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

James Duckworth vs Mariano Navone: AI Prediction | Games, Spread, Aces & Double Faults

James Duckworth

Rank: #86
38%
VS

Mariano Navone

Rank: #44
62%
Expected Total Games: 23.9
Predicted Winner: Mariano Navone

Why the Model Favors Mariano Navone

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

Age +4.3 Mariano Navone
Serve & return game +3.8 James Duckworth
Overall record & opposition quality +3.6 Mariano Navone
Recent record by level +2.9 Mariano Navone
Overall strength +2.6 Mariano Navone

Starting from an even matchup, these factors move the model to 62% for Mariano Navone. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Player Metrics

James Duckworth

Form Index: 45.8
ELO Rating: 1573.4
Glicko2 Rating: 1551.4
Current Fatigue (minutes): 71.0
Surface Strength:
Hard: 17.2
Clay: 9.6
Grass: 11.1
Serve Rating: 96.5
Return Rating: 86.6

Mariano Navone

Form Index: 43.9
ELO Rating: 1713.2
Glicko2 Rating: 1744.1
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 13.8
Clay: 26.6
Grass: 8.4
Serve Rating: 95.2
Return Rating: 89.5

Recent Matches

James Duckworth

  • Last Match: vs Quinn Vandecasteele (2-0) hard Winston Salem 71 min
  • 2nd Last Match: vs Arthur Fery (1-2) hard Cincinnati 152 min
  • 3rd Last Match: vs J.J. Wolf (2-0) hard Cincinnati 114 min
  • 4th Last Match: vs Alex de Minaur (0-2) hard Toronto 106 min
  • 5th Last Match: vs Christopher O'Connell (2-0) hard Toronto 72 min

Mariano Navone

Head-to-Head (Last 2 Seasons)

0
James Duckworth
vs
0
Mariano Navone
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Winston Salem in North Carolina hosts this round of 32 hard court match at an ATP 250 level event. Mariano Navone is the model pick to win here, with a 61.84% chance versus James Duckworth at 38.16%. The model expects a relatively short affair, projecting about 23.9 total games.

Match Analysis

The model’s edge for Navone is driven first by age, which contributes 4.3 percentage points toward him, and by his stronger overall record and opposition quality, which add another 3.6 points. Those model drivers align with Navone’s higher Elo (1713) and superior ranking (44) compared with Duckworth (Elo 1573, rank 86). Recent form also nudges the prediction toward Navone, with recent record by level contributing 2.9 points in his favor. Duckworth earns a smaller boost from serve and return factors, adding 3.8 percentage points to his chance. He posts an elite mean serve index (96.54) and a solid mean return index (86.58). Navone’s mean serve index is 95.24 and his mean return index is 89.50. Fatigue is a notable contrast: Duckworth arrives with 71 minutes on court in the event, while Navone shows zero minutes of accumulated fatigue. Both players show modest surface strength indices on hard courts (Duckworth 17.17, Navone 13.83). Over the last three matches Duckworth is 2-1 with a recent straight sets win at Winston Salem and a long three setter in Cincinnati. Navone is 1-2 in his last three, with a solid win over Raphael Collignon and two losses to higher rated opponents.

Total Games Predictions

🎾
Expected Total Games in Match 23.9 Most likely outcome: 23 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

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

Games Spread Predictions

📈
Expected Games Spread (James Duckworth - Mariano Navone) -1.4 Most likely spread: -2 (Mariano Navone wins 2 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

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

Probability of spread ≤ X

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

Aces and Double Faults Predictions

The aces prediction for the match is 9.55 total, with predicted aces split roughly 5.76 for Duckworth and 3.84 for Navone. The expected double faults for the match are 6.24, split about 3.44 for Duckworth and 2.83 for Navone. On a medium paced hard court this is consistent with moderate serving numbers. Given Duckworth’s slightly higher serve index, the per player ace projections show him producing more aces (5.76) than Navone (3.84).
🎯
Expected Total Aces 9.6 Most likely: 7 aces Per player: James Duckworth 5.8 + Mariano Navone 3.8
Expected Total Double Faults 6.2 Most likely: 5 double faults Per player: James Duckworth 3.4 + Mariano Navone 2.8

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

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

🎯 Aces by Player

James Duckworth

Expected 5.8 aces

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

Expected 3.8 aces

Probability distribution for the aces Mariano Navone serves in this match.

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

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

Double Faults by Player

James Duckworth

Expected 3.4 double faults

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

Expected 2.8 double faults

Probability distribution for the double faults Mariano Navone serves in this match.

🎯 Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

34.9% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (James Duckworth's perspective)

0-2 Most likely set score (41.4%)
Probability distribution of the final set score from James Duckworth's perspective. Format: BO3.

Final Prediction

Navone’s projected advantage stems primarily from the model’s age factor and his stronger Elo and ranking. Watch the contrast between Duckworth’s serving power and Navone’s freshness and return ability as the key determinant of how competitive the match will be.

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