Washington DC, U.S.A. Hard Atp 500 Round of 32

Adrian Mannarino vs Learner Tien: AI Prediction | Games, Spread, Aces & Double Faults

Adrian Mannarino

Rank: #47
21%
VS

Learner Tien

Rank: #16
79%
Expected Total Games: 21.7
Predicted Winner: Learner Tien

Why the Model Favors Learner Tien

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

Age +6.5 Learner Tien
Surface fit +6.5 Learner Tien
Overall strength +4.5 Learner Tien
Recent record by level +4.5 Learner Tien
Overall record & opposition quality +3.0 Learner Tien

Starting from an even matchup, these factors move the model to 79% for Learner Tien. Computed with gradient-based attribution on our neural network — not editorial opinion. How to read this →

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Player Metrics

Adrian Mannarino

Form Index: 33.6
ELO Rating: 1550.3
Glicko2 Rating: 1579.2
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 21.1
Clay: 0.0
Grass: 22.1
Serve Rating: 96.1
Return Rating: 89.5

Learner Tien

Form Index: 38.7
ELO Rating: 1757.3
Glicko2 Rating: 1833.9
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 40.4
Clay: 27.7
Grass: 15.2
Serve Rating: 95.1
Return Rating: 88.2

Recent Matches

Adrian Mannarino

  • Last Match: vs Alex de Minaur (0-3) grass Wimbledon 174 min
  • 2nd Last Match: vs Titouan Droguet (3-0) grass Wimbledon 174 min
  • 3rd Last Match: vs Nuno Borges (0-2) grass Mallorca 95 min
  • 4th Last Match: vs Arthur Fery (0-2) grass London 104 min
  • 5th Last Match: vs Jakub Mensik (2-1) grass London 161 min

Learner Tien

  • Last Match: vs Marton Fucsovics (1-3) grass Wimbledon 174 min
  • 2nd Last Match: vs Dalibor Svrcina (3-1) grass Wimbledon 174 min
  • 3rd Last Match: vs Felix Auger-Aliassime (1-2) grass Halle 151 min
  • 4th Last Match: vs Max Schoenhaus (2-0) grass Halle 65 min
  • 5th Last Match: vs Flavio Cobolli (0-3) clay Roland Garros 174 min

Head-to-Head (Last 2 Seasons)

0
Adrian Mannarino
vs
0
Learner Tien
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Washington, D.C., Round of 32 on hard courts at a 500-level event sets up Adrian Mannarino vs Learner Tien. The model projects Learner Tien to win (78.55%) while Mannarino sits at 21.45%, with a predicted 21.72 total games in the match — a relatively short, decisive encounter is expected.

Match Analysis

The model’s edge for Tien comes mainly from age and surface fit: the explainability engine assigns +6.5 percentage points to age and another +6.5 to surface fit in Tien’s favor. While explicit ages aren’t listed in the provided player table, the model’s age adjustment tilts toward Tien. The surface advantage is clear in the data: Tien’s surface strength index is 40.39 versus Mannarino’s 21.15, a sizable gap that the model treats as favorable on hard courts. Overall strength and recent results complete the picture. Tien carries the superior Elo (1757.28 to Mannarino’s 1550.34) and a higher rank (16 vs 47), contributing +4.5 and +3.0 percentage points respectively to his probability. Form indices are similar (Tien 38.71, Mannarino 33.59) and neither player has accumulated fatigue in this event. Serve and return profiles are comparable: Mannarino’s mean serve index 96.12 vs Tien’s 95.13, and mean return 89.52 vs 88.23 — differences under five points, so no single serving advantage is expected. Recent form is mixed for both. Mannarino is 1-2 in his last three matches (win over Droguet, losses to de Minaur and Borges on grass), while Tien is also 1-2 (win over Svrcina, losses to Fucsovics and Auger-Aliassime), suggesting neither is arriving in hot streak form but Tien’s higher-level wins and tougher opposition lift his overall profile.

Total Games Predictions

🎾
Expected Total Games in Match 21.7 Most likely outcome: 21 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Adrian Mannarino versus Learner Tien. 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 Adrian Mannarino versus Learner Tien. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Adrian Mannarino - Learner Tien) -2.3 Most likely spread: -3 (Learner Tien wins 3 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Adrian Mannarino versus Learner Tien. Positive values indicate Adrian Mannarino winning more games, negative values indicate Learner Tien winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Adrian Mannarino versus Learner Tien. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction sits at 9.31 for the match and the double faults prediction at 5.77. On the medium-paced hard courts of Washington a moderate ace count is expected; predicted aces reflect both players’ strong serve indices but no dominant big-server edge. Because serve ratings are close, predicted aces won’t be inflated, and the expected double faults are in line with two aggressive but controlled servers.
🎯
Expected Total Aces 9.3 Most likely: 9 aces
Expected Total Double Faults 5.8 Most likely: 5 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Adrian Mannarino versus Learner Tien. 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 Adrian Mannarino versus Learner Tien. 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 Adrian Mannarino versus Learner Tien. 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 Adrian Mannarino versus Learner Tien. The curve shows the cumulative probability for each double faults threshold.

🎯 Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

36.2% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Adrian Mannarino's perspective)

0-2 Most likely set score (49.3%)
Probability distribution of the final set score from Adrian Mannarino's perspective. Format: BO3.

Final Prediction

Tien’s projected advantage is driven primarily by the model’s age adjustment and stronger surface fit, reinforced by a higher Elo and ranking. Key factor to watch: how effectively Mannarino can neutralize Tien’s game on hard courts given Tien’s superior surface index.

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