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UFC Fight Night: Santos vs. Hill
Juliana Miller
Juliana Miller
2-1 · USA
VS
Brogan Walker
Brogan Walker
7-2 · GUM
August 6, 2022 · Las Vegas, Nevada, USA
Flyweight · 3 rounds
Juliana Miller def. Brogan Walker by KO/TKO (Elbows), R3 3:57
Performance
Round by round
SSTDKDCtrl
R1
Miller8/131/104:29
Walker3/40/000:07
R2
Miller13/202/203:04
Walker12/180/000:51
R3 · 3:57
Miller33/521/102:07
Walker15/260/000:18
Total
Miller54/854/409:40
Walker30/480/001:16

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 probabilityWalker
49.3%50.7%
KO / TKO
27%
Submission
20%
Decision
53%
Expected fight time: 10.5 min
Retrospective pick: the walk-forward model's call at the time of the fight — persisted out-of-sample, with no hindsight about the result.
What drives the pick

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

Predicted outcomes
Miller49%
Wins by
Model
Equity
Mkt
KO / TKO15%30%5%
Submission12%25%14%
Decision22%45%34%
Predicted output
Sig. strikes38 (1652)act 54
Takedowns1.0 (0.03.5)act 4
Walker51%
Wins by
Model
Equity
Mkt
KO / TKO12%23%6%
Submission8%16%6%
Decision31%61%35%
Predicted output
Sig. strikes36 (1548)act 30
Takedowns0.9 (0.03.2)act 0
Combined totals~74 sig strikes~2.0 takedownsmkt —
How it ends
mkt —
R126%
R215%
R36%
Distance53%
Fighter props
Most sig. strikestie 1.3%
Miller
51.6%-110
Walker
+11047.1%
Most takedownstie 28.4%
Miller
37.3%-109
Walker
+10934.3%
Significant strikes — over/under
Miller
Expected: 38.4
38.5
Over 38.5
39.7%
+152
Under 38.5
60.3%
-152
04997
Walker
Expected: 35.6
35.5
Over 35.5
39.9%
+150
Under 35.5
60.1%
-150
04590
Takedowns — over/under
Miller
Expected: 1.0
1
Over 1
35.6%
+129
Exactly 1
18.6%
push
Under 1
45.8%
-129
035
Walker
Expected: 0.9
1
Over 1
33.1%
+144
Exactly 1
19.2%
push
Under 1
47.6%
-144
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 10.5 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
Miller49.3%55.5%−6.2-139
Walker50.7%44.5%+6.2+115
By method
Miller by KO/TKO13.1%4.6%+8.5+1709
Miller by submission10.1%14.1%−4.0+491
Miller by decision26.1%34.4%−8.3+143
Walker by KO/TKO13.5%5.6%+7.9+1399
Walker by submission10.3%6.4%+3.9+1200
Walker by decision26.8%34.8%−8.0+140
Total rounds (over)
Over 1.5 rds73.9%82.1%−8.2-663
Over 2.5 rds58.8%75.7%−16.9-414
Goes the distance
Fight goes to decision53.0%72.6%−19.6-345

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)
1503
Pound-for-pound
1517
1503
Divisional
1517
1500
Striking offense
1500
1500
Striking defense
1500
1500
Grappling offense
1500
1500
Grappling defense
1500
Physical
26 yrs
Age
34 yrs
5'7"
Height
5'4"
66"
Reach
67"
Orthodox
Stance
Switch
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)
Juliana Miller
No prior UFC fights.
Brogan Walker
No prior UFC fights.
Miller — win / loss by method
Record: 2-1-0

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
2 wins, 0 losses
W
100% of wins
L
0% of losses
Decision
0 wins, 1 loss
W
0% of wins
L
100% of losses
UFC
0win0loss0draw0NC
WinsLosses
0 ()KO/TKO() 0
0 ()Submission() 0
0 ()Decision() 0
Non-UFC
2win1loss0draw0NC
WinsLosses
0 (0%)KO/TKO(0%) 0
2 (100%)Submission(0%) 0
0 (0%)Decision(100%) 1
Walker — win / loss by method
Record: 7-2-0

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
0 wins, 0 losses
W
0% of wins
L
0% of losses
Submission
1 win, 0 losses
W
14% of wins
L
0% of losses
Decision
6 wins, 2 losses
W
86% of wins
L
100% of losses
UFC
0win0loss0draw0NC
WinsLosses
0 ()KO/TKO() 0
0 ()Submission() 0
0 ()Decision() 0
Non-UFC
7win2loss0draw0NC
WinsLosses
0 (0%)KO/TKO(0%) 0
1 (14%)Submission(0%) 0
6 (86%)Decision(100%) 2

Profiles

Experience
Miller
Walker
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
Walker
Overall
Wins
Losses
Non-UFC schedule strength
Miller
Walker
2W–6L · 25.0%
Overall
38W–17L · 69.1%
0W–4L · 0.0%
Wins
24W–12L · 66.7%
2W–2L · 50.0%
Losses
14W–5L · 73.7%
Distance striking
Miller
Walker
Landed / min
Accuracy
Defense
Knockdowns / 15 min
Time at distance
Grappling & control
Miller
Walker
Takedowns / 15 min
Takedown accuracy
Takedown defense
Sub attempts / 15 min
Control share
Strike target map
Miller
  • Head0%(0)div 62%
  • Body0%(0)div 22%
  • Legs0%(0)div 16%
  • No strike data on record.
Walker
  • Head0%(0)div 62%
  • Body0%(0)div 22%
  • Legs0%(0)div 16%
  • No strike data on record.

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

Juliana Miller

No UFC fights on record.

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

Brogan Walker

No UFC fights on record.

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