Halle Germany Grass Atp 500 Round of 16

Terence Atmane vs Daniil Medvedev: AI Prediction | Games, Spread, Aces & Double Faults

Terence Atmane

Rank: #53
17%
VS

Daniil Medvedev

Rank: #7
83%
Expected Total Games: 27.8
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 +10.1 Daniil Medvedev
Surface fit +8.7 Daniil Medvedev
Overall strength +7.2 Daniil Medvedev
Recent form +3.5 Daniil Medvedev
Serve & return game +3.3 Daniil Medvedev

Starting from an even matchup, these factors move the model to 83% 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

Terence Atmane

Form Index: 36.0
ELO Rating: 1617.3
Glicko2 Rating: 1642.8
Current Fatigue (minutes): 138.0
Surface Strength:
Hard: 23.1
Clay: 13.7
Grass: 12.4
Serve Rating: 96.9
Return Rating: 92.7

Daniil Medvedev

Form Index: 44.1
ELO Rating: 1876.6
Glicko2 Rating: 1932.4
Current Fatigue (minutes): 88.0
Surface Strength:
Hard: 52.3
Clay: 28.8
Grass: 25.2
Serve Rating: 95.3
Return Rating: 86.7

Recent Matches

Terence Atmane

  • Last Match: vs Martin Landaluce (2-1) grass Halle 138 min
  • 2nd Last Match: vs Nuno Borges (0-2) grass S Hertogenbosch 66 min
  • 3rd Last Match: vs Thanasi Kokkinakis (2-3) clay Roland Garros 174 min
  • 4th Last Match: vs Tomas Martin Etcheverry (0-2) clay Hamburg 100 min
  • 5th Last Match: vs Flavio Cobolli (0-2) clay Rome 106 min

Daniil Medvedev

  • Last Match: vs Tomas Martin Etcheverry (2-0) grass Halle 88 min
  • 2nd Last Match: vs Kamil Majchrzak (0-2) grass S Hertogenbosch 88 min
  • 3rd Last Match: vs Marin Cilic (2-1) grass S Hertogenbosch 110 min
  • 4th Last Match: vs Thijs Boogaard (2-1) grass S Hertogenbosch 153 min
  • 5th Last Match: vs Adam Walton (2-3) clay Roland Garros 174 min

Head-to-Head (Last 2 Seasons)

0
Terence Atmane
vs
0
Daniil Medvedev
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

At Halle (Germany), round of 16 on grass at a 500-level event, Daniil Medvedev is the clear favorite to progress. The model gives Medvedev an 83.02% chance to win versus 16.98% for Terence Atmane, with an expected total of about 27.8 games in the match.

Match Analysis

The model's edge for Medvedev comes mainly from recent record by level and surface fit, followed by overall strength — those three factors alone account for roughly 26 points of the probability swing toward him. Medvedev’s Elo (1876.65) and higher rank (No.7) underline the gap in baseline quality versus Atmane (Elo 1617.33, rank 53). Medvedev also shows a better surface strength index on grass (25.16 to Atmane’s 12.36), which maps directly onto the model’s surface-fit advantage. Form and match-load play a role: Medvedev’s form index is 44.11 against Atmane’s 36.05, and Medvedev has spent 88 minutes on court in this event compared with Atmane’s 138, suggesting the Frenchman arrives with more cumulative fatigue. Serve & return factors nudged the forecast toward Medvedev as well, though the raw indexes show Atmane with a slightly higher mean serve (96.88 vs 95.25) and a noticeably better mean return (92.74 vs 86.73) — the return gap is greater than five points in Atmane’s favor. Over the last three matches, Atmane is 1-2 with a long win at Roland-Garros and a recent three-set win here; Medvedev is 2-1 with a straight-sets win in his Halle opener and a competitive win over Cilic earlier in the grass swing.

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 Terence Atmane 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 Terence Atmane 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 (Terence Atmane - Daniil Medvedev) -4.1 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 Terence Atmane versus Daniil Medvedev. Positive values indicate Terence Atmane 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 Terence Atmane versus Daniil Medvedev. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

This is a fast grass court, so the aces prediction is elevated: the model’s predicted aces for the match is about 17.0, with an expected double faults total near 5.8. Given grass favors big serves and quick points, the predicted aces reflect that surface effect; neither player has a significantly higher serve rating (difference <5), so the ace count should be shared rather than dominated by one server. The double faults prediction reflects moderate risk from both players under serve pressure.
🎯
Expected Total Aces 17.0 Most likely: 16 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 Terence Atmane 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 Terence Atmane 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 Terence Atmane 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 Terence Atmane 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

39.2% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Terence Atmane's perspective)

0-2 Most likely set score (49.5%)
Probability distribution of the final set score from Terence Atmane's perspective. Format: BO3.

Final Prediction

Medvedev’s advantage is driven primarily by recent record by level, backed by stronger Elo and better grass fit. Watch the duel between Medvedev’s consistent baseline game and Atmane’s superior return index — how well Medvedev can neutralize returns will likely decide the match.

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