rodrigo Nogueira (5-5) taking on Tim Sylvia (9-3). Sylvia is the bigger frame at 6'8" with a 3-inch reach advantage.
Sylvia is rated at 1296 — 288 points above Nogueira's 1008. Gaps this large usually mean one fighter has been consistently beating better opponents.
The style clash matters here: Nogueira is most dangerous on the ground, constantly threatening chokes and joint locks, while Sylvia is comfortable adjusting on the fly, mixing strikes and grappling as openings appear. In our database, submission artists own a 56% win rate against all-rounders, giving Nogueira the stylistic edge.
A few statistical edges stand out. Nogueira throws significantly more leather — a 0.9 sig. strike per minute gap. Nogueira is far more active with takedowns, averaging 4.0 more per 15 minutes. Nogueira has tighter striking defense, making opponents miss more often.
**The Pick: Antonio Rodrigo Nogueira over Tim Sylvia.** The model gives Nogueira a slight nod at 57% — this could easily go either way.
Frank Mir vs Brock Lesnar
The Heavyweight matchup features Frank Mir (16-10) taking on Brock Lesnar (4-3).
Mir carries a modest Elo edge (1252 to 1191), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
Both fighters land in our "Wrestler" archetype — fighters who win by dictating where the fight takes place, grinding out control time and wearing opponents down. When mirror matchups like this happen, the edge usually goes to whoever can impose their preferred pace and range.
A few statistical edges stand out. Mir throws significantly more leather — a 2.9 sig. strike per minute gap. Mir is far more active with takedowns, averaging 3.3 more per 15 minutes. Lesnar has tighter striking defense, making opponents miss more often.
**The Pick: Frank Mir over Brock Lesnar.** The model gives Mir a slight nod at 62% — this could easily go either way.
Nate Marquardt vs Jeremy Horn
The Middleweight matchup features Nate Marquardt (13-11) taking on Jeremy Horn (6-6).
There's a real Elo separation here: Marquardt at 1064 versus Horn at 936. That 128-point gap typically reflects a meaningful difference in recent quality of competition and results.
The style clash matters here: Marquardt is most dangerous on the ground, constantly threatening chokes and joint locks, while Horn looks to close distance and put the fight on the mat. In our database, wrestlers own a 56% win rate against submission artists, giving Horn the stylistic edge.
A few statistical edges stand out. Marquardt throws significantly more leather — a 0.9 sig. strike per minute gap. Marquardt is far more active with takedowns, averaging 2.9 more per 15 minutes. Marquardt has tighter striking defense, making opponents miss more often.
**The Pick: Nate Marquardt over Jeremy Horn.** We're leaning Marquardt here at 69%, a solid but not overwhelming edge.
Ricardo Almeida vs Rob Yundt
The Middleweight matchup features Ricardo Almeida (6-4) taking on Rob Yundt (0-1).
Almeida is rated at 1189 — 390 points above Yundt's 799. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. Almeida throws significantly more leather — a 1.0 sig. strike per minute gap. Almeida is far more active with takedowns, averaging 1.2 more per 15 minutes. Yundt has tighter striking defense, making opponents miss more often.
**The Pick: Rob Yundt over Ricardo Almeida.** This is essentially a pick'em. The model nudges toward Yundt at 50%, but there's almost nothing separating these two.
Tyson Griffin vs Gleison Tibau
The Lightweight matchup features Tyson Griffin (8-5) taking on Gleison Tibau (16-11). Tibau is the bigger frame at 5'10" with a 3-inch reach advantage.
There's a real Elo separation here: Tibau at 1019 versus Griffin at 925. That 94-point gap typically reflects a meaningful difference in recent quality of competition and results.
The style clash matters here: Griffin is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Tibau looks to close distance and put the fight on the mat. In our database, wrestlers own a 59% win rate against all-rounders, giving Tibau the stylistic edge.
A few statistical edges stand out. Griffin throws significantly more leather — a 1.1 sig. strike per minute gap. Tibau is far more active with takedowns, averaging 2.0 more per 15 minutes. Tibau has tighter striking defense, making opponents miss more often.
**The Pick: Tyson Griffin over Gleison Tibau.** This is essentially a pick'em. The model nudges toward Griffin at 52%, but there's almost nothing separating these two.
Chris Lytle vs Kyle Bradley
The Welterweight matchup features Chris Lytle (9-10) taking on Kyle Bradley (1-2). Bradley will look to use a 3-inch reach edge to control distance.
Lytle is rated at 1330 — 426 points above Bradley's 903. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. Lytle throws significantly more leather — a 2.0 sig. strike per minute gap. Lytle is far more active with takedowns, averaging 1.2 more per 15 minutes. Bradley has tighter striking defense, making opponents miss more often.
**The Pick: Chris Lytle over Kyle Bradley.** This is essentially a pick'em. The model nudges toward Lytle at 54%, but there's almost nothing separating these two.
Tim Boetsch vs David Heath
The Light Heavyweight matchup features Tim Boetsch (12-11) taking on David Heath (2-2).
Boetsch is rated at 1174 — 329 points above Heath's 845. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. Heath throws significantly more leather — a 1.5 sig. strike per minute gap. Heath is far more active with takedowns, averaging 0.4 more per 15 minutes. Boetsch has tighter striking defense, making opponents miss more often.
**The Pick: Tim Boetsch over David Heath.** This is essentially a pick'em. The model nudges toward Boetsch at 55%, but there's almost nothing separating these two.
Marvin Eastman vs Terry Martin
The Middleweight matchup features Marvin Eastman (1-3) taking on Terry Martin (2-3).
Martin carries a modest Elo edge (848 to 809), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
A few statistical edges stand out. Martin throws significantly more leather — a 1.2 sig. strike per minute gap. Martin is far more active with takedowns, averaging 4.1 more per 15 minutes. Eastman has tighter striking defense, making opponents miss more often.
**The Pick: Terry Martin over Marvin Eastman.** We're leaning Martin here at 69%, a solid but not overwhelming edge.
Rob Emerson vs Keita Nakamura
The Lightweight matchup features Rob Emerson (3-2) taking on Keita Nakamura (4-6). Nakamura is the bigger frame at 5'11" with a 3-inch reach advantage.
Nakamura carries a modest Elo edge (987 to 924), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
Stylistically this is Emerson's striker game against Nakamura's wrestler approach. Emerson brings a versatile approach, while Nakamura looks to close distance and put the fight on the mat. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Nakamura throws significantly more leather — a 1.1 sig. strike per minute gap. Emerson is far more active with takedowns, averaging 1.6 more per 15 minutes. Nakamura has tighter striking defense, making opponents miss more often.
**The Pick: Keita Nakamura over Rob Emerson.** This is essentially a pick'em. The model nudges toward Nakamura at 53%, but there's almost nothing separating these two.
Methodology
Predictions are generated by our ensemble model combining LightGBM (65%) and CatBoost (35%), trained on every UFC fight since 1994. The model uses 23 features including Elo ratings, rolling 5-fight statistical averages, style matchup history, physical attributes, and market odds when available.
On our held-out test set (402 fights from January-September 2023), the model achieves 63.4% accuracy with a log-loss of 0.626. High-confidence picks (>75% probability) hit at 82.7%. For full model transparency, visit our Model page.