Winston Salem NC, U.S.A. Hard Atp 250 Round of 32

Adam Walton vs Ignacio Buse: AI Prediction | Games, Spread, Aces & Double Faults

Adam Walton

Rank: #98
56%
VS

Ignacio Buse

Rank: #36
44%
Expected Total Games: 25.3
Predicted Winner: Adam Walton

Why the Model Favors Adam Walton

The factors that drove this prediction, measured in win-probability points.

Serve & return game +6.2 Adam Walton
Recent form +3.4 Adam Walton
Age +3.0 Ignacio Buse
Overall record & opposition quality +2.1 Ignacio Buse
Surface fit +1.6 Adam Walton

Starting from an even matchup, these factors move the model to 56% for Adam Walton. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Player Metrics

Adam Walton

Form Index: 46.1
ELO Rating: 1642.8
Glicko2 Rating: 1639.6
Current Fatigue (minutes): 85.0
Surface Strength:
Hard: 22.3
Clay: 16.7
Grass: 4.2
Serve Rating: 96.5
Return Rating: 88.3

Ignacio Buse

Form Index: 29.0
ELO Rating: 1595.4
Glicko2 Rating: 1696.6
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 16.0
Clay: 24.8
Grass: 8.4
Serve Rating: 95.3
Return Rating: 88.6

Recent Matches

Adam Walton

  • Last Match: vs Jesper de Jong (2-0) hard Winston Salem 85 min
  • 2nd Last Match: vs Jaime Faria (1-2) hard Cincinnati 131 min
  • 3rd Last Match: vs Ignacio Buse (2-0) hard Cincinnati 71 min
  • 4th Last Match: vs Nicolas Mejia (2-0) hard Cincinnati 108 min
  • 5th Last Match: vs Jenson Brooksby (0-2) hard Toronto 88 min

Ignacio Buse

  • Last Match: vs Adam Walton (0-2) hard Cincinnati 71 min
  • 2nd Last Match: vs Cameron Norrie (0-2) hard Toronto 88 min
  • 3rd Last Match: vs Tomas Martin Etcheverry (0-2) clay Kitzbuhel 103 min
  • 4th Last Match: vs Kilian Feldbausch (2-1) clay Kitzbuhel 114 min
  • 5th Last Match: vs Vit Kopriva (2-1) clay Kitzbuhel 158 min

Head-to-Head (Last 2 Seasons)

1
Adam Walton
vs
0
Ignacio Buse
Hard
1 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Winston-Salem, North Carolina. Round of 32 on hard courts at an atp_250 event. The model favors Adam Walton to win, 56.29% to Ignacio Buse 43.71%. The match is projected to be fairly short by set count, with an expected total of about 25.3 games.

Match Analysis

The model’s edge for Walton is driven mainly by the serve and return game and recent form. Walton posts a mean serve index of 96.55 and a mean return index of 88.34, while Buse sits at 95.28 on serve and 88.64 on return. Those marginal service and return advantages, combined with Walton’s higher Elo (1642.78 versus Buse 1595.40), push the prediction toward Walton by the largest single factor. Recent form also favors Walton, adding further weight: his form index is 46.06 versus Buse at 28.98, and Walton arrives having beaten Buse in their previous meeting in Cincinnati. There are counterweights that keep this match competitive. Buse has the better tour ranking, 36 to Walton’s 98, and the model gives him an age advantage and slightly better overall record versus opposition quality. Walton shows more cumulative fatigue at this event, 85 minutes on court compared with Buse at zero, but Walton’s stronger surface fit metric (22.31 versus Buse’s 15.98) and his recent win at Winston-Salem suggest he is handling the extra minutes well. Over the last three matches Walton is 2-1, including a recent victory over Buse. Buse has struggled recently, with three straight losses on hard and clay surfaces.

Total Games Predictions

🎾
Expected Total Games in Match 25.3 Most likely outcome: 25 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Adam Walton versus Ignacio Buse. 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 Adam Walton versus Ignacio Buse. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Adam Walton - Ignacio Buse) +0.4 Most likely spread: 0 (even number of games won)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

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

Probability of spread ≤ X

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

Aces and Double Faults Predictions

The aces prediction for the match is 13.26 total, with predicted aces split 7.25 for Walton and 6.31 for Buse. The expected double faults total is 5.13, split 2.33 for Walton and 2.81 for Buse. On a medium-paced hard court, these predicted aces and expected double faults are consistent with balanced serving from both players. The serve ratings are close, so the per player predicted aces reflect only a small edge for Walton at 7.25 versus 6.31 for Buse.
🎯
Expected Total Aces 13.3 Most likely: 11 aces Per player: Adam Walton 7.2 + Ignacio Buse 6.3
Expected Total Double Faults 5.1 Most likely: 4 double faults Per player: Adam Walton 2.3 + Ignacio Buse 2.8

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Adam Walton versus Ignacio Buse. 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 Adam Walton versus Ignacio Buse. The curve shows the cumulative probability for each aces threshold.

🎯 Aces by Player

Adam Walton

Expected 7.2 aces

Probability distribution for the aces Adam Walton serves in this match.
Ignacio Buse

Expected 6.3 aces

Probability distribution for the aces Ignacio Buse serves in this match.

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Probability distribution chart for double faults in Adam Walton versus Ignacio Buse. The chart shows the predicted probability for each double-fault count.
Cumulative Probability (CDF)

Probability of double faults ≤ X

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

Double Faults by Player

Adam Walton

Expected 2.3 double faults

Probability distribution for the double faults Adam Walton serves in this match.
Ignacio Buse

Expected 2.8 double faults

Probability distribution for the double faults Ignacio Buse serves in this match.

🎯 Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

37.6% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Adam Walton's perspective)

2-0 Most likely set score (37.3%)
Probability distribution of the final set score from Adam Walton's perspective. Format: BO3.

Final Prediction

Walton’s advantage comes mainly from the serve and return game as captured by the model, supported by a higher Elo and better recent form. Key factor to watch: Walton’s handling of accumulated fatigue while trying to keep the serve pressure up early in games.

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