Halle Germany Grass Atp 500 Quarterfinals

Daniel Altmaier vs Daniil Medvedev: AI Prediction | Games, Spread, Aces & Double Faults

Daniel Altmaier

Rank: #81
18%
VS

Daniil Medvedev

Rank: #7
82%
Expected Total Games: 25.5
Predicted Winner: Daniil Medvedev

Why the Model Favors Daniil Medvedev

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

Recent record by level +11.2 Daniil Medvedev
Overall strength +7.1 Daniil Medvedev
Serve & return game +6.9 Daniil Medvedev
Surface fit +6.5 Daniil Medvedev
Recent form +3.3 Daniel Altmaier

Starting from an even matchup, these factors move the model to 82% for Daniil Medvedev. 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: 41.3
ELO Rating: 1580.0
Glicko2 Rating: 1579.8
Current Fatigue (minutes): 206.0
Surface Strength:
Hard: 12.6
Clay: 19.9
Grass: 13.9
Serve Rating: 96.1
Return Rating: 91.5

Daniil Medvedev

Form Index: 49.1
ELO Rating: 1911.3
Glicko2 Rating: 1951.7
Current Fatigue (minutes): 173.0
Surface Strength:
Hard: 56.0
Clay: 28.8
Grass: 26.2
Serve Rating: 96.4
Return Rating: 89.1

Recent Matches

Daniel Altmaier

  • Last Match: vs Hubert Hurkacz (2-1) grass Halle 121 min
  • 2nd Last Match: vs Nikoloz Basilashvili (2-0) grass Halle 85 min
  • 3rd Last Match: vs Frances Tiafoe (1-2) grass Stuttgart 146 min
  • 4th Last Match: vs Felix Auger-Aliassime (2-3) clay Roland Garros 174 min
  • 5th Last Match: vs Tommy Paul (0-2) clay Hamburg 98 min

Daniil Medvedev

  • Last Match: vs Terence Atmane (2-0) grass Halle 85 min
  • 2nd Last Match: vs Tomas Martin Etcheverry (2-0) grass Halle 88 min
  • 3rd Last Match: vs Kamil Majchrzak (0-2) grass S Hertogenbosch 88 min
  • 4th Last Match: vs Marin Cilic (2-1) grass S Hertogenbosch 110 min
  • 5th Last Match: vs Thijs Boogaard (2-1) grass S Hertogenbosch 153 min

Head-to-Head (Last 2 Seasons)

0
Daniel Altmaier
vs
0
Daniil Medvedev
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Quarterfinals in Halle, Germany (grass, 500-level) pits Daniel Altmaier against Daniil Medvedev. The projection heavily favors Medvedev: 82.24% chance to win versus 17.76% for Altmaier, with an expected 25.54 total games in the match.

Match Analysis

The model’s edge for Medvedev is driven first and foremost by recent record by level (adding 11.2 percentage points to his probability), backed by his superior overall strength and grass suitability. That shows up in the raw numbers: Medvedev carries an Elo of 1911.3 versus Altmaier’s 1580.0 and a ranking gap (No. 7 to No. 81) that underline the class difference cited by the model (overall strength +7.1 pts). Surface fit also favors Medvedev (surface strength index 26.19 vs Altmaier’s 13.89), contributing 6.5 points to the prediction; on quick grass that practical edge in movement and shot selection matters. Serve & return metrics tilt toward Medvedev in the explainability output (+6.9 pts), although the two players have almost identical mean serve indices (96.36 vs 96.10) and comparable return indices (89.12 vs 91.52), so there isn’t a large raw serving gap to exploit. Fatigue is a factor: Altmaier has logged 206 minutes in the event compared with Medvedev’s 173, which slightly tempers his upset chances. Recent form favors Altmaier modestly (+3.3 pts) after wins here over Hurkacz and Basilashvili; overall, Altmaier’s last three matches read two wins at Halle and a loss to Tiafoe in Stuttgart, while Medvedev has two straight comfortable Halle wins and an earlier loss in s-Hertogenbosch.

Total Games Predictions

🎾
Expected Total Games in Match 25.5 Most likely outcome: 25 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

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

Games Spread Predictions

📈
Expected Games Spread (Daniel Altmaier - Daniil Medvedev) -4.5 Most likely spread: -5 (Daniil Medvedev 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 Daniil Medvedev. Positive values indicate Daniel Altmaier winning more games, negative values indicate Daniil Medvedev winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

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

Aces and Double Faults Predictions

Aces prediction: the match is expected to produce about 15.27 total aces, reflecting grass’s fast, low-bouncing nature that boosts serve winners—this is the predicted aces tally. Double faults prediction: expected double faults are 6.58 for the match. Neither player shows a markedly higher serve rating (difference under 1 point), so while big serves will matter, there’s no single server expected to dominate the ace count purely on ratings.
🎯
Expected Total Aces 15.3 Most likely: 15 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 Daniel Altmaier versus Daniil Medvedev. 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 Daniil Medvedev. 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 Daniil Medvedev. 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 Daniel Altmaier versus Daniil Medvedev. 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

35.1% Predicted: No tiebreak

Exact Score Distribution BO3

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

0-2 Most likely set score (51.9%)
Probability distribution of the final set score from Daniel Altmaier's perspective. Format: BO3.

Final Prediction

Medvedev’s advantage is chiefly explained by the model’s top driver: recent record by level, reinforced by Elo and surface fit. The key factor to watch is how Medvedev translates his class and grass comfort into serve/return pressure early—if he does, the shorter, serve-heavy match the model expects is likely to follow.

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