Dallas TX, U.S.A. Hard Atp 500 Round of 32

Marin Cilic vs Learner Tien: AI Prediction | Games, Aces & Double Faults

Marin Cilic

Rank: #61
30%
VS

Learner Tien

Rank: #24
70%
Expected Total Games: 23.7
Predicted Winner: Learner Tien

Player Metrics

Marin Cilic

Form Index: 43.4
ELO Rating: 960.2
Glicko2 Rating: 1540.8
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 8.1
Clay: 4.7
Grass: 7.8
Serve Rating: 65.6
Return Rating: 39.8

Learner Tien

Form Index: 68.6
ELO Rating: 1647.2
Glicko2 Rating: 1572.2
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 14.8
Clay: 11.7
Grass: 11.9
Serve Rating: 96.8
Return Rating: 90.5

Recent Matches

Marin Cilic

  • Last Match: vs Casper Ruud (1-3) hard Australian Open 174 min
  • 2nd Last Match: vs Denis Shapovalov (3-0) hard Australian Open 174 min
  • 3rd Last Match: vs Daniel Altmaier (0-1) hard Australian Open 174 min
  • 4th Last Match: vs Nuno Borges (0-2) hard Hong Kong 81 min
  • 5th Last Match: vs Adrian Mannarino (2-0) hard Hong Kong 84 min

Learner Tien

  • Last Match: vs Alexander Zverev (1-3) hard Australian Open 174 min
  • 2nd Last Match: vs Daniil Medvedev (3-0) hard Australian Open 174 min
  • 3rd Last Match: vs Nuno Borges (3-0) hard Australian Open 174 min
  • 4th Last Match: vs Alexander Shevchenko (3-1) hard Australian Open 174 min
  • 5th Last Match: vs Marcos Giron (3-2) hard Australian Open 174 min

Head-to-Head (Last 2 Seasons)

0
Marin Cilic
vs
0
Learner Tien
Hard
0 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

This round-of-32 matchup in Dallas, TX (hard court, 500-level event) pits veteran Marin Cilic against rising seed Learner Tien. The model favors Tien to win (70.46%) over Cilic (29.54%) with an expected total of about 23.7 games in the match, suggesting a relatively short contest in straight sets.

Match Analysis

Cilic arrives ranked 61 with an Elo of 960.16 and a form index of 43.41. His surface strength index (8.08) and mean return index (39.83) are modest; his mean serve index (65.56) is solid but well below his opponent’s. Tien is ranked 24 with a much higher Elo (1647.19) and form index (68.59). He shows a stronger surface strength (14.83) and exceptional profiles for both serving (mean serve index 96.81) and returning (mean return index 90.49). Fatigue is recorded as 0 for both players. The gap in mean serve index (~31 points) and mean return index (~50 points) is large and will be decisive — Tien’s superior serve and return numbers point to control on both service games and return opportunities. Over the last three matches at the Australian Open, Cilic had two wins (against Denis Shapovalov and Daniel Altmaier) and a four-set loss to Casper Ruud, indicating mixed recent form on hard courts. Tien recorded two straight 3-0 wins (Nuno Borges, Daniil Medvedev) before a 1-3 loss to Alexander Zverev, showing strong wins against top opponents and generally higher momentum coming into Dallas.

Total Games Predictions

🎾
Expected Total Games in Match 23.7 Most likely outcome: 23 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Cumulative Probability (CDF)

Probability of total games ≤ X

Aces and Double Faults Predictions

The aces prediction for this match is about 12.95 total with an expected double faults count of roughly 4.17. On a medium-paced hard court, the predicted aces reflect a balanced surface that still rewards big servers; clay would typically reduce aces while grass would increase them. Given Tien’s significantly higher serve rating, he is likely to contribute the bulk of the predicted aces, which will influence the match flow and return opportunities.
🎯
Expected Total Aces 12.9 Most likely: 12 aces
Expected Total Double Faults 4.2 Most likely: 4 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Cumulative Probability (CDF)

Probability of aces ≤ X

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Cumulative Probability (CDF)

Probability of double faults ≤ X

Final Prediction

Tien’s superior Elo, form and especially his serve/return profile give him the clear edge in this matchup. Watch Tien’s service games and return aggression early — those will likely decide how quickly this match is settled.

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