Nick Klein
"Blue Collar"
6-3-0
Thin UFC data
VS
Joseph Kropschot
"The Land Animal"
8-3-0
Thin UFC data
What Every Model Says
XGBoost
53.9%
46.1%
Nick Klein
LightGBM
51.4%
48.6%
Nick Klein
Logistic (Core)
48.7%
51.3%
Joseph Kropschot
CatBoost
50.0%
50.0%
Nick Klein
Ensemble
50.9%
49.1%
Nick Klein
No Age · CatBoost
48.0%
52.0%
Joseph Kropschot
No Age · Ensemble
51.3%
48.7%
Nick Klein
No Age · LightGBM
51.6%
48.4%
Nick Klein
No Age · Logistic (Core)
49.3%
50.7%
Joseph Kropschot
No Age · XGBoost
55.1%
44.9%
Nick Klein
Recency-Heavy · CatBoost
49.6%
50.4%
Joseph Kropschot
Recency-Heavy · Ensemble
52.2%
47.8%
Nick Klein
Recency-Heavy · LightGBM
54.2%
45.8%
Nick Klein
Recency-Heavy · Logistic (Core)
47.9%
52.1%
Joseph Kropschot
Recency-Heavy · XGBoost
51.4%
48.6%
Nick Klein
With Odds · CatBoost
52.0%
48.0%
Nick Klein
With Odds · Ensemble
currently viewing
57.0%
43.0%
Nick Klein
With Odds · LightGBM
53.6%
46.4%
Nick Klein
With Odds · Logistic (Core)
48.7%
51.3%
Joseph Kropschot
With Odds · XGBoost
54.7%
45.3%
Nick Klein
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
41%
Decision
33%
KO / TKO
26%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 59%
estimated chance this fight is finished rather than going to a decision.
Why XGBoost leans this way
Nick Klein
Joseph Kropschot
14%
7%
6%
6%
6%
5%
5%
5%
4%
4%
3%
3%
3%
3%
← pushes toward Nick Klein
pushes toward Joseph Kropschot →
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.
Nick Klein
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
7.5m
Last 5 fights (most recent first)
L
KO
L
KO
Height:
185 cm
Weight:
185 lbs
Reach:
196 cm
Stance:
Orthodox
Joseph Kropschot
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Height:
N/A cm
Weight:
185 lbs
Reach:
N/A cm
Stance:
N/A
Head-to-Head Stats
Nick Klein
ADVANTAGE
Joseph Kropschot
Striking Accuracy
Strikes Landed/Min
Strikes Absorbed/Min
Striking Defense
Takedown Accuracy
Takedown Defense
Knockdowns/Fight
Avg Control Time (sec)
Strikes Per Round
Head Strike %
Body Strike %
Leg Strike %