Munich Germany Clay Atp 250 Round of 32

Zhizhen Zhang vs Luciano Darderi: AI Prediction | Games, Spread, Aces & Double Faults

Zhizhen Zhang

Rank: #242
31%
VS

Luciano Darderi

Rank: #21
69%
Expected Total Games: 23.4
Predicted Winner: Luciano Darderi

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Player Metrics

Zhizhen Zhang

Form Index: 39.4
ELO Rating: 1493.3
Glicko2 Rating: 1554.3
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 47.1
Clay: 38.1
Grass: 39.1
Serve Rating: 81.9
Return Rating: 45.3

Luciano Darderi

Form Index: 33.3
ELO Rating: 1653.9
Glicko2 Rating: 1752.4
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 53.6
Clay: 43.6
Grass: 42.3
Serve Rating: 97.2
Return Rating: 88.1

Recent Matches

Zhizhen Zhang

Luciano Darderi

Head-to-Head (Last 2 Seasons)

0
Zhizhen Zhang
vs
0
Luciano Darderi
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

In Munich’s clay-court round of 32 at the 250-level event, Luciano Darderi is favored to progress over Zhizhen Zhang. The model gives Darderi a 68.98% chance to win versus 31.02% for Zhang, with an expected total of about 23.4 games in the match.

Match Analysis

Zhang arrives ranked 242 with an Elo around 1493 and a form index of 39.4; his surface strength index on clay sits at 38.1 and he shows no accumulated fatigue in this event. Darderi is well clear on ranking (No. 21), carries a higher Elo (≈1654) though a slightly lower form index (33.3), and has a modestly stronger clay profile (surface index 43.6). The mean serve indices differ substantially — Zhang 81.9 vs. Darderi 97.2 — a gap that favors Darderi on serve. Their mean return indices diverge even more (Zhang 45.3 vs. Darderi 88.1), indicating Darderi’s return game is markedly superior. Recent results underline those profiles. Zhang has one win in his last three (a straight-sets victory in Houston qualifying) plus two losses — including a competitive clay loss to Ben Shelton — suggesting some inconsistency. Darderi has one win and two losses in his most recent trio, with heavy clay-court minutes including a long match versus Hubert Hurkacz and an earlier straight-sets victory in Marrakech; that mixture points to both capability and recent heavy workloads but no tournament fatigue logged here.

Total Games Predictions

🎾
Expected Total Games in Match 23.4 Most likely outcome: 23 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Zhizhen Zhang versus Luciano Darderi. 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 Zhizhen Zhang versus Luciano Darderi. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Zhizhen Zhang - Luciano Darderi) -0.4 Most likely spread: -1 (Luciano Darderi wins 1 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Zhizhen Zhang versus Luciano Darderi. Positive values indicate Zhizhen Zhang winning more games, negative values indicate Luciano Darderi winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Zhizhen Zhang versus Luciano Darderi. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction for the match is 10.76 total, while the expected double faults sit at 3.61. On clay, the slower surface typically reduces service winners and can inflate unforced errors on serve as rallies lengthen; this supports a conservative aces projection and an elevated expected double faults figure. Given Darderi’s significantly higher serve rating, he is likely to contribute the bulk of the predicted aces.
🎯
Expected Total Aces 10.8 Most likely: 10 aces
Expected Total Double Faults 3.6 Most likely: 3 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Zhizhen Zhang versus Luciano Darderi. 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 Zhizhen Zhang versus Luciano Darderi. 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 Zhizhen Zhang versus Luciano Darderi. 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 Zhizhen Zhang versus Luciano Darderi. The curve shows the cumulative probability for each double faults threshold.

Final Prediction

Darderi’s higher ranking, superior Elo and clear advantages in both serving and returning give him the edge in Munich. The key factor to watch will be whether Zhang can neutralize Darderi’s return game and extend rallies to exploit the slower clay.

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