UFC 269: Oliveira vs. Poirier: Predictions & Analysis
UFC 269: Oliveira vs. Poirier lands on Saturday, December 11, 2021 in Las Vegas, Nevada, USA with 14 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 |
|---|---|---|---|
| Charles Oliveira vs Dustin PoirierLightweight | Dustin Poirier | Toss-up | 52% |
| Julianna Pena vs Amanda NunesWomen's Bantamweight | Amanda Nunes | Lean | 57% |
| Geoff Neal vs Santiago PonzinibbioWelterweight | Santiago Ponzinibbio | Toss-up | 54% |
| Kai Kara-France vs Cody GarbrandtFlyweight | Cody Garbrandt | Toss-up | 54% |
| Sean O'Malley vs Raulian PaivaBantamweight | Sean O'Malley | Confident | 68% |
| Josh Emmett vs Dan IgeFeatherweight | Dan Ige | Lean | 65% |
| Dominick Cruz vs Pedro MunhozBantamweight | Dominick Cruz | Confident | 66% |
| Tai Tuivasa vs Augusto SakaiHeavyweight | Tai Tuivasa | Lean | 58% |
| Bruno Silva vs Jordan WrightMiddleweight | Bruno Silva | Confident | 72% |
| Andre Muniz vs Eryk AndersMiddleweight | Andre Muniz | Lean | 59% |
| Erin Blanchfield vs Miranda MaverickWomen's Flyweight | Erin Blanchfield | Lean | 60% |
| Ryan Hall vs Darrick MinnerFeatherweight | Ryan Hall | Lean | 55% |
| Tony Kelley vs Randy CostaBantamweight | Randy Costa | Confident | 73% |
| Gillian Robertson vs Priscila CachoeiraWomen's Flyweight | Gillian Robertson | Strong | 77% |
Fight-by-Fight Breakdown
Charles Oliveira vs Dustin Poirier
The Lightweight matchup features Charles Oliveira (23-11) taking on Dustin Poirier (22-8).
Oliveira is rated at 1846 — 165 points above Poirier's 1681. Gaps this large usually mean one fighter has been consistently beating better opponents.
The style clash matters here: Oliveira is most dangerous on the ground, constantly threatening chokes and joint locks, while Poirier 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 Oliveira the stylistic edge.
A few statistical edges stand out. Poirier throws significantly more leather — a 1.8 sig. strike per minute gap. Oliveira is far more active with takedowns, averaging 0.7 more per 15 minutes. Oliveira has tighter striking defense, making opponents miss more often.
**The Pick: Dustin Poirier over Charles Oliveira.** This is essentially a pick'em. The model nudges toward Poirier at 52%, but there's almost nothing separating these two. Notably, the betting market has Oliveira at 45% implied while our model sees 48% — a 3-point disagreement that could signal value.
Julianna Pena vs Amanda Nunes
The Women's Bantamweight matchup features Julianna Pena (8-3) taking on Amanda Nunes (15-2).
Nunes is rated at 1636 — 313 points above Pena's 1323. Gaps this large usually mean one fighter has been consistently beating better opponents.
The style clash matters here: Pena looks to close distance and put the fight on the mat, while Nunes is most dangerous on the ground, constantly threatening chokes and joint locks. In our database, wrestlers own a 56% win rate against submission artists, giving Pena the stylistic edge.
A few statistical edges stand out. Nunes throws significantly more leather — a 2.2 sig. strike per minute gap. Nunes is far more active with takedowns, averaging 1.6 more per 15 minutes. Nunes has tighter striking defense, making opponents miss more often.
**The Pick: Amanda Nunes over Julianna Pena.** The model gives Nunes a slight nod at 57% — this could easily go either way. Notably, the betting market has Pena at 12% implied while our model sees 43% — a 31-point disagreement that could signal value.
Geoff Neal vs Santiago Ponzinibbio
The Welterweight matchup features Geoff Neal (8-5) taking on Santiago Ponzinibbio (12-7).
Neal carries a modest Elo edge (1247 to 1177), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
Stylistically this is Neal's all-rounder game against Ponzinibbio's striker approach. Neal is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Ponzinibbio brings a versatile approach. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Ponzinibbio throws significantly more leather — a 1.7 sig. strike per minute gap. Ponzinibbio is far more active with takedowns, averaging 0.1 more per 15 minutes. Ponzinibbio has tighter striking defense, making opponents miss more often.
**The Pick: Santiago Ponzinibbio over Geoff Neal.** This is essentially a pick'em. The model nudges toward Ponzinibbio at 54%, but there's almost nothing separating these two. The market and our model are aligned — the line looks fair.
Kai Kara-France vs Cody Garbrandt
The Flyweight matchup features Kai Kara-France (8-4) taking on Cody Garbrandt (9-6). Kara-France will look to use a 4-inch reach edge to control distance.
Kara-France is rated at 1351 — 196 points above Garbrandt's 1155. 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. Kara-France throws significantly more leather — a 2.5 sig. strike per minute gap. Garbrandt is far more active with takedowns, averaging 0.6 more per 15 minutes. Kara-France has tighter striking defense, making opponents miss more often.
**The Pick: Cody Garbrandt over Kai Kara-France.** This is essentially a pick'em. The model nudges toward Garbrandt at 54%, but there's almost nothing separating these two.
Sean O'Malley vs Raulian Paiva
The Bantamweight matchup features Sean O'Malley (10-3) taking on Raulian Paiva (3-3). O'Malley is the bigger frame at 5'11" with a 3-inch reach advantage.
O'Malley is rated at 1748 — 741 points above Paiva's 1007. Gaps this large usually mean one fighter has been consistently beating better opponents.
Stylistically this is O'Malley's striker game against Paiva's all-rounder approach. O'Malley brings a versatile approach, while Paiva 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. O'Malley throws significantly more leather — a 5.7 sig. strike per minute gap. Paiva is far more active with takedowns, averaging 0.5 more per 15 minutes. O'Malley has tighter striking defense, making opponents miss more often.
**The Pick: Sean O'Malley over Raulian Paiva.** We're leaning O'Malley here at 68%, a solid but not overwhelming edge. The market implies 74% for O'Malley, but our model sees only 68%. That 6-point gap favoring Paiva is worth watching.
Josh Emmett vs Dan Ige
The Featherweight matchup features Josh Emmett (10-5) taking on Dan Ige (11-9).
There's a real Elo separation here: Emmett at 1356 versus Ige at 1235. That 121-point gap typically reflects a meaningful difference in recent quality of competition and results.
Stylistically this is Emmett's striker game against Ige's all-rounder approach. Emmett brings a versatile approach, while Ige 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. Emmett throws significantly more leather — a 1.0 sig. strike per minute gap. Ige is far more active with takedowns, averaging 0.0 more per 15 minutes. Emmett has tighter striking defense, making opponents miss more often.
**The Pick: Dan Ige over Josh Emmett.** The model gives Ige a slight nod at 65% — this could easily go either way. The market implies 56% for Emmett, but our model sees only 35%. That 20-point gap favoring Ige is worth watching.
Dominick Cruz vs Pedro Munhoz
The Bantamweight matchup features Dominick Cruz (7-2) taking on Pedro Munhoz (10-9). Cruz is the bigger frame at 5'8" with a 3-inch reach advantage.
Cruz is rated at 1446 — 235 points above Munhoz's 1211. Gaps this large usually mean one fighter has been consistently beating better opponents.
Stylistically this is Cruz's striker game against Munhoz's all-rounder approach. Cruz brings a versatile approach, while Munhoz 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. Munhoz throws significantly more leather — a 2.1 sig. strike per minute gap. Cruz is far more active with takedowns, averaging 1.4 more per 15 minutes. Cruz has tighter striking defense, making opponents miss more often.
**The Pick: Dominick Cruz over Pedro Munhoz.** We're leaning Cruz here at 66%, a solid but not overwhelming edge. Notably, the betting market has Cruz at 49% implied while our model sees 66% — a 17-point disagreement that could signal value.
Tai Tuivasa vs Augusto Sakai
The Heavyweight matchup features Tai Tuivasa (8-8) taking on Augusto Sakai (4-4).
The Elo gap here is razor-thin — Tuivasa at 1107, Sakai at 1122. On paper, this is as close to a coin flip as it gets.
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. Tuivasa throws significantly more leather — a 0.3 sig. strike per minute gap. Sakai is far more active with takedowns, averaging 0.0 more per 15 minutes. Sakai has tighter striking defense, making opponents miss more often.
**The Pick: Tai Tuivasa over Augusto Sakai.** The model gives Tuivasa a slight nod at 58% — this could easily go either way. Notably, the betting market has Tuivasa at 54% implied while our model sees 58% — a 5-point disagreement that could signal value.
Bruno Silva vs Jordan Wright
The Middleweight matchup features Bruno Silva (4-6) taking on Jordan Wright (2-4). Wright is the bigger frame at 6'2" with a 3-inch reach advantage.
There's a real Elo separation here: Silva at 798 versus Wright at 693. That 104-point gap typically reflects a meaningful difference in recent quality of competition and results.
Stylistically this is Silva's striker game against Wright's submission artist approach. Silva brings a versatile approach, while Wright is most dangerous on the ground, constantly threatening chokes and joint locks. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Wright throws significantly more leather — a 2.4 sig. strike per minute gap. Wright is far more active with takedowns, averaging 0.0 more per 15 minutes. Wright has tighter striking defense, making opponents miss more often.
**The Pick: Bruno Silva over Jordan Wright.** We're leaning Silva here at 72%, a solid but not overwhelming edge. The market and our model are aligned — the line looks fair.
Andre Muniz vs Eryk Anders
The Middleweight matchup features Andre Muniz (6-3) taking on Eryk Anders (9-8). Muniz will look to use a 3-inch reach edge to control distance.
Anders carries a modest Elo edge (1106 to 1034), the kind of gap that reflects a slightly better run of form rather than a talent chasm.
Stylistically this is Muniz's wrestler game against Anders's striker approach. Muniz looks to close distance and put the fight on the mat, while Anders brings a versatile approach. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Anders throws significantly more leather — a 2.5 sig. strike per minute gap. Muniz is far more active with takedowns, averaging 2.6 more per 15 minutes. Anders has tighter striking defense, making opponents miss more often.
**The Pick: Andre Muniz over Eryk Anders.** The model gives Muniz a slight nod at 59% — this could easily go either way. The market implies 64% for Muniz, but our model sees only 59%. That 5-point gap favoring Anders is worth watching.
Erin Blanchfield vs Miranda Maverick
The Women's Flyweight matchup features Erin Blanchfield (7-1) taking on Miranda Maverick (8-3).
Blanchfield is rated at 1631 — 367 points above Maverick's 1264. Gaps this large usually mean one fighter has been consistently beating better opponents. Maverick has won 4 straight.
The style clash matters here: Blanchfield is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Maverick looks to close distance and put the fight on the mat. In our database, wrestlers own a 59% win rate against all-rounders, giving Maverick the stylistic edge.
A few statistical edges stand out. Blanchfield throws significantly more leather — a 3.2 sig. strike per minute gap. Blanchfield is far more active with takedowns, averaging 1.3 more per 15 minutes. Maverick has tighter striking defense, making opponents miss more often.
**The Pick: Erin Blanchfield over Miranda Maverick.** The model gives Blanchfield a slight nod at 60% — this could easily go either way. Notably, the betting market has Blanchfield at 43% implied while our model sees 60% — a 17-point disagreement that could signal value.
Ryan Hall vs Darrick Minner
The Featherweight matchup features Ryan Hall (4-1) taking on Darrick Minner (2-3). There's a 3-inch height gap favoring Hall.
Hall is rated at 1214 — 351 points above Minner's 864. Gaps this large usually mean one fighter has been consistently beating better opponents.
The style clash matters here: Hall is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Minner is most dangerous on the ground, constantly threatening chokes and joint locks. In our database, submission artists own a 56% win rate against all-rounders, giving Minner the stylistic edge.
A few statistical edges stand out. Minner throws significantly more leather — a 0.3 sig. strike per minute gap. Minner is far more active with takedowns, averaging 3.1 more per 15 minutes. Hall has tighter striking defense, making opponents miss more often.
**The Pick: Ryan Hall over Darrick Minner.** The model gives Hall a slight nod at 55% — this could easily go either way. The market implies 65% for Hall, but our model sees only 55%. That 9-point gap favoring Minner is worth watching.
Tony Kelley vs Randy Costa
The Bantamweight matchup features Tony Kelley (2-1) taking on Randy Costa (2-3). Costa will look to use a 3-inch reach edge to control distance.
Kelley is rated at 1080 — 280 points above Costa's 801. Gaps this large usually mean one fighter has been consistently beating better opponents.
A few statistical edges stand out. Costa throws significantly more leather — a 4.1 sig. strike per minute gap. Costa is far more active with takedowns, averaging 0.0 more per 15 minutes. Costa has tighter striking defense, making opponents miss more often.
**The Pick: Randy Costa over Tony Kelley.** We're leaning Costa here at 73%, a solid but not overwhelming edge. The market implies 36% for Kelley, but our model sees only 27%. That 9-point gap favoring Costa is worth watching.
Gillian Robertson vs Priscila Cachoeira
The Women's Flyweight matchup features Gillian Robertson (12-6) taking on Priscila Cachoeira (5-7). Cachoeira is the bigger frame at 5'7" with a 2-inch reach advantage.
Robertson is rated at 1352 — 449 points above Cachoeira's 903. Gaps this large usually mean one fighter has been consistently beating better opponents. Robertson rides a 3-fight win streak into this one.
Stylistically this is Robertson's wrestler game against Cachoeira's striker approach. Robertson looks to close distance and put the fight on the mat, while Cachoeira brings a versatile approach. Historically these archetypes are dead-even when they collide.
A few statistical edges stand out. Cachoeira throws significantly more leather — a 1.8 sig. strike per minute gap. Robertson is far more active with takedowns, averaging 1.9 more per 15 minutes. Robertson has tighter striking defense, making opponents miss more often.
**The Pick: Gillian Robertson over Priscila Cachoeira.** The model is firm on this one: Robertson at 77%. The market and our model are aligned — the line looks fair.
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.