Toronto Canada Hard Masters 1000 Semifinals

Learner Tien vs Ben Shelton: AI Prediction | Games, Spread, Aces & Double Faults

Learner Tien

Rank: #16
38%
VS

Ben Shelton

Rank: #8
62%
Expected Total Games: 27.8
Predicted Winner: Ben Shelton

Why the Model Favors Ben Shelton

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

Serve & return game +4.0 Ben Shelton
Recent record by level +3.8 Ben Shelton
Overall strength +3.6 Ben Shelton
Age +2.2 Learner Tien
Recent form +1.2 Ben Shelton

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

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Player Metrics

Learner Tien

Form Index: 62.3
ELO Rating: 1840.4
Glicko2 Rating: 1853.5
Current Fatigue (minutes): 381.0
Surface Strength:
Hard: 44.1
Clay: 27.7
Grass: 15.2
Serve Rating: 95.9
Return Rating: 90.2

Ben Shelton

Form Index: 62.3
ELO Rating: 1856.6
Glicko2 Rating: 1898.1
Current Fatigue (minutes): 340.0
Surface Strength:
Hard: 44.6
Clay: 27.7
Grass: 37.0
Serve Rating: 97.2
Return Rating: 85.7

Recent Matches

Learner Tien

Ben Shelton

Head-to-Head (Last 2 Seasons)

2
Learner Tien
vs
0
Ben Shelton
Hard
1 - 0
Clay
0 - 0
Grass
1 - 0

Key Prediction Insights

This semifinal in Toronto is a hard‑court, Masters 1000 affair between Learner Tien and Ben Shelton. The model favors Ben Shelton, projecting a 62.16% chance of victory to Tien’s 37.84%, with an expected total of about 27.8 games in the match.

Match Analysis

The model’s edge for Shelton comes mainly from the serve & return game, supplemented by recent results at this level and overall strength. Shelton’s slightly higher Elo (1856.6 vs 1840.4) and his rank (No. 8 to Tien’s No. 16) underpin the “overall strength” advantage, while his tournament results and match management at higher levels push the “recent record by level” factor toward him. The explainability output also gives a small nod to age in Tien’s favor, while recent form tilts marginally to Shelton. Looking at the numbers, both players arrive in similar form (Tien 62.35, Shelton 62.31). Surface strength indices are nearly identical (Tien 44.07, Shelton 44.57), so neither has a clear hard‑court edge from that metric. Serve metrics are both elite — Shelton’s mean serve index (97.24) edges Tien’s (95.93) but the gap is small and not large enough to be decisive on its own; mean return indexes (Tien 90.17, Shelton 85.66) show Tien as the stronger returner, though the difference does not exceed five points. Fatigue is a tangible factor: Tien has logged 381 minutes in Toronto versus Shelton’s 340, which could matter in long points or tight closing sets. Both have been dominant recently at this event, each winning their last three matches in straight sets with comparable match lengths.

Total Games Predictions

🎾
Expected Total Games in Match 27.8 Most likely outcome: 28 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

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

Games Spread Predictions

📈
Expected Games Spread (Learner Tien - Ben Shelton) -2.4 Most likely spread: -3 (Ben Shelton wins 3 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

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

Probability of spread ≤ X

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

Aces and Double Faults Predictions

The aces prediction for the match is about 13.92 total and the predicted double faults sit at roughly 6.64. On medium‑paced hard courts, this level of predicted aces is consistent with two big servers trading free points; predicted double faults are moderate. Neither player’s serve index is significantly higher, so the expected aces count reflects contributions from both men rather than a single overpowering server.
🎯
Expected Total Aces 13.9 Most likely: 13 aces
Expected Total Double Faults 6.6 Most likely: 6 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Learner Tien versus Ben Shelton. 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 Learner Tien versus Ben Shelton. 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 Learner Tien versus Ben Shelton. 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 Learner Tien versus Ben Shelton. 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

48.9% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Learner Tien's perspective)

0-2 Most likely set score (38.9%)
Probability distribution of the final set score from Learner Tien's perspective. Format: BO3.

Final Prediction

Shelton’s projected advantage is driven most by the model’s serve & return assessment, backed by his higher Elo and recent performances at this level. Key factor to watch: how Tien’s strong return game handles Shelton’s high‑impact serving — that matchup will likely decide whether this semifinal stays short or becomes a tighter affair.

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