ATP/WTA Tennis

Karen Khachanov vs Ugo Humbert Prediction

May 17, 2026

10,000 Monte Carlo simulations

Karen Khachanov vs Ugo Humbert prediction for May 17, 2026: Our Monte Carlo simulation ran 10,000 game iterations and projects Ugo Humbert 0 - Karen Khachanov 0. Karen Khachanov is favored with a 52.7% win probability.

Ugo Humbert
1541
Clay Elo
VS Clay • ATP
Karen Khachanov
1631
Clay Elo
Match Win Probability
47.3%
52.7%
Ugo HumbertKaren Khachanov
Clay
Surface
ATP Hamburg Open
Tournament
10,000
Simulations
FINALUgo Humbert def Karen Khachanov (2–1)
Calibrated accuracy at this confidence: 55.7% (2,758 games)

Match Context

Tournament
ATP Hamburg Open
Surface
Clay
Format
Best of 3 · ATP

Surface Elo Ratings (Clay)

Karen Khachanov
1631
Ugo Humbert
1541
Karen Khachanov leads by 90 Elo points on Clay

Serve & Return Analysis

Serve Points Won % (SPW) is the single most predictive metric in tennis. ATP average on Clay: 63.5%

Karen Khachanov SPW
59.1%
Below tour avg
Ugo Humbert SPW
61.0%
Below tour avg
● Ugo Humbert has a slight serve edge (+1.9%)

Market Odds & Model Edge

Karen Khachanov ML
-249
Model: 53%
Edge: -18.6%
Ugo Humbert ML
+221
Model: 47%
Edge: +16.1%
Model Projection
Ugo Humbert ML +221 · +16.1% edge

Key Matchup Factors

Surface Elo v1.0 · Barnett-Clarke serve model · 10,000 simulations · ATP

Edge Analysis

Moneyline
Karen Khachanov 52.7%
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How this prediction was generated: This page shows output from the Olympus Bets ATP/WTA Tennis Monte Carlo engine. Each game is simulated 10,000 times using real-time team data, injury reports, and current odds. Probabilities are calibrated using Bayesian methods and sized via the Kelly Criterion. Full methodology →

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