Katlyn Cerminara
"Blonde Fighter"
18-6-0
VS
Mackenzie Stiller
"Mack-Judo"
6-1-0
Market vs Model STRONG VALUE
Katlyn Cerminara
Mackenzie Stiller
Opening line
-275
+235
Market says
71%
29%
LightGBM says
35%
65%
Gap vs market
-36
+36
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.
What Every Model Says
Main + Market
57.9%
42.1%
Katlyn Cerminara
XGBoost
33.5%
66.5%
Mackenzie Stiller
LightGBM
currently viewing
35.1%
64.9%
Mackenzie Stiller
Logistic (Core)
42.8%
57.2%
Mackenzie Stiller
CatBoost
41.7%
58.3%
Mackenzie Stiller
Ensemble
31.7%
68.3%
Mackenzie Stiller
Market Margin · XGBoost
54.0%
46.0%
Katlyn Cerminara
Recency-Heavy · CatBoost
41.0%
59.0%
Mackenzie Stiller
Recency-Heavy · Ensemble
32.0%
68.0%
Mackenzie Stiller
Recency-Heavy · LightGBM
33.0%
67.0%
Mackenzie Stiller
Recency-Heavy · Logistic (Core)
42.5%
57.5%
Mackenzie Stiller
Recency-Heavy · XGBoost
30.4%
69.6%
Mackenzie Stiller
With Odds · CatBoost
67.4%
32.6%
Katlyn Cerminara
With Odds · Ensemble
62.8%
37.2%
Katlyn Cerminara
With Odds · LightGBM
62.5%
37.5%
Katlyn Cerminara
With Odds · Logistic (Core)
42.8%
57.2%
Mackenzie Stiller
With Odds · XGBoost
63.8%
36.2%
Katlyn Cerminara
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
61%
Decision
23%
KO / TKO
16%
Submission
How long it lasts 3-round fight
65%
Goes the distance
fair -188
35%
Ends in a finish
fair +188
| Rounds line | Over | Under |
|---|---|---|
| 0.5 | 95% -2031 | 5% +2031 |
| 1.5 | 84% -507 | 16% +507 |
| 2.5 | 68% -217 | 32% +217 |
When it ends
"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
28%
10%
10%
8%
7%
3%
3%
3%
3%
2%
2%
2%
2%
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