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UFC Fight Night: Swanson vs. Lobov
Bryan Barberena
Bryan Barberena
12-4 · USA
VS
Joe Proctor
Joe Proctor
11-4 · USA
April 22, 2017 · Nashville, Tennessee, USA
Welterweight · 3 rounds
170.0lb
Weigh-in
170.0lb
Bryan Barberena def. Joe Proctor by KO/TKO (Punch), R1 3:30
Performance
Round by round
SSTDKDCtrl
R1 · 3:30
Barberena28/450/010:07
Proctor8/230/000:00
Total
Barberena28/450/010:07
Proctor8/230/000:00

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
BarberenaWin probabilityProctor
63.8%36.2%
KO / TKO
32%
Submission
43%
Decision
25%
Expected fight time: 7.4 min
What drives the pick

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

Predicted outcomes
Barberena64%
Wins by
Model
Equity
Mkt
KO / TKO24%37%
Submission25%40%
Decision15%23%
Predicted output
Sig. strikes39 (2251)act 28
Takedowns0.1 (0.00.3)act 0
Proctor36%
Wins by
Model
Equity
Mkt
KO / TKO8%22%
Submission18%49%
Decision10%29%
Predicted output
Sig. strikes30 (1639)act 8
Takedowns0.6 (0.02.1)act 0
Combined totals~69 sig strikes~0.7 takedownsmkt —
How it ends
mkt —
R154%
R28%
R313%
Distance25%
Fighter props
Most sig. strikestie 1.5%
Barberena
62.0%-170
Proctor
+17036.5%
Most takedownstie 52.9%
Barberena
8.1%+479
Proctor
-47938.9%
Significant strikes — over/under
Barberena
Expected: 39.4
39.5
Over 39.5
42.4%
+136
Under 39.5
57.6%
-136
05099
Proctor
Expected: 29.7
29.5
Over 29.5
43.0%
+133
Under 29.5
57.0%
-133
03875
Takedowns — over/under
Barberena
Expected: 0.1
0
Over 0
12.0%
Exactly 0
88.0%
push
Under 0
0.0%
035
Proctor
Expected: 0.6
0.5
Over 0.5
41.9%
+139
Under 0.5
58.1%
-139
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 7.4 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
Barberena63.8%74.0%−10.2-330
Proctor36.2%26.0%+10.2+270

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.

Trait web
66.3Striking61.8
Barberena +4.5
36.2Grappling43.8
Proctor +7.6
Str/minStr accStr defAbsorbedTD/15TD accTD defSubs
Hover a point to see the values
BarberenaProctor
Tale of the tape
Ratings (Elo)
1543
Pound-for-pound
1529
1539
Divisional
1517
1509
Striking offense
1510
1499
Striking defense
1494
Grappling offense
Grappling defense
Physical
27 yrs
Age
31 yrs
6'0"
Height
5'10"
72"
Reach
72"
Southpaw
Stance
Orthodox
Striking (UFC career)
5.17
Strikes landed / min
3.46
48%
Strike accuracy
37%
4.23
Strikes absorbed / min
3.70
49%
Strike defense
62%
Grappling (UFC career)
0.45
Takedowns / 15 min
0.00
40%
Takedown accuracy
47%
Takedown defense
70%
0.2
Sub attempts / 15 min
1.9
Form & résumé
60%
UFC win rate
57%
-1
Win/loss streak
-1
60%
Last-5 win rate
60%
67%
Finish rate
75%
Recent opp. quality
126
Days since last fight
497
Recent form (last 5 UFC)
Bryan Barberena
  • LColby CovingtonU-DEC R3
    Close +3004mo before
  • WWarlley AlvesU-DEC R3
    Close +45011mo before
  • WSage NorthcuttSUB R2
    Close +2351y 3mo before
  • LChad LapriseU-DEC R3
    Close +3352y before
  • WJoe EllenbergerKO/TKO R3
    Close +1902y 4mo before
Joe Proctor
  • LMagomed MustafaevKO/TKO R1
    Close +3001y 4mo before
  • WJustin EdwardsSUB R3
    Close -2101y 11mo before
  • LYancy MedeirosSUB R1
    Close +2302y 4mo before
  • WJustin SalasKO/TKO R2
    Close +1252y 9mo before
  • WCristiano MarcelloU-DEC R3
    Close -2503y 2mo before
Barberena — win / loss by method
Record: 12-4-0

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
8 wins, 0 losses
W
67% of wins
L
0% of losses
Submission
2 wins, 1 loss
W
17% of wins
L
25% of losses
Decision
2 wins, 3 losses
W
17% of wins
L
75% of losses
UFC
3win2loss0draw0NC
WinsLosses
1 (33%)KO/TKO(0%) 0
1 (33%)Submission(0%) 0
1 (33%)Decision(100%) 2
Non-UFC
9win2loss0draw0NC
WinsLosses
7 (78%)KO/TKO(0%) 0
1 (11%)Submission(50%) 1
1 (11%)Decision(50%) 1
Proctor — win / loss by method
Record: 11-4-0

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, 2 losses
W
18% of wins
L
50% of losses
Submission
5 wins, 1 loss
W
45% of wins
L
25% of losses
Decision
4 wins, 1 loss
W
36% of wins
L
25% of losses
UFC
4win3loss0draw0NC
WinsLosses
2 (50%)KO/TKO(33%) 1
1 (25%)Submission(33%) 1
1 (25%)Decision(33%) 1
Non-UFC
7win1loss0draw0NC
WinsLosses
0 (0%)KO/TKO(100%) 1
4 (57%)Submission(0%) 0
3 (43%)Decision(0%) 0

Profiles

Experience
Barberena
Proctor
5
UFC fights
7
66.5 min · 13.3 avg
Octagon time
61.9 min · 8.8 avg
16y 10m
Career length
16y 9m
UFC schedule strength

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

Barberena
Proctor
51W–2L · 96.2%
Overall
69W–22L · 75.8%
32W–1L · 97.0%
Wins
41W–16L · 71.9%
19W–1L · 95.0%
Losses
28W–6L · 82.4%
Non-UFC schedule strength
Barberena
Proctor
49W–25L · 66.2%
Overall
25W–13L · 65.8%
44W–23L · 65.7%
Wins
20W–7L · 74.1%
5W–2L · 71.4%
Losses
5W–6L · 45.5%
Distance striking
Barberena
Proctor
6.65
Landed / min
4.51
42.5%
Accuracy
33.5%
52.2%
Defense
66.5%
0.23
Knockdowns / 15 min
0.48
53.2%
Time at distance
62.7%
Grappling & control
Barberena
Proctor
0.45
Takedowns / 15 min
0.00
40.0%
Takedown accuracy
46.7%
Takedown defense
70.4%
0.23
Sub attempts / 15 min
1.94
39.2%
Control share
20.7%
Strike target map
Barberena
  • Head65%(222)div 63%
  • Body13%(44)div 21%
  • Legs23%(78)div 16%
Proctor
  • Head69%(148)div 63%
  • Body14%(31)div 21%
  • Legs16%(35)div 16%

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

Bryan Barberena
CloseSSTDKDCtrl

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

Joe Proctor
CloseSSTDKDCtrl

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