Iasi Iasi, ROU Clay Wta 250 Semifinals

Panna Udvardy vs Katarzyna Kawa: AI Prediction | Games, Spread, Aces & Double Faults

Panna Udvardy

Rank: #69
47%
VS

Katarzyna Kawa

Rank: #119
53%
Expected Total Games: 27.2
Predicted Winner: Katarzyna Kawa

Why the Model Favors Katarzyna Kawa

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

Recent form +4.4 Katarzyna Kawa
Overall strength +2.5 Panna Udvardy
Serve & return game +2.4 Katarzyna Kawa
Overall record & opposition quality +2.3 Panna Udvardy
Head-to-head +1.9 Katarzyna Kawa

Starting from an even matchup, these factors move the model to 53% for Katarzyna Kawa. Computed with gradient-based attribution on our neural network — not editorial opinion. How to read this →

Also available in Claude. Query these predictions in plain language — our native connector lets Claude call our models on demand, no code.

Set it up

Player Metrics

Panna Udvardy

Form Index: 25.7
ELO Rating: 1559.0
Glicko2 Rating: 1630.1
Current Fatigue (minutes): 130.0
Surface Strength:
Hard: 15.1
Clay: 21.1
Grass: 12.3
Serve Rating: 95.1
Return Rating: 90.5

Katarzyna Kawa

Form Index: 26.6
ELO Rating: 1517.0
Glicko2 Rating: 1498.5
Current Fatigue (minutes): 81.0
Surface Strength:
Hard: 9.5
Clay: 18.3
Grass: 11.7
Serve Rating: 93.6
Return Rating: 86.9

Recent Matches

Panna Udvardy

  • Last Match: vs Leyre Romero Gormaz (2-1) clay Iasi 130 min
  • 2nd Last Match: vs Ekaterina Alexandrova (0-2) grass Wimbledon 120 min
  • 3rd Last Match: vs Jelena Ostapenko (1-2) grass Eastbourne 99 min
  • 4th Last Match: vs Anna Bondar (1-0) grass Eastbourne 79 min
  • 5th Last Match: vs Katie Volynets (0-2) grass Nottingham 78 min

Katarzyna Kawa

  • Last Match: vs Simona Waltert (2-0) clay Iasi 81 min
  • 2nd Last Match: vs Nikola Bartunkova (1-2) clay Madrid 117 min
  • 3rd Last Match: vs Panna Udvardy (0-2) clay Bogota 90 min
  • 4th Last Match: vs Tatjana Maria (2-0) clay Bogota 74 min
  • 5th Last Match: vs Carole Monnet (2-0) clay Bogota 46 min

Head-to-Head (Last 2 Seasons)

1
Panna Udvardy
vs
0
Katarzyna Kawa
Hard
0 - 0
Clay
1 - 0
Grass
0 - 0

Key Prediction Insights

Semifinal action in Iasi (clay) sets up a compact but intriguing clash: Panna Udvardy vs Katarzyna Kawa in a 250-level event in Romania. The model narrowly favors Katarzyna Kawa to win (52.56%) over Panna Udvardy (47.44%), with an expected total of about 27.24 games in the match — suggesting a tight two-setter or a three-set encounter with one close set.

Match Analysis

The model’s edge for Kawa is driven mainly by recent form and a serve/return interpretation that favors her in tournament conditions. Kawa’s form index (26.63) is slightly higher than Udvardy’s (25.67), and she arrives fresher after an 81-minute straight-sets quarterfinal on clay, while Udvardy has accumulated 130 minutes at this event and needed three sets in her last match. That fatigue differential (Udvardy 130 min vs Kawa 81 min) tilts the situational picture toward Kawa. Overall strength still favors Udvardy on paper — higher ranking (69 vs 119) and a superior Elo (1558.98 vs 1517.01) — and her surface strength index (21.13) and stronger mean serve and return indices (serve 95.15, return 90.49) suggest she should control rallies. Kawa’s serve and return indices (serve 93.59, return 86.88) are close but slightly lower; the model nevertheless credits Kawa on serve/return by 2.4 points, likely because of her efficient recent clay win and lower event fatigue. Over the last three matches Udvardy is 1-2 (including two grass losses), while Kawa is 1-2 with a solid straight-sets clay victory most recently; their only recent meeting listed was in Bogota where Udvardy won.

Total Games Predictions

🎾
Expected Total Games in Match 27.2 Most likely outcome: 27 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Panna Udvardy versus Katarzyna Kawa. 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 Panna Udvardy versus Katarzyna Kawa. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Panna Udvardy - Katarzyna Kawa) +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 Panna Udvardy versus Katarzyna Kawa. Positive values indicate Panna Udvardy winning more games, negative values indicate Katarzyna Kawa winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Panna Udvardy versus Katarzyna Kawa. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction is low: a predicted aces total of about 3.2 for the match, and a double faults prediction near 7.84. On slow clay, the expected aces are suppressed and double faults can rise as rallies and fatigue mount — relevant here given Udvardy’s heavier minutes. Udvardy’s slightly higher serve rating may nudge a few of those predicted aces toward her, but overall conditions and player profiles keep ace counts modest.
🎯
Expected Total Aces 3.2 Most likely: 3 aces
Expected Total Double Faults 7.8 Most likely: 7 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Panna Udvardy versus Katarzyna Kawa. 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 Panna Udvardy versus Katarzyna Kawa. 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 Panna Udvardy versus Katarzyna Kawa. 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 Panna Udvardy versus Katarzyna Kawa. 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

22.2% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Panna Udvardy's perspective)

2-0 Most likely set score (32.6%)
Probability distribution of the final set score from Panna Udvardy's perspective. Format: BO3.

Final Prediction

Katarzyna Kawa’s slight edge comes principally from recent form and fresher legs at this stage of the event. The key factor to watch is Udvardy’s accumulated fatigue versus Kawa’s efficiency on clay — it will likely decide whether power or endurance wins out.

Get Daily Tennis Predictions

Enjoyed this analysis? Subscribe to our Telegram channel and receive daily AI-driven tennis predictions directly on your phone.

Join Our Telegram Channel