Beijing Beijing, CHN Hard Wta 1000 Round of 16

Karolina Muchova vs Naomi Osaka Prediction

Karolina Muchova

Rank: #8
74%
VS

Naomi Osaka

Rank: #17
26%
Expected Total Games: 22.8
Predicted Winner: Karolina Muchova

Why the Model Favors Karolina Muchova

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

Head-to-head +13.1 Karolina Muchova
Overall strength +2.7 Karolina Muchova
Surface fit +2.7 Karolina Muchova
Serve & return game +2.3 Karolina Muchova
Overall record & opposition quality +1.7 Karolina Muchova

Starting from an even matchup, these factors move the model to 74% for Karolina Muchova. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Ranking Trends

Karolina Muchova

  • Current #8 2026-09-28
  • 3 mo ago #9 2026-06-29
  • 6 mo ago #11 2026-03-30
  • 9 mo ago #19 2025-12-29
  • 12 mo ago #15 2025-09-29

Naomi Osaka

  • Current #17 2026-09-28
  • 3 mo ago #14 2026-06-29
  • 6 mo ago #15 2026-03-30
  • 9 mo ago #16 2025-12-29
  • 12 mo ago #14 2025-09-29

Player Metrics

Karolina Muchova

Form Index: 60.9
ELO Rating: 2024.9
Glicko2 Rating: 2069.6
Current Fatigue (minutes): 228.0
Surface Strength:
Hard: 66.1
Clay: 32.6
Grass: 53.1
Serve Rating: 97.5
Return Rating: 89.9

Naomi Osaka

Form Index: 58.4
ELO Rating: 1976.2
Glicko2 Rating: 2006.3
Current Fatigue (minutes): 245.0
Surface Strength:
Hard: 63.6
Clay: 40.7
Grass: 47.9
Serve Rating: 97.0
Return Rating: 87.2

Recent Matches

Karolina Muchova
✅ ✅ ❌ ✅ ✅

Naomi Osaka
✅ ✅ ❌ ✅ ✅

Head-to-Head (Last 2 Seasons)

2
Karolina Muchova
vs
2
Naomi Osaka
Hard
0 - 2
Clay
0 - 0
Grass
2 - 0

Key Prediction Insights

Muchova is favoured 74% to 26% for this Beijing Round of 16, with 22.8 games expected. That is a clear lean, though Osaka has room to challenge it.

Match Analysis

The biggest separation is the head-to-head, which weighs strongly toward Muchova. Their previous meetings favor her, and her higher ranking, eighth to Osaka’s 17th, supports the forecast. Muchova also has a slight hard-court and return advantage, which could help her put pressure on Osaka’s service games. Both arrive with two Beijing wins: Muchova beat Katie Boulter in straight sets before needing three sets to get past Liudmila Samsonova, while Osaka’s latest win over Sara Bejlek came in straight sets.

Total Games Predictions

🎾
Expected Total Games in Match 22.8 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 (Karolina Muchova - Naomi Osaka) +1.1 Most likely spread: +1 (Karolina Muchova wins 1 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

Osaka is projected for 4.9 aces to Muchova’s 3.5, while double faults are nearly even at 3.4 each. Their serve profiles are closely matched, consistent with the similar double-fault forecasts, but Osaka has the slight projected advantage in aces.
🎯
Expected Total Aces 8.4 Most likely: 7 aces Per player: Karolina Muchova 3.5 + Naomi Osaka 4.9
❌
Expected Total Double Faults 6.7 Most likely: 5 double faults Per player: Karolina Muchova 3.4 + Naomi Osaka 3.4

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Cumulative Probability (CDF)

Probability of aces ≤ X

🎯 Aces by Player

Karolina Muchova

Expected 3.5 aces

Naomi Osaka

Expected 4.9 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

Karolina Muchova

Expected 3.4 double faults

Naomi Osaka

Expected 3.4 double faults

Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

30.6% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Karolina Muchova's perspective)

2-0 Most likely set score (47.0%)
New to probability charts? Learn how to interpret distribution and CDF curves

Final Prediction

Osaka’s edge in projected aces is one way she could disrupt the forecast. If those serve points help her avoid extended return pressure, Muchova’s advantage in the matchup may be less decisive.

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