Mallorca Spain Grass Atp 250 Round of 16

Luciano Darderi vs Yannick Hanfmann: AI Prediction | Games, Spread, Aces & Double Faults

Luciano Darderi

Rank: #17
46%
VS

Yannick Hanfmann

Rank: #59
54%
Expected Total Games: 26.2
Predicted Winner: Yannick Hanfmann

Why the Model Favors Yannick Hanfmann

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

Overall strength +6.6 Luciano Darderi
Recent form +5.4 Yannick Hanfmann
Age +5.0 Luciano Darderi
Head-to-head +4.5 Yannick Hanfmann
Serve & return game +3.0 Yannick Hanfmann

Starting from an even matchup, these factors move the model to 54% for Yannick Hanfmann. Computed with gradient-based attribution on our neural network — not editorial opinion. How to read this →

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Player Metrics

Luciano Darderi

Form Index: 37.7
ELO Rating: 1731.4
Glicko2 Rating: 1791.9
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 19.9
Clay: 31.1
Grass: 15.6
Serve Rating: 96.2
Return Rating: 93.9

Yannick Hanfmann

Form Index: 38.8
ELO Rating: 1661.0
Glicko2 Rating: 1746.9
Current Fatigue (minutes): 116.0
Surface Strength:
Hard: 24.7
Clay: 21.5
Grass: 15.8
Serve Rating: 96.7
Return Rating: 87.0

Recent Matches

Luciano Darderi

Yannick Hanfmann

Head-to-Head (Last 2 Seasons)

3
Luciano Darderi
vs
0
Yannick Hanfmann
Hard
0 - 0
Clay
3 - 0
Grass
0 - 0

Key Prediction Insights

Mallorca, Spain — round of 16 on grass at an ATP 250 event. The model favors Yannick Hanfmann to progress, with a 53.53% chance versus Luciano Darderi at 46.47%, and a predicted total of about 26.23 games in the match.

Match Analysis

The model’s split view comes largely from two opposing clusters of influence: overall strength and age tilt toward Luciano Darderi, while recent form, head-to-head and serve/return edges push toward Yannick Hanfmann. Overall strength is the biggest single driver in the model (+6.6 percentage points to Darderi) and is visible in his higher ranking (No. 17) and superior Elo (1731.4) compared with Hanfmann’s rank 59 and Elo 1661.0. Age also nudges the prediction toward Darderi (+5.0 pp). Countering that, Hanfmann’s recent form (+5.4 pp) and a favorable head-to-head clue (+4.5 pp) give him the narrow advantage in the matchup. Hanfmann arrives with match wins on grass this fortnight and lower tournament fatigue than some heavier-court campaigns, though his cumulative fatigue here is 116 minutes versus Darderi’s 0. Surface strength indices are nearly identical (Darderi 15.55, Hanfmann 15.80). Serve profiles are very similar — mean serve index 96.22 for Darderi and 96.71 for Hanfmann (difference <5 points) — but Darderi holds a markedly better mean return index (93.90 vs 86.95), a gap greater than 5 points that the model treats as meaningful for breaking serves on the quick grass court. Over the last three matches, Darderi has one solid win and two losses (including a long five-seter at Roland Garros), while Hanfmann’s recent results include two wins on grass and a straight-sets loss to a top opponent.

Total Games Predictions

🎾
Expected Total Games in Match 26.2 Most likely outcome: 26 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

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

Games Spread Predictions

📈
Expected Games Spread (Luciano Darderi - Yannick Hanfmann) +0.4 Most likely spread: 0 (even number of games won)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

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

Probability of spread ≤ X

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

Aces and Double Faults Predictions

The aces prediction for the match is high: predicted aces total 17.32, reflecting grass as the fastest surface where big servers reap rewards. The double faults prediction is modest — expected double faults 5.48 — consistent with two experienced servers. Neither player has a significantly higher serve rating, so the expected ace count is driven more by surface than by a single dominant server.
🎯
Expected Total Aces 17.3 Most likely: 17 aces
Expected Total Double Faults 5.5 Most likely: 5 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Luciano Darderi versus Yannick Hanfmann. 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 Luciano Darderi versus Yannick Hanfmann. 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 Luciano Darderi versus Yannick Hanfmann. 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 Luciano Darderi versus Yannick Hanfmann. 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

49.6% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Luciano Darderi's perspective)

2-0 Most likely set score (29.4%)
Probability distribution of the final set score from Luciano Darderi's perspective. Format: BO3.

Final Prediction

Hanfmann’s edge comes from stronger recent form and head-to-head signals overcoming Darderi’s overall strength advantage. Watch Darderi’s return prowess on grass — if he converts that edge, he can tilt a close match in his favor.

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