Shanghai China Hard Masters 1000 Round of 32

Karen Khachanov vs Adrian Mannarino Prediction

Karen Khachanov

Rank: #27
73%
VS

Adrian Mannarino

Rank: #83
27%
Expected Total Games: 23.1
Predicted Winner: Karen Khachanov

Why the Model Favors Karen Khachanov

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

Serve & return game +5.5 Karen Khachanov
Overall strength +4.7 Karen Khachanov
Recent record by level +4.5 Karen Khachanov
Age +4.4 Karen Khachanov
Surface fit +4.1 Karen Khachanov

Starting from an even matchup, these factors move the model to 73% for Karen Khachanov. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Ranking Trends

Karen Khachanov

  • Current #27 2026-10-05
  • 3 mo ago #22 2026-06-29
  • 6 mo ago #14 2026-04-06
  • 9 mo ago #17 2026-01-05
  • 12 mo ago #10 2025-09-29

Adrian Mannarino

  • Current #83 2026-10-05
  • 3 mo ago #40 2026-06-29
  • 6 mo ago #46 2026-04-06
  • 9 mo ago #68 2026-01-05
  • 12 mo ago #60 2025-09-29

Player Metrics

Karen Khachanov

Form Index: 69.4
ELO Rating: 1871.6
Glicko2 Rating: 1754.7
Current Fatigue (minutes): 209.0
Surface Strength:
Hard: 36.9
Clay: 26.2
Grass: 30.1
Serve Rating: 96.8
Return Rating: 89.2

Adrian Mannarino

Form Index: 56.3
ELO Rating: 1656.4
Glicko2 Rating: 1628.7
Current Fatigue (minutes): 193.0
Surface Strength:
Hard: 26.3
Clay: 0.0
Grass: 22.1
Serve Rating: 95.3
Return Rating: 87.4

Recent Matches

Karen Khachanov
✅ ❌ ✅ ✅ ❌

Adrian Mannarino
✅ ✅ ❌ ✅ ❌

Head-to-Head (Last 2 Seasons)

1
Karen Khachanov
vs
0
Adrian Mannarino
Hard
1 - 0
Clay
0 - 0
Grass
0 - 0

Key Prediction Insights

Khachanov is the clear pick, with 73% of the forecast against Mannarino’s 27% and an expected 23.1 games. The numbers point to a competitive match, but give Khachanov a substantial advantage.

Match Analysis

Khachanov has the edge in both serving and returning, giving him more ways to control points. The ranking gap, No. 27 to No. 83, also reflects the difference in their overall strength, and Khachanov has the stronger hard-court profile. Mannarino has won both of his Shanghai matches, including his latest against Flavio Cobolli, and his serve is close enough to Khachanov’s to keep him competitive. But Khachanov’s better return gives him the clearer route to put pressure on Mannarino’s service games.

Total Games Predictions

🎾
Expected Total Games in Match 23.1 Most likely outcome: 22 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Cumulative Probability (CDF)

Probability of total games ≤ X

Games Spread Predictions

📈
Expected Games Spread (Karen Khachanov - Adrian Mannarino) +2.4 Most likely spread: +2 (Karen Khachanov wins 2 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Cumulative Probability (CDF)

Probability of spread ≤ X

Aces and Double Faults Predictions

Khachanov is projected for 7.5 aces and 1.8 double faults, while Mannarino is at 5.5 aces and 2.0 double faults. Khachanov’s slight serve advantage accounts for the ace gap, while their similar serve levels point to a close double-fault count.
🎯
Expected Total Aces 12.8 Most likely: 11 aces Per player: Karen Khachanov 7.5 + Adrian Mannarino 5.5
❌
Expected Total Double Faults 3.8 Most likely: 2 double faults Per player: Karen Khachanov 1.8 + Adrian Mannarino 2.0

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Cumulative Probability (CDF)

Probability of aces ≤ X

🎯 Aces by Player

Karen Khachanov

Expected 7.5 aces

Adrian Mannarino

Expected 5.5 aces

❌ Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Cumulative Probability (CDF)

Probability of double faults ≤ X

❌ Double Faults by Player

Karen Khachanov

Expected 1.8 double faults

Adrian Mannarino

Expected 2.0 double faults

Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

38.7% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Karen Khachanov's perspective)

2-0 Most likely set score (49.3%)
New to probability charts? Learn how to interpret distribution and CDF curves

Final Prediction

Mannarino’s two-match winning run in Shanghai is the strongest counterweight to the forecast. If he can make his return game trouble Khachanov’s serve, the projected advantage could narrow.

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