Cincinnati OH, U.S.A. Hard Masters 1000 Round of 128

Coleman Wong vs Daniel Altmaier: AI Prediction | Games, Spread, Aces & Double Faults

Coleman Wong

Rank: #92
47%
VS

Daniel Altmaier

Rank: #60
53%
Expected Total Games: 27.0
Predicted Winner: Daniel Altmaier

Why the Model Favors Daniel Altmaier

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

Serve & return game +3.7 Coleman Wong
Recent record by level +3.0 Daniel Altmaier
Age +1.6 Coleman Wong
Recent form +1.4 Daniel Altmaier
Overall strength +1.1 Daniel Altmaier

Starting from an even matchup, these factors move the model to 53% for Daniel Altmaier. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Player Metrics

Coleman Wong

Form Index: 53.2
ELO Rating: 1612.8
Glicko2 Rating: 1657.9
Current Fatigue (minutes): 194.0
Surface Strength:
Hard: 25.6
Clay: 8.3
Grass: 0.2
Serve Rating: 96.6
Return Rating: 87.2

Daniel Altmaier

Form Index: 36.8
ELO Rating: 1583.0
Glicko2 Rating: 1619.0
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 14.2
Clay: 20.0
Grass: 10.1
Serve Rating: 95.3
Return Rating: 85.0

Recent Matches

Coleman Wong

  • Last Match: vs Otto Virtanen (2-0) hard Cincinnati 109 min
  • 2nd Last Match: vs Seongchan Hong (2-0) hard Cincinnati 85 min
  • 3rd Last Match: vs Arthur Gea (0-2) hard Los Cabos 109 min
  • 4th Last Match: vs Jenson Brooksby (2-0) hard Los Cabos 89 min
  • 5th Last Match: vs Jiri Lehecka (2-1) hard Los Cabos 112 min

Daniel Altmaier

Head-to-Head (Last 2 Seasons)

1
Coleman Wong
vs
0
Daniel Altmaier
Hard
1 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Cincinnati, Ohio. Masters 1000 hard court, round of 128. The model gives a narrow edge to Daniel Altmaier, 53.02% to win versus Coleman Wong at 46.98%. The match is expected to be fairly short by games, with a predicted total of about 26.98 games.

Match Analysis

The model’s edge for Altmaier is driven mainly by his recent record at higher level events and recent form, even though the single strongest model factor overall is the serve and return game, which actually leans toward Coleman Wong. Wong brings a better Elo (1612.8) and a higher proprietary form index (53.20) than Altmaier. Wong also posts a stronger surface strength index (25.64 versus 14.20) and carries 194 minutes of fatigue from this tournament. Altmaier is ranked 60 to Wong’s 92, but his form index (36.79) and Elo (1583.0) sit below Wong’s numbers. Both players have similar mean serve ratings (Wong 96.64, Altmaier 95.34) and comparable return profiles (Wong 87.18, Altmaier 84.98), so no large serve or return gap is expected. Recent match patterns are mixed. Wong has won two straight on hard courts in Cincinnati, beating Otto Virtanen and Seongchan Hong in relatively quick matches after a loss in Los Cabos. Altmaier’s recent results include a deep three-set win over Aleksandar Vukic and two losses, one at Toronto to Brandon Nakashima and one on clay in Kitzbuhel. Those higher-level wins and losses across events are what tilt the model toward Altmaier despite Wong’s favorable headroom on metrics like Elo and form.

Total Games Predictions

🎾
Expected Total Games in Match 27.0 Most likely outcome: 27 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Coleman Wong versus Daniel Altmaier. 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 Coleman Wong versus Daniel Altmaier. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Coleman Wong - Daniel Altmaier) -0.1 Most likely spread: -1 (Daniel Altmaier wins 1 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Coleman Wong versus Daniel Altmaier. Positive values indicate Coleman Wong winning more games, negative values indicate Daniel Altmaier winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Coleman Wong versus Daniel Altmaier. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction for this hard court meeting is about 17.17 total aces in the match, with a predicted aces split likely balanced given similar serve indexes. The double faults prediction is modest, with expected double faults around 6.22 for the match. Hard courts typically produce a moderate number of aces and the predicted aces reflect that middle ground. Since neither player has a significantly higher serve rating, a large skew in ace count is unlikely.
🎯
Expected Total Aces 17.2 Most likely: 17 aces
Expected Total Double Faults 6.2 Most likely: 6 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Coleman Wong versus Daniel Altmaier. 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 Coleman Wong versus Daniel Altmaier. 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 Coleman Wong versus Daniel Altmaier. 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 Coleman Wong versus Daniel Altmaier. 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

44.2% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Coleman Wong's perspective)

0-2 Most likely set score (29.9%)
Probability distribution of the final set score from Coleman Wong's perspective. Format: BO3.

Final Prediction

Altmaier’s narrow advantage comes chiefly from his recent record by level and steady recent form, which the model values slightly more than surface and Elo advantages for Wong. The top factor to watch will be the serve and return exchanges, where Coleman Wong holds a small statistical edge that could decide tight service holds.

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