Celine Naef vs Mary Stoiana prediction for June 4, 2026: Our Monte Carlo simulation ran 10,000 game iterations and projects Mary Stoiana 0 - Celine Naef 0. Mary Stoiana is favored with a 50.6% win probability.
Mary Stoiana
1500
Hard Elo
VS
Hard • WTA
Celine Naef
1500
Hard Elo
Match Win Probability
Mary StoianaCeline Naef
Hard
Surface
Birmingham
Tournament
10,000
Simulations
Calibrated accuracy at this confidence: 55.7% (4,286 games)
Match Context
Tournament
Birmingham
Surface
Hard
Format
Best of 3 · WTA
Surface Elo Ratings (Hard)
Celine Naef
Mary Stoiana
Celine Naef leads by 0 Elo points on Hard
Serve & Return Analysis
Serve Points Won % (SPW) is the single most predictive metric in tennis. WTA average on Hard: 56.5%
Celine Naef SPW
57.5%
Above tour avg
Mary Stoiana SPW
57.0%
Above tour avg
● Serve statistics are nearly identical — expect a close match
Market Odds & Model Edge
Celine Naef ML
-205
Model: 49%
Edge: -17.8%
Mary Stoiana ML
+155
Model: 51%
Edge: +11.4%
Model Projection
Mary Stoiana ML +155 · +11.4% edge
Key Matchup Factors
- Players are closely matched (0-point Elo gap)
- Hard court provides a neutral surface — favors all-court players
- Celine Naef has the stronger serve profile on this surface
Surface Elo v1.0 · Barnett-Clarke serve model · 10,000 simulations · WTA
Edge Analysis
Moneyline
Mary Stoiana 50.6%
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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. Probabilities are calibrated using Bayesian methods and sized via the Kelly Criterion. Full methodology →