UFC 53: Heavy Hitters: Predictions & Analysis

Saturday, June 4, 2005·Atlantic City, New Jersey, USA

UFC 53: Heavy Hitters lands on Saturday, June 4, 2005 in Atlantic City, New Jersey, USA with 8 bouts on the card. The card is headlined by a championship fight. 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

MatchupPickConfidenceProb
Andrei Arlovski vs Justin EilersHeavyweightAndrei ArlovskiStrong83%
Karo Parisyan vs Matt SerraWelterweightKaro ParisyanStrong75%
Rich Franklin vs Evan TannerMiddleweightRich FranklinLean56%
Forrest Griffin vs Bill MahoodLight HeavyweightForrest GriffinStrong84%
Paul Buentello vs Kevin JordanHeavyweightPaul BuentelloStrong81%
Nate Quarry vs Shonie CarterMiddleweightNate QuarryLean58%
David Loiseau vs Charles McCarthyMiddleweightDavid LoiseauLean61%
Nick Diaz vs Koji OishiWelterweightNick DiazStrong82%

Fight-by-Fight Breakdown

83%
Andrei Arlovski
Arlovski
23-17
Elo 858
All-Rounder
VS
Eilers
1-2
Elo 892

The Heavyweight matchup features Andrei Arlovski (23-17) taking on Justin Eilers (1-2).

Eilers carries a modest Elo edge (892 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. Arlovski throws significantly more leather — a 3.0 sig. strike per minute gap. Eilers is far more active with takedowns, averaging 0.0 more per 15 minutes. Arlovski has tighter striking defense, making opponents miss more often.

**The Pick: Andrei Arlovski over Justin Eilers.** The model is firm on this one: Arlovski at 83%.

Karo Parisyan vs Matt Serra

Welterweight
75%
Karo Parisyan
Parisyan
8-3
Elo 1037
Wrestler
VS
Serra
7-6
Elo 1201
Knockout Artist

The Welterweight matchup features Karo Parisyan (8-3) taking on Matt Serra (7-6). Parisyan is the bigger frame at 5'10" with a 4-inch reach advantage.

Serra is rated at 1201 — 164 points above Parisyan's 1037. Gaps this large usually mean one fighter has been consistently beating better opponents.

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. Serra throws significantly more leather — a 0.1 sig. strike per minute gap. Parisyan is far more active with takedowns, averaging 2.3 more per 15 minutes. Parisyan has tighter striking defense, making opponents miss more often.

**The Pick: Karo Parisyan over Matt Serra.** The model is firm on this one: Parisyan at 75%.

Rich Franklin vs Evan Tanner

MiddleweightTitle Fight
56%
Rich Franklin
Franklin
14-5
Elo 1094
All-Rounder
VS
Tanner
11-5
Elo 1034
Wrestler

The Middleweight championship matchup features Rich Franklin (14-5) taking on Evan Tanner (11-5).

Franklin carries a modest Elo edge (1094 to 1034), the kind of gap that reflects a slightly better run of form rather than a talent chasm.

The style clash matters here: Franklin is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Tanner looks to close distance and put the fight on the mat. In our database, wrestlers own a 59% win rate against all-rounders, giving Tanner the stylistic edge.

A few statistical edges stand out. Franklin throws significantly more leather — a 0.5 sig. strike per minute gap. Tanner is far more active with takedowns, averaging 1.1 more per 15 minutes. Tanner has tighter striking defense, making opponents miss more often.

**The Pick: Rich Franklin over Evan Tanner.** The model gives Franklin a slight nod at 56% — this could easily go either way.

Forrest Griffin vs Bill Mahood

Light Heavyweight
84%
Forrest Griffin
Griffin
9-5
Elo 1329
All-Rounder
VS
Mahood
0-0
Elo 916

The Light Heavyweight matchup features Forrest Griffin (9-5) taking on Bill Mahood (0-0).

Griffin is rated at 1329 — 413 points above Mahood's 916. Gaps this large usually mean one fighter has been consistently beating better opponents.

A few statistical edges stand out. Griffin throws significantly more leather — a 5.9 sig. strike per minute gap. Griffin is far more active with takedowns, averaging 2.0 more per 15 minutes. Mahood has tighter striking defense, making opponents miss more often.

**The Pick: Forrest Griffin over Bill Mahood.** The model is firm on this one: Griffin at 84%.

81%
Paul Buentello
Buentello
3-2
Elo 1019
Knockout Artist
VS
Jordan
0-1
Elo 836

The Heavyweight matchup features Paul Buentello (3-2) taking on Kevin Jordan (0-1).

Buentello is rated at 1019 — 183 points above Jordan's 836. Gaps this large usually mean one fighter has been consistently beating better opponents.

A few statistical edges stand out. Buentello throws significantly more leather — a 6.2 sig. strike per minute gap. Jordan is far more active with takedowns, averaging 0.0 more per 15 minutes. Jordan has tighter striking defense, making opponents miss more often.

**The Pick: Paul Buentello over Kevin Jordan.** The model is firm on this one: Buentello at 81%.

Nate Quarry vs Shonie Carter

Middleweight
58%
Nate Quarry
Quarry
7-2
Elo 1179
Striker
VS
Carter
3-2
Elo 905
Striker

The Middleweight matchup features Nate Quarry (7-2) taking on Shonie Carter (3-2).

Quarry is rated at 1179 — 273 points above Carter's 905. 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. Quarry throws significantly more leather — a 9.1 sig. strike per minute gap. Carter is far more active with takedowns, averaging 3.5 more per 15 minutes. Quarry has tighter striking defense, making opponents miss more often.

**The Pick: Nate Quarry over Shonie Carter.** The model gives Quarry a slight nod at 58% — this could easily go either way.

61%
David Loiseau
Loiseau
4-4
Elo 919
Striker
VS
McCarthy
1-1
Elo 960

The Middleweight matchup features David Loiseau (4-4) taking on Charles McCarthy (1-1). Loiseau is the bigger frame at 6'0" with a 5-inch reach advantage.

McCarthy carries a modest Elo edge (960 to 919), the kind of gap that reflects a slightly better run of form rather than a talent chasm.

A few statistical edges stand out. Loiseau throws significantly more leather — a 2.8 sig. strike per minute gap. Loiseau is far more active with takedowns, averaging 0.6 more per 15 minutes. McCarthy has tighter striking defense, making opponents miss more often.

**The Pick: David Loiseau over Charles McCarthy.** The model gives Loiseau a slight nod at 61% — this could easily go either way.

Nick Diaz vs Koji Oishi

Welterweight
82%
Nick Diaz
Diaz
7-6
Elo 1185
All-Rounder
VS
Oishi
0-1
Elo 918

The Welterweight matchup features Nick Diaz (7-6) taking on Koji Oishi (0-1).

Diaz is rated at 1185 — 267 points above Oishi's 918. Gaps this large usually mean one fighter has been consistently beating better opponents.

A few statistical edges stand out. Diaz throws significantly more leather — a 2.3 sig. strike per minute gap. Oishi is far more active with takedowns, averaging 0.3 more per 15 minutes. Oishi has tighter striking defense, making opponents miss more often.

**The Pick: Nick Diaz over Koji Oishi.** The model is firm on this one: Diaz at 82%.

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.