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The Ultimate Fighter: Team Pulver vs. Team Penn Finale
Cole Miller
Cole Miller
11-2 · USA
VS
Andy Wang
Andy Wang
5-6 · USA
June 23, 2007 · Las Vegas, Nevada, USA
Lightweight · 3 rounds
155.0lb
Weigh-in
156.0lb
Cole Miller def. Andy Wang by KO/TKO (Kick), R1 1:10
Performance
Round by round
SSTDKDCtrl
R1 · 1:10
Miller12/320/010:15
Wang4/110/100:00
Total
Miller12/320/010:15
Wang4/110/100:00

Pre-fight

The model's read going in

The walk-forward model's call at the time of the bout — persisted out-of-sample, with no hindsight about the result.

Prediction
MillerWin probabilityWang
83.5%16.5%
KO / TKO
28%
Submission
29%
Decision
43%
Expected fight time: 9.5 min
What drives the pick

Each bar is a feature's push on the model from the center axis. Red pushes toward Miller, blue toward Wang. Tap a bar for why.

Predicted outcomes
Miller84%
Wins by
Model
Equity
Mkt
KO / TKO24%29%
Submission27%32%
Decision33%39%
Predicted output
Sig. strikes67 (3887)act 12
Takedowns1.0 (0.02.6)act 0
Wang16%
Wins by
Model
Equity
Mkt
KO / TKO4%23%
Submission2%16%
Decision10%61%
Predicted output
Sig. strikes48 (2762)act 4
Takedowns0.2 (0.01.2)act 0
Combined totals~115 sig strikes~1.2 takedownsmkt —
How it ends
mkt —
R137%
R27%
R313%
Distance43%
Fighter props
Most sig. strikestie 0.9%
Miller
64.9%-190
Wang
+19034.2%
Most takedownstie 20.4%
Miller
69.0%-651
Wang
+65110.6%
Significant strikes — over/under
Miller
Expected: 67.2
67
Over 67
42.2%
+135
Exactly 67
1.0%
push
Under 67
56.8%
-135
085169
Wang
Expected: 48.0
48
Over 48
41.8%
+136
Exactly 48
1.4%
push
Under 48
56.8%
-136
060120
Takedowns — over/under
Miller
Expected: 1.0
1
Over 1
41.2%
-314
Exactly 1
45.6%
push
Under 1
13.1%
+314
035
Wang
Expected: 0.2
0
Over 0
31.9%
Exactly 0
68.1%
push
Under 0
0.0%
035

Odds are model-implied (no real prop market is priced for these). The “most” prices are draw-no-bet — a tie (for takedowns, usually 0–0) is a push, so each side is priced off its chance of winning given a result, while the % shown is the raw chance of landing strictly more. Drag a line in half-point steps: a half line (e.g. 2.5) is a clean over/under, while a whole number adds a third outcome — landing exactly on it, a push — so over, exact and under sum to 100%. On a whole number the over/under odds are draw-no-bet (priced off the decisive mass, since the push refunds), so the two sides stay mirror images rather than implying an arbitrage.

Expected fight time 9.5 min. Predicted-output ranges are percentiles of the model’s simulated fights: sig strikes the middle 50% (25th–75th); takedowns the wider 10th–90th, since they’re 0 in most fights so a narrow band would collapse to 0. Win-by-method = win probability × that fighter’s own method split: the model forecasts how the fight ends, and that forecast is divided between the corners by each fighter’s finishing record — UFC wins in full, earlier-career wins at half weight, as of fight night — reconciled so the fighters’ totals still equal their win probabilities and the methods still total the fight-level forecast above. “Equity” is each of those over that fighter’s win % — how they win given that they win — so a column adds to 100%, and it differs by corner. A fighter with no classifiable wins at any level leans on the fight-level split. “How it ends” is the model’s round-of-finish split. “Mkt” is the de-vigged market prop (consensus across books), shown for context, not as a betting signal; rounds & totals slots fill as that data lands. Percentages are apportioned by largest remainder, so each set adds to its total exactly and an individual figure can sit a point off its own rounding.

Model vs market
Final
ModelMarketGapLine
To win
Miller83.5%81.3%+2.2-563
Wang16.5%18.7%−2.2+413

Market % is the de-vigged (no-vig) consensus across the books that price both fighters; the line is the average across books with the min–max range in parentheses. Gap is the model minus the market in points (+ = the model rates that outcome above the market). Thin or one-sided markets are flagged or left blank rather than shown as a fabricated %. Shown for context, not as a bet — the closing line is the sharpest public price and the model trails it on average. For 5-round bouts the model splits its round-3+ finish mass into rounds 3–5 by the historical within-bucket rate, so the over-3.5 / 4.5 lines carry a model estimate.

Tale of the tape
Ratings (Elo)
1524
Pound-for-pound
1482
1524
Divisional
1482
1500
Striking offense
1482
1500
Striking defense
1500
1500
Grappling offense
1561
1500
Grappling defense
1558
Physical
23 yrs
Age
30 yrs
6'1"
Height
5'6"
73"
Reach
Orthodox
Stance
Orthodox
Striking (UFC career)
Strikes landed / min
Strike accuracy
Strikes absorbed / min
Strike defense
Grappling (UFC career)
Takedowns / 15 min
Takedown accuracy
Takedown defense
Sub attempts / 15 min
Form & résumé
UFC win rate
Win/loss streak
Last-5 win rate
Finish rate
Recent opp. quality
Days since last fight
Recent form (last 5 UFC)
Cole Miller
No prior UFC fights.
Andy Wang
No prior UFC fights.
Miller — win / loss by method
Record: 11-2-0

Bar length is fight count (largest bar = full width); shading splits finishes by round and decisions by unanimous vs split — tap a bar for the round-by-round count.

KO/TKO
2 wins, 0 losses
W
18% of wins
L
0% of losses
Submission
8 wins, 0 losses
W
73% of wins
L
0% of losses
Decision
1 win, 2 losses
W
9% of wins
L
100% of losses
UFC
0win0loss0draw0NC
WinsLosses
0 ()KO/TKO() 0
0 ()Submission() 0
0 ()Decision() 0
Non-UFC
11win2loss0draw0NC
WinsLosses
2 (18%)KO/TKO(0%) 0
8 (73%)Submission(0%) 0
1 (9%)Decision(100%) 2
Wang — win / loss by method
Record: 5-6-0

Bar length is fight count (largest bar = full width); shading splits finishes by round and decisions by unanimous vs split — tap a bar for the round-by-round count.

KO/TKO
0 wins, 0 losses
W
0% of wins
L
0% of losses
Submission
1 win, 0 losses
W
20% of wins
L
0% of losses
Decision
4 wins, 6 losses
W
80% of wins
L
100% of losses
UFC
0win0loss0draw0NC
WinsLosses
0 ()KO/TKO() 0
0 ()Submission() 0
0 ()Decision() 0
Non-UFC
5win6loss0draw0NC
WinsLosses
0 (0%)KO/TKO(0%) 0
1 (20%)Submission(0%) 0
4 (80%)Decision(100%) 6

Profiles

Experience
Miller
Wang
0
UFC fights
0
Octagon time
Career length
UFC schedule strength

Opponents' records on fight night — toggle their full cross-promotional record vs UFC bouts only.

Miller
Wang
Overall
Wins
Losses
Non-UFC schedule strength
Miller
Wang
77W–33L · 70.0%
Overall
82W–58L · 58.6%
67W–31L · 68.4%
Wins
33W–16L · 67.3%
10W–2L · 83.3%
Losses
49W–42L · 53.8%
Distance striking
Miller
Wang
Landed / min
Accuracy
Defense
Knockdowns / 15 min
Time at distance
Grappling & control
Miller
Wang
Takedowns / 15 min
Takedown accuracy
Takedown defense
Sub attempts / 15 min
Control share
Strike target map
Miller
  • Head0%(0)div 64%
  • Body0%(0)div 21%
  • Legs0%(0)div 15%
  • No strike data on record.
Wang
  • Head0%(0)div 64%
  • Body0%(0)div 21%
  • Legs0%(0)div 15%
  • No strike data on record.

Where each fighter lands significant strikes (career). “div” = the weight-class average.

Cole Miller

No UFC fights on record.

Per-fight: SS & TD shown landed/attempted; Close = consensus closing line.

Andy Wang

No UFC fights on record.

Per-fight: SS & TD shown landed/attempted; Close = consensus closing line.