Katarzyna Kawa vs Ayana Akli prediction for May 21, 2026: Our Monte Carlo simulation ran 10,000 game iterations and projects Ayana Akli 0 - Katarzyna Kawa 0. Katarzyna Kawa is favored with a 55.1% win probability.
Ayana Akli
1500
Clay Elo
VS
Clay • WTA
Katarzyna Kawa
1500
Clay Elo
Match Win Probability
Ayana AkliKatarzyna Kawa
Clay
Surface
WTA French Open
Tournament
10,000
Simulations
Calibrated accuracy at this confidence: 56.0% (2,567 games)
Match Context
Tournament
WTA French Open
Surface
Clay
Format
Best of 3 · WTA
Surface Elo Ratings (Clay)
Katarzyna Kawa
Ayana Akli
Katarzyna Kawa leads by 0 Elo points on Clay
Serve & Return Analysis
Serve Points Won % (SPW) is the single most predictive metric in tennis. WTA average on Clay: 56.5%
Katarzyna Kawa SPW
54.7%
Below tour avg
Ayana Akli SPW
55.8%
Below tour avg
● Ayana Akli has a slight serve edge (+1.1%)
Market Odds & Model Edge
Katarzyna Kawa ML
-565
Model: 55%
Edge: -29.8%
Ayana Akli ML
+431
Model: 45%
Edge: +26.0%
Model Projection
Ayana Akli ML +431 · +26.0% edge
Key Matchup Factors
- Players are closely matched (0-point Elo gap)
- Clay surface reduces serve dominance — expect more breaks of serve and longer rallies
- Ayana Akli has the stronger serve profile on this surface
Surface Elo v1.0 · Barnett-Clarke serve model · 10,000 simulations · WTA
Edge Analysis
Moneyline
Katarzyna Kawa 55.1%
--
How this prediction was generated: This page shows output from the Olympus Bets ATP/WTA Tennis Monte Carlo engine. Each game is simulated 10,000 times using real-time team data, injury reports, and current odds. Probabilities are calibrated using Bayesian methods and sized via the Kelly Criterion. Full methodology →