Winston Salem NC, U.S.A. Hard Atp 250 Round of 64

Quinn Vandecasteele vs James Duckworth: AI Prediction | Games, Spread, Aces & Double Faults

Quinn Vandecasteele

Rank: #483
30%
VS

James Duckworth

Rank: #86
70%
Expected Total Games: 23.8
Predicted Winner: James Duckworth

Why the Model Favors James Duckworth

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

Overall strength +10.4 James Duckworth
Recent form +6.6 James Duckworth
Recent record by level +3.9 James Duckworth
Age +3.9 Quinn Vandecasteele
Surface fit +3.6 James Duckworth

Starting from an even matchup, these factors move the model to 70% for James Duckworth. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Player Metrics

Quinn Vandecasteele

Form Index: 40.3
ELO Rating: 1532.1
Glicko2 Rating: 1748.0
Current Fatigue (minutes): 217.0
Surface Strength:
Hard: 12.7
Clay: 9.8
Grass: 4.5
Serve Rating: 96.2
Return Rating: 94.2

James Duckworth

Form Index: 39.5
ELO Rating: 1558.6
Glicko2 Rating: 1528.3
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 16.1
Clay: 9.6
Grass: 11.1
Serve Rating: 95.8
Return Rating: 84.5

Recent Matches

Quinn Vandecasteele

  • Last Match: vs Pierre-Hugues Herbert (2-1) hard Winston Salem 150 min
  • 2nd Last Match: vs Li Tu (2-0) hard Winston Salem 67 min
  • 3rd Last Match: vs None (0-0) None None 0 min
  • 4th Last Match: vs None (0-0) None None 0 min
  • 5th Last Match: vs None (0-0) None None 0 min

James Duckworth

  • Last Match: vs Arthur Fery (1-2) hard Cincinnati 152 min
  • 2nd Last Match: vs J.J. Wolf (2-0) hard Cincinnati 114 min
  • 3rd Last Match: vs Alex de Minaur (0-2) hard Toronto 106 min
  • 4th Last Match: vs Christopher O'Connell (2-0) hard Toronto 72 min
  • 5th Last Match: vs Cameron Norrie (0-2) hard Los Cabos 91 min

Head-to-Head (Last 2 Seasons)

0
Quinn Vandecasteele
vs
0
James Duckworth
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Winston-Salem, North Carolina. Round of 64 on outdoor hard courts at an ATP 250 level. The model favors James Duckworth to win, 69.81% to Quinn Vandecasteele 30.19%. The match is projected to be relatively short by games, with an expected total of about 23.8 games.

Match Analysis

The model’s edge for Duckworth comes mainly from overall strength (+10.4 percentage points), recent form (+6.6), recent record by level (+3.9), and surface fit (+3.6). Age is the only factor nudging toward Vandecasteele (+3.9). Those signals line up with the raw numbers. Duckworth sits well inside the top 100 at rank 86 and carries a slightly higher Elo at 1558.6 versus Vandecasteele’s Elo of 1532.1 and rank 483. Duckworth’s surface strength index on hard courts reads 16.05 compared with Vandecasteele’s 12.67, supporting the surface fit advantage noted by the model. Fatigue is also relevant: Vandecasteele arrives with 217 minutes on court in this event, while Duckworth shows zero tournament minutes logged. Serve and return profiles are instructive. Mean serve indices are nearly identical, 96.15 for Vandecasteele and 95.77 for Duckworth, so no large serve gap is expected. The mean return index, however, favors Vandecasteele by about 9.66 points (94.20 versus 84.54), which explains why he can trouble opponents despite the ranking gap. Recent form summaries mirror the model weights. Vandecasteele has won his two matches at Winston-Salem, including a 150-minute three setter over Pierre-Hugues Herbert and a straight sets victory over Li Tu. Duckworth’s recent stretch shows higher-level matches: a win over J.J. Wolf and losses to Arthur Fery and Alex de Minaur, a pattern that gives him the edge in quality of opposition and match experience.

Total Games Predictions

🎾
Expected Total Games in Match 23.8 Most likely outcome: 23 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Quinn Vandecasteele versus James Duckworth. 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 Quinn Vandecasteele versus James Duckworth. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Quinn Vandecasteele - James Duckworth) -2.5 Most likely spread: -3 (James Duckworth wins 3 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Quinn Vandecasteele versus James Duckworth. Positive values indicate Quinn Vandecasteele winning more games, negative values indicate James Duckworth winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Quinn Vandecasteele versus James Duckworth. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction calls for about 10.19 aces in the match, split roughly 3.69 for Vandecasteele and 6.59 for Duckworth. The predicted aces reflect a typical hard court balance where medium pace yields a moderate ace count. The double faults prediction is 6.65 total, with expected double faults of 3.41 from Vandecasteele and 3.28 from Duckworth. Serve ratings are close, so the per player ace projections mainly reflect small serving margins rather than a dominant server.
🎯
Expected Total Aces 10.2 Most likely: 8 aces Per player: Quinn Vandecasteele 3.7 + James Duckworth 6.6
Expected Total Double Faults 6.7 Most likely: 5 double faults Per player: Quinn Vandecasteele 3.4 + James Duckworth 3.3

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Quinn Vandecasteele versus James Duckworth. 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 Quinn Vandecasteele versus James Duckworth. The curve shows the cumulative probability for each aces threshold.

🎯 Aces by Player

Quinn Vandecasteele

Expected 3.7 aces

Probability distribution for the aces Quinn Vandecasteele serves in this match.
James Duckworth

Expected 6.6 aces

Probability distribution for the aces James Duckworth serves in this match.

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Probability distribution chart for double faults in Quinn Vandecasteele versus James Duckworth. 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 Quinn Vandecasteele versus James Duckworth. The curve shows the cumulative probability for each double faults threshold.

Double Faults by Player

Quinn Vandecasteele

Expected 3.4 double faults

Probability distribution for the double faults Quinn Vandecasteele serves in this match.
James Duckworth

Expected 3.3 double faults

Probability distribution for the double faults James Duckworth serves in this match.

🎯 Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

34.7% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Quinn Vandecasteele's perspective)

0-2 Most likely set score (51.3%)
Probability distribution of the final set score from Quinn Vandecasteele's perspective. Format: BO3.

Final Prediction

Duckworth’s projected win stems primarily from the model’s overall strength assessment, supported by ranking, Elo and a slightly better hard court fit. The key factor to watch is Vandecasteele’s return quality and whether it can convert pressure into breaks before Duckworth locks down holds.

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