UFC 28: High Stakes: Predictions & Analysis
UFC 28: High Stakes lands on Friday, November 17, 2000 in Atlantic City, New Jersey, USA with 7 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 |
|---|---|---|---|
| Randy Couture vs Kevin RandlemanHeavyweight | Randy Couture | Lean | 64% |
| Renato Sobral vs Maurice SmithHeavyweight | Maurice Smith | Confident | 73% |
| Josh Barnett vs Gan McGeeSuper Heavyweight | Gan McGee | Toss-up | 52% |
| Andrei Arlovski vs Aaron BrinkHeavyweight | Andrei Arlovski | Lean | 55% |
| Jens Pulver vs John LewisLightweight | Jens Pulver | Confident | 75% |
| Mark Hughes vs Alex StieblingMiddleweight | Alex Stiebling | Lean | 60% |
| Ben Earwood vs Chris LytleWelterweight | Ben Earwood | Toss-up | 54% |
Fight-by-Fight Breakdown
Randy Couture vs Kevin Randleman
The Heavyweight matchup features Randy Couture (16-7) taking on Kevin Randleman (3-3).
Couture carries a modest Elo edge (1248 to 1189), the kind of gap that reflects a slightly better run of form rather than a talent chasm. Couture rides a 3-fight win streak into this one.
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. Couture throws significantly more leather — a 1.9 sig. strike per minute gap. Randleman is far more active with takedowns, averaging 0.3 more per 15 minutes. Randleman has tighter striking defense, making opponents miss more often.
The Pick: Randy Couture over Kevin Randleman. The model gives Couture a slight nod at 64% — this could easily go either way.
Renato Sobral vs Maurice Smith
The Heavyweight matchup features Renato Sobral (5-4) taking on Maurice Smith (4-2).
Sobral carries a modest Elo edge (1190 to 1155), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
The style clash matters here: Sobral is most dangerous on the ground, constantly threatening chokes and joint locks, while Smith is patient on the feet, timing counters and loading up when he sees openings. In our database, knockout artists own a 54% win rate against submission artists, giving Smith the stylistic edge.
A few statistical edges stand out. Smith throws significantly more leather — a 1.6 sig. strike per minute gap. Smith is far more active with takedowns, averaging 0.0 more per 15 minutes. Sobral has tighter striking defense, making opponents miss more often.
The Pick: Maurice Smith over Renato Sobral. We're leaning Smith here at 73%, a solid but not overwhelming edge.
Josh Barnett vs Gan McGee
The Super Heavyweight matchup features Josh Barnett (6-3) taking on Gan McGee (2-1).
Barnett is rated at 1454 — 354 points above McGee's 1100. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. McGee throws significantly more leather — a 0.0 sig. strike per minute gap. McGee is far more active with takedowns, averaging 0.0 more per 15 minutes. McGee has tighter striking defense, making opponents miss more often.
The Pick: Gan McGee over Josh Barnett. This is essentially a pick'em. The model nudges toward McGee at 52%, but there's almost nothing separating these two.
Andrei Arlovski vs Aaron Brink
The Heavyweight matchup features Andrei Arlovski (23-17) taking on Aaron Brink (0-0).
Brink carries a modest Elo edge (890 to 858), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
A few statistical edges stand out. Brink throws significantly more leather — a 0.0 sig. strike per minute gap. Brink is far more active with takedowns, averaging 0.0 more per 15 minutes. Brink has tighter striking defense, making opponents miss more often.
The Pick: Andrei Arlovski over Aaron Brink. The model gives Arlovski a slight nod at 55% — this could easily go either way.
Jens Pulver vs John Lewis
The Lightweight matchup features Jens Pulver (6-1-1) taking on John Lewis (1-0).
There's a real Elo separation here: Pulver at 1133 versus Lewis at 1020. That 112-point gap typically reflects a meaningful difference in recent quality of competition and results.
A few statistical edges stand out. Pulver throws significantly more leather — a 1.3 sig. strike per minute gap. Lewis is far more active with takedowns, averaging 0.1 more per 15 minutes. Lewis has tighter striking defense, making opponents miss more often.
The Pick: Jens Pulver over John Lewis. We're leaning Pulver here at 75%, a solid but not overwhelming edge.
Mark Hughes vs Alex Stiebling
The Middleweight matchup features Mark Hughes (0-0) taking on Alex Stiebling (0-0).
Hughes is rated at 1085 — 170 points above Stiebling's 915. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. Stiebling throws significantly more leather — a 0.0 sig. strike per minute gap. Stiebling is far more active with takedowns, averaging 0.0 more per 15 minutes. Stiebling has tighter striking defense, making opponents miss more often.
The Pick: Alex Stiebling over Mark Hughes. The model gives Stiebling a slight nod at 60% — this could easily go either way.
Ben Earwood vs Chris Lytle
The Welterweight matchup features Ben Earwood (0-0) taking on Chris Lytle (9-10).
Lytle is rated at 1330 — 245 points above Earwood's 1085. 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 0.0 sig. strike per minute gap. Lytle is far more active with takedowns, averaging 0.0 more per 15 minutes. Lytle has tighter striking defense, making opponents miss more often.
The Pick: Ben Earwood over Chris Lytle. This is essentially a pick'em. The model nudges toward Earwood at 54%, 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.