Cincinnati OH, U.S.A. Hard Masters 1000 Round of 64

Daniel Altmaier vs Lorenzo Musetti: AI Prediction | Games, Spread, Aces & Double Faults

Daniel Altmaier

Rank: #60
25%
VS

Lorenzo Musetti

Rank: #13
75%
Expected Total Games: 24.7
Predicted Winner: Lorenzo Musetti

Why the Model Favors Lorenzo Musetti

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

Recent record by level +6.9 Lorenzo Musetti
Serve & return game +6.5 Lorenzo Musetti
Overall strength +4.8 Lorenzo Musetti
Surface fit +1.8 Lorenzo Musetti
Overall record & opposition quality +1.2 Lorenzo Musetti

Starting from an even matchup, these factors move the model to 75% for Lorenzo Musetti. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Player Metrics

Daniel Altmaier

Form Index: 49.1
ELO Rating: 1613.7
Glicko2 Rating: 1630.9
Current Fatigue (minutes): 139.0
Surface Strength:
Hard: 17.1
Clay: 20.0
Grass: 10.1
Serve Rating: 96.1
Return Rating: 86.9

Lorenzo Musetti

Form Index: 36.3
ELO Rating: 1833.3
Glicko2 Rating: 1883.9
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 35.9
Clay: 42.7
Grass: 31.9
Serve Rating: 96.3
Return Rating: 88.8

Recent Matches

Daniel Altmaier

Lorenzo Musetti

Head-to-Head (Last 2 Seasons)

0
Daniel Altmaier
vs
0
Lorenzo Musetti
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

At Cincinnati, Ohio, in the Masters 1000 round of 64 on hard courts, Lorenzo Musetti is the projected winner over Daniel Altmaier. The model gives Musetti a 74.60% chance to win, versus 25.40% for Altmaier. The match is expected to be relatively short, with a predicted total of about 24.68 games.

Match Analysis

The model's edge for Musetti comes mainly from recent record by level and the serve and return game. Musetti brings a stronger overall profile by rating and rank, which feeds both of those factors. He is ranked 13 with an Elo of 1833.25, while Altmaier is ranked 60 with an Elo of 1613.72. That gap in overall strength supports Musetti’s higher win probability. Surface fit also favors Musetti, though to a smaller degree. His surface strength index is 35.89 versus Altmaier’s 17.13, suggesting Musetti is more comfortable on hard courts. Fatigue is another relevant element. Altmaier arrives having already played 139 minutes in Cincinnati, while Musetti shows zero minutes in this tournament, so Musetti should be the fresher player. Serve and return numbers are close between the two. Altmaier’s mean serve index is 96.11 and Musetti’s is 96.29, so there is no meaningful serving advantage. Their mean return indices are 86.93 for Altmaier and 88.83 for Musetti, a modest edge for Musetti that contributes to the model’s serve and return factor. Recent form is mixed. Altmaier has two wins and one loss in his last three matches, including a hard court win in Cincinnati and a long 179 minute match in Toronto. Musetti is 1-2 over his last three matches, with a straight sets win over Nicolas Mejia and two losses to Rafael Jodar across Toronto and Washington.

Total Games Predictions

🎾
Expected Total Games in Match 24.7 Most likely outcome: 24 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

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

Games Spread Predictions

📈
Expected Games Spread (Daniel Altmaier - Lorenzo Musetti) -4.0 Most likely spread: -5 (Lorenzo Musetti wins 5 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

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

Probability of spread ≤ X

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

Aces and Double Faults Predictions

The aces prediction for this match is moderate, with predicted aces totaling about 10.74. The expected double faults are around 5.75. On a medium-paced hard court, those numbers are consistent with two good servers who produce a steady but not extreme ace count. Neither player has a significantly higher serve rating, so the predicted aces reflect both players contributing rather than one dominating.
🎯
Expected Total Aces 10.7 Most likely: 10 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 Daniel Altmaier versus Lorenzo Musetti. 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 Daniel Altmaier versus Lorenzo Musetti. 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 Daniel Altmaier versus Lorenzo Musetti. 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 Daniel Altmaier versus Lorenzo Musetti. 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

38.6% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Daniel Altmaier's perspective)

0-2 Most likely set score (50.7%)
Probability distribution of the final set score from Daniel Altmaier's perspective. Format: BO3.

Final Prediction

Musetti’s advantage is driven primarily by recent record by level and his higher overall strength as reflected in rank and Elo. The key factor to watch is Musetti’s return play and how Altmaier’s accumulated minutes affect his movement late in rallies.

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