Katlyn Cerminara
"Blonde Fighter"
18-6-0
VS
2026-10-17
UFC Fight Night: Buckley vs. Malott
Women's Flyweight
Mackenzie Stiller
"Mack-Judo"
6-1-0
RECENCY-HEAVY · LOGISTIC (CORE) PREDICTION
Mackenzie Stiller 'Mack-Judo'
57.5% CONFIDENCE
ACTUAL RESULT — MODEL WAS WRONG
Katlyn Cerminara 'Blonde Fighter' won
KO/TKO · Round 1 · 4:46
Market vs Model STRONG VALUE
Katlyn Cerminara
Mackenzie Stiller
Opening line
-275
+235
Market says
71%
29%
Logistic (Core) says
43%
57%
Gap vs market
-29
+29
Market Margin says
54%
46%
Edge at that price
-19
+16
Mackenzie Stiller at +235: Market Margin gives 46% vs 30% needed to break even — a 16-point edge on the underdog.
The gap uses whichever model you've selected. Value always comes from Market Margin, the one model whose disagreements with the betting line were backtested (flagged sides returned about +8% for favorites and +18% for underdogs on flat bets at the opening price across ~2,800 past fights). Other models' disagreements with the market haven't held up, so they don't get a value flag. It's measured against the opening line — if the price has moved, the edge will be different.
How It Ends
61%
Decision
23%
KO / TKO
16%
Submission
Decision61.0%
KO / TKO23.4%
Submission15.6%
How long it lasts 3-round fight
65%
Goes the distance
fair -188
35%
Ends in a finish
fair +188
Rounds lineOverUnder
0.5 95% -2031 5% +2031
1.5 84% -507 16% +507
2.5 68% -217 32% +217
When it ends
Round 112%
Round 214%
Round 39%
Goes the distance65%
"Over 1.5" means the fight lasts past the middle of round 2, the way sportsbooks settle it. Fair odds are the break-even price with no vig, so compare them with a book's line. On unseen fights this model beat the plain base rate by about 4% (log loss; 51% of 3-round fights go the distance), so treat it as a tilt away from the base rate, not a certainty.
Why LightGBM leans this way
Katlyn Cerminara
Mackenzie Stiller
Age edge (significant gap)
Matchup
28%
Experience edge (total fights)
Matchup
10%
Age
Katlyn Cerminara
10%
Elo rating edge
Matchup
8%
Strike rate delta r1 to r3
Katlyn Cerminara
7%
Age
Mackenzie Stiller
3%
Avg takedowns attempted
Katlyn Cerminara
3%
Strikes absorbed/min
Katlyn Cerminara
3%
Head-strike accuracy
Katlyn Cerminara
3%
Distance strike defense
Katlyn Cerminara
2%
Total career fights (incl. non-UFC)
Mackenzie Stiller
2%
Elo rating
Mackenzie Stiller
2%
Defensive skill edge
Matchup
2%
Distance strike defense
Mackenzie Stiller
1%
← pushes toward Katlyn Cerminara pushes toward Mackenzie Stiller →
Bars show each factor's SHAP contribution to this specific prediction — how much it pushed the win probability toward one fighter, given everything else the model knows. Percentages are each factor's share of the total push across the top 30 factors.

Katlyn Cerminara

Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
W KO
L DEC
L DEC
W DEC
W DEC
Height: 175 cm
Weight: 125 lbs
Reach: 173 cm
Stance: Orthodox

Mackenzie Stiller

Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
L KO
Height: N/A cm
Weight: 115 lbs
Reach: N/A cm
Stance: N/A