UFC 254: Khabib vs. Gaethje: Predictions & Analysis
UFC 254: Khabib vs. Gaethje lands on Saturday, October 24, 2020 in Abu Dhabi, Abu Dhabi, United Arab Emirates with 12 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 |
|---|---|---|---|
| Khabib Nurmagomedov vs Justin GaethjeLightweight | Khabib Nurmagomedov | Strong | 90% |
| Robert Whittaker vs Jared CannonierMiddleweight | Robert Whittaker | Lean | 64% |
| Alexander Volkov vs Walt HarrisHeavyweight | Alexander Volkov | Strong | 79% |
| Phil Hawes vs Jacob MalkounMiddleweight | Phil Hawes | Confident | 68% |
| Lauren Murphy vs Liliya ShakirovaWomen's Flyweight | Lauren Murphy | Confident | 67% |
| Magomed Ankalaev vs Ion CutelabaLight Heavyweight | Magomed Ankalaev | Confident | 72% |
| Tai Tuivasa vs Stefan StruveHeavyweight | Tai Tuivasa | Confident | 66% |
| Casey Kenney vs Nathaniel WoodCatch Weight | Nathaniel Wood | Toss-up | 54% |
| Shavkat Rakhmonov vs Alex OliveiraWelterweight | Alex Oliveira | Toss-up | 51% |
| Da Woon Jung vs Sam AlveyLight Heavyweight | Da Woon Jung | Lean | 58% |
| Miranda Maverick vs Liana JojuaWomen's Flyweight | Miranda Maverick | Strong | 82% |
| Joel Alvarez vs Alexander YakovlevLightweight | Joel Alvarez | Confident | 68% |
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Khabib Nurmagomedov vs Justin Gaethje
The Lightweight matchup features Khabib Nurmagomedov (13-0) taking on Justin Gaethje (10-5).
Nurmagomedov is rated at 2088 — 168 points above Gaethje's 1920. Gaps this large usually mean one fighter has been consistently beating better opponents. Nurmagomedov rides a 12-fight win streak into this one.
Stylistically this is Nurmagomedov's wrestler game against Gaethje's striker approach. Nurmagomedov looks to close distance and put the fight on the mat, while Gaethje brings a versatile approach. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Gaethje throws significantly more leather — a 1.9 sig. strike per minute gap. Nurmagomedov is far more active with takedowns, averaging 4.0 more per 15 minutes. Nurmagomedov has tighter striking defense, making opponents miss more often.
The Pick: Khabib Nurmagomedov over Justin Gaethje. The model is firm on this one: Nurmagomedov at 90%. Notably, the betting market has Nurmagomedov at 74% implied while our model sees 90% — a 16-point disagreement that could signal value.
Robert Whittaker vs Jared Cannonier
The Middleweight matchup features Robert Whittaker (17-7) taking on Jared Cannonier (11-9). Cannonier will look to use a 4-inch reach edge to control distance.
There's a real Elo separation here: Whittaker at 1722 versus Cannonier at 1576. That 146-point gap typically reflects a meaningful difference in recent quality of competition and results.
Both fighters land in our "Striker" archetype — fighters with a well-rounded skill set. 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. Whittaker throws significantly more leather — a 0.8 sig. strike per minute gap. Whittaker is far more active with takedowns, averaging 0.3 more per 15 minutes. Cannonier has tighter striking defense, making opponents miss more often.
The Pick: Robert Whittaker over Jared Cannonier. The model gives Whittaker a slight nod at 64% — this could easily go either way. Notably, the betting market has Whittaker at 49% implied while our model sees 64% — a 15-point disagreement that could signal value.
Alexander Volkov vs Walt Harris
The Heavyweight matchup features Alexander Volkov (13-5) taking on Walt Harris (6-9). Volkov is the bigger frame at 6'7" with a 3-inch reach advantage.
Volkov is rated at 1856 — 583 points above Harris's 1273. Gaps this large usually mean one fighter has been consistently beating better opponents.
Both fighters land in our "Striker" archetype — fighters with a well-rounded skill set. 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. Volkov throws significantly more leather — a 2.0 sig. strike per minute gap. Volkov is far more active with takedowns, averaging 0.6 more per 15 minutes. Volkov has tighter striking defense, making opponents miss more often.
The Pick: Alexander Volkov over Walt Harris. The model is firm on this one: Volkov at 79%. Notably, the betting market has Volkov at 62% implied while our model sees 79% — a 17-point disagreement that could signal value.
Phil Hawes vs Jacob Malkoun
The Middleweight matchup features Phil Hawes (4-4) taking on Jacob Malkoun (5-3). Hawes is the bigger frame at 6'0" with a 4-inch reach advantage.
Malkoun is rated at 1370 — 540 points above Hawes's 831. Gaps this large usually mean one fighter has been consistently beating better opponents.
The style clash matters here: Hawes is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Malkoun looks to close distance and put the fight on the mat. In our database, wrestlers own a 58% win rate against all-rounders, giving Malkoun the stylistic edge.
A few statistical edges stand out. Malkoun throws significantly more leather — a 0.0 sig. strike per minute gap. Malkoun is far more active with takedowns, averaging 0.0 more per 15 minutes. Malkoun has tighter striking defense, making opponents miss more often.
The Pick: Phil Hawes over Jacob Malkoun. We're leaning Hawes here at 68%, a solid but not overwhelming edge. The market and our model are aligned — the line looks fair.
Lauren Murphy vs Liliya Shakirova
The Women's Flyweight matchup features Lauren Murphy (8-7) taking on Liliya Shakirova (0-1).
Murphy is rated at 1242 — 304 points above Shakirova's 938. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. Murphy throws significantly more leather — a 4.0 sig. strike per minute gap. Murphy is far more active with takedowns, averaging 1.3 more per 15 minutes. Shakirova has tighter striking defense, making opponents miss more often.
The Pick: Lauren Murphy over Liliya Shakirova. We're leaning Murphy here at 67%, a solid but not overwhelming edge. The market and our model are aligned — the line looks fair.
Magomed Ankalaev vs Ion Cutelaba
The Light Heavyweight matchup features Magomed Ankalaev (12-2-1) taking on Ion Cutelaba (9-10-1).
Ankalaev is rated at 1890 — 585 points above Cutelaba's 1305. Gaps this large usually mean one fighter has been consistently beating better opponents. Ankalaev rides a 3-fight win streak into this one.
Both fighters land in our "Striker" archetype — fighters with a well-rounded skill set. 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. Cutelaba throws significantly more leather — a 5.5 sig. strike per minute gap. Cutelaba is far more active with takedowns, averaging 2.9 more per 15 minutes. Ankalaev has tighter striking defense, making opponents miss more often.
The Pick: Magomed Ankalaev over Ion Cutelaba. We're leaning Ankalaev here at 72%, a solid but not overwhelming edge. The market and our model are aligned — the line looks fair.
Tai Tuivasa vs Stefan Struve
The Heavyweight matchup features Tai Tuivasa (8-9) taking on Stefan Struve (13-11). Struve is the bigger frame at 6'11" with a 9-inch reach advantage.
Tuivasa is rated at 1334 — 264 points above Struve's 1071. Gaps this large usually mean one fighter has been consistently beating better opponents.
Stylistically this is Tuivasa's striker game against Struve's all-rounder approach. Tuivasa brings a versatile approach, while Struve is comfortable adjusting on the fly, mixing strikes and grappling as openings appear. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Tuivasa throws significantly more leather — a 1.4 sig. strike per minute gap. Struve is far more active with takedowns, averaging 0.3 more per 15 minutes. Tuivasa has tighter striking defense, making opponents miss more often.
The Pick: Tai Tuivasa over Stefan Struve. We're leaning Tuivasa here at 66%, a solid but not overwhelming edge. Notably, the betting market has Tuivasa at 51% implied while our model sees 66% — a 15-point disagreement that could signal value.
Casey Kenney vs Nathaniel Wood
The Catch Weight matchup features Casey Kenney (5-3) taking on Nathaniel Wood (11-3).
There's a real Elo separation here: Wood at 1435 versus Kenney at 1331. That 104-point gap typically reflects a meaningful difference in recent quality of competition and results. Wood has won 3 straight.
The style clash matters here: Kenney is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Wood looks to close distance and put the fight on the mat. In our database, wrestlers own a 58% win rate against all-rounders, giving Wood the stylistic edge.
A few statistical edges stand out. Wood throws significantly more leather — a 1.4 sig. strike per minute gap. Wood is far more active with takedowns, averaging 0.7 more per 15 minutes. Kenney has tighter striking defense, making opponents miss more often.
The Pick: Nathaniel Wood over Casey Kenney. This is essentially a pick'em. The model nudges toward Wood at 54%, but there's almost nothing separating these two. The market implies 61% for Kenney, but our model sees only 46%. That 16-point gap favoring Wood is worth watching.
Shavkat Rakhmonov vs Alex Oliveira
The Welterweight matchup features Shavkat Rakhmonov (7-0) taking on Alex Oliveira (11-10).
Rakhmonov is rated at 1978 — 879 points above Oliveira's 1099. Gaps this large usually mean one fighter has been consistently beating better opponents. Rakhmonov rides a 6-fight win streak into this one.
The style clash matters here: Rakhmonov looks to close distance and put the fight on the mat, while Oliveira is comfortable adjusting on the fly, mixing strikes and grappling as openings appear. In our database, wrestlers own a 58% win rate against all-rounders, giving Rakhmonov the stylistic edge.
A few statistical edges stand out. Oliveira throws significantly more leather — a 2.7 sig. strike per minute gap. Oliveira is far more active with takedowns, averaging 0.9 more per 15 minutes. Rakhmonov has tighter striking defense, making opponents miss more often.
The Pick: Alex Oliveira over Shavkat Rakhmonov. This is essentially a pick'em. The model nudges toward Oliveira at 51%, but there's almost nothing separating these two. The market implies 52% for Rakhmonov, but our model sees only 49%. That 3-point gap favoring Oliveira is worth watching.
Da Woon Jung vs Sam Alvey
The Light Heavyweight matchup features Da Woon Jung (4-4-1) taking on Sam Alvey (10-13-1). Jung is the bigger frame at 6'4" with a 3-inch reach advantage.
Jung is rated at 1072 — 210 points above Alvey's 862. Gaps this large usually mean one fighter has been consistently beating better opponents.
The style clash matters here: Jung looks to close distance and put the fight on the mat, while Alvey is comfortable adjusting on the fly, mixing strikes and grappling as openings appear. In our database, wrestlers own a 58% win rate against all-rounders, giving Jung the stylistic edge.
A few statistical edges stand out. Jung throws significantly more leather — a 3.3 sig. strike per minute gap. Alvey is far more active with takedowns, averaging 0.0 more per 15 minutes. Alvey has tighter striking defense, making opponents miss more often.
The Pick: Da Woon Jung over Sam Alvey. The model gives Jung a slight nod at 58% — this could easily go either way.
Miranda Maverick vs Liana Jojua
The Women's Flyweight matchup features Miranda Maverick (8-4) taking on Liana Jojua (1-3). Maverick will look to use a 3-inch reach edge to control distance.
Maverick is rated at 1318 — 591 points above Jojua's 727. Gaps this large usually mean one fighter has been consistently beating better opponents. Maverick rides a 4-fight win streak into this one.
A few statistical edges stand out. Jojua throws significantly more leather — a 1.4 sig. strike per minute gap. Jojua is far more active with takedowns, averaging 2.0 more per 15 minutes. Maverick has tighter striking defense, making opponents miss more often.
The Pick: Miranda Maverick over Liana Jojua. The model is firm on this one: Maverick at 82%. Notably, the betting market has Maverick at 78% implied while our model sees 82% — a 4-point disagreement that could signal value.
Joel Alvarez vs Alexander Yakovlev
The Lightweight matchup features Joel Alvarez (8-2) taking on Alexander Yakovlev (3-6). Alvarez will look to use a 3-inch reach edge to control distance.
Alvarez is rated at 1662 — 607 points above Yakovlev's 1055. Gaps this large usually mean one fighter has been consistently beating better opponents. Alvarez rides a 3-fight win streak into this one.
Both fighters land in our "All-Rounder" archetype — fighters comfortable everywhere, able to strike or grapple depending on what the opponent gives them. 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. Alvarez throws significantly more leather — a 1.6 sig. strike per minute gap. Yakovlev is far more active with takedowns, averaging 2.0 more per 15 minutes. Yakovlev has tighter striking defense, making opponents miss more often.
The Pick: Joel Alvarez over Alexander Yakovlev. We're leaning Alvarez here at 68%, a solid but not overwhelming edge. Notably, the betting market has Alvarez at 61% implied while our model sees 68% — a 8-point disagreement that could signal value.
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.