Madrid Spain Clay Masters 1000 Round of 64

Karen Khachanov vs Adam Walton: AI Prediction | Games, Spread, Aces & Double Faults

Karen Khachanov

Rank: #16
53%
VS

Adam Walton

Rank: #117
47%
Expected Total Games: 23.6
Predicted Winner: Karen Khachanov

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Player Metrics

Karen Khachanov

Form Index: 28.2
ELO Rating: 1615.3
Glicko2 Rating: 1643.0
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 55.5
Clay: 42.5
Grass: 47.6
Serve Rating: 73.9
Return Rating: 64.7

Adam Walton

Form Index: 62.0
ELO Rating: 1656.1
Glicko2 Rating: 1637.9
Current Fatigue (minutes): 80.0
Surface Strength:
Hard: 54.1
Clay: 39.9
Grass: 39.3
Serve Rating: 98.0
Return Rating: 90.5

Recent Matches

Karen Khachanov

Adam Walton

Head-to-Head (Last 2 Seasons)

0
Karen Khachanov
vs
0
Adam Walton
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

At the Madrid Masters 1000 in Spain, Round of 64 action pits Karen Khachanov against Adam Walton on clay. The model gives Khachanov the narrow edge — 52.66% to Walton’s 47.34% — with a projected 23.65 total games in the match, signaling a tight two- or three-set affair.

Match Analysis

Khachanov arrives as the higher-ranked player (No. 16) with an Elo of 1615.3, a modest form index (28.18) and no accumulated fatigue in this event. His surface strength index on clay sits at 42.55 and his mean serve index is 73.91, while his mean return index is 64.67. Walton, ranked 117, posts a higher Elo (1656.1) and a markedly better recent form index (62.04), but he carries 80 minutes of match fatigue from this week. His surface strength on clay is similar (39.90) but his mean serve index (98.01) and mean return index (90.53) are both substantially higher than Khachanov’s—differences well above 5 points. Recent form tells a mixed story: Khachanov has lost his last three matches on tour, including two straight defeats on clay in Barcelona and Monte Carlo and a straight-sets loss in Miami. Walton has one confident win this week in Madrid (80 minutes) but had two earlier defeats, including a straight-sets loss in Houston and a tight three-set loss in Miami. That combination of Khachanov’s ranking and freshness against Walton’s higher Elo and strong serving makes this a finely balanced matchup.

Total Games Predictions

🎾
Expected Total Games in Match 23.6 Most likely outcome: 23 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Karen Khachanov versus Adam Walton. The X-axis shows possible total games values and the Y-axis shows the predicted probability percentage for each outcome.
Cumulative Probability (CDF)

Probability of total games ≤ X

Cumulative distribution function chart for total games in Karen Khachanov versus Adam Walton. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Karen Khachanov - Adam Walton) -2.1 Most likely spread: -3 (Adam Walton wins 3 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Karen Khachanov versus Adam Walton. Positive values indicate Karen Khachanov winning more games, negative values indicate Adam Walton winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Karen Khachanov versus Adam Walton. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction for this match is 16.35 total, while the predicted double faults sit at 5.41. On clay, slower speed and higher bounce generally reduce aces and can increase unforced serving errors, so the predicted aces reflect a dampening effect from the surface. Given Walton’s far superior serve index, he is likely to supply a larger share of the predicted aces, while the expected double faults may rise if extended rallies and fatigue set in.
🎯
Expected Total Aces 16.4 Most likely: 16 aces
Expected Total Double Faults 5.4 Most likely: 5 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Karen Khachanov versus Adam Walton. Higher ace counts are more likely on faster surfaces like grass.
Cumulative Probability (CDF)

Probability of aces ≤ X

Cumulative distribution function chart for total aces in Karen Khachanov versus Adam Walton. The curve shows the cumulative probability for each aces threshold.

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Probability distribution chart for double faults in Karen Khachanov versus Adam Walton. Clay surface matches tend to produce more double faults due to fatigue in longer rallies.
Cumulative Probability (CDF)

Probability of double faults ≤ X

Cumulative distribution function chart for double faults in Karen Khachanov versus Adam Walton. The curve shows the cumulative probability for each double faults threshold.

Final Prediction

Khachanov’s edge comes from ranking and zero minutes of tournament fatigue, which narrowly outweigh Walton’s higher Elo and red-hot serving numbers. The key factor to watch: Walton’s serve potency versus Khachanov’s ability to return and outlast him on clay.

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