Mananchaya Sawangkaew vs Aoi Ito prediction for May 31, 2026: Our Monte Carlo simulation ran 10,000 game iterations and projects Aoi Ito 0 - Mananchaya Sawangkaew 0. Aoi Ito is favored with a 52.5% win probability.
Aoi Ito
1577
Hard Elo
VS
Hard • WTA
Mananchaya Sawangkaew
1601
Hard Elo
Match Win Probability
Aoi ItoMananchaya Sawangkaew
Hard
Surface
Birmingham
Tournament
10,000
Simulations
Calibrated accuracy at this confidence: 54.3% (3,925 games)
Match Context
Tournament
Birmingham
Surface
Hard
Format
Best of 3 · WTA
Surface Elo Ratings (Hard)
Mananchaya Sawangkaew
Aoi Ito
Mananchaya Sawangkaew leads by 24 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%
Mananchaya Sawangkaew SPW
55.9%
Below tour avg
Aoi Ito SPW
56.9%
Above tour avg
● Aoi Ito has a slight serve edge (+1.0%)
Market Odds & Model Edge
Mananchaya Sawangkaew ML
-185
Model: 48%
Edge: -17.4%
Aoi Ito ML
+140
Model: 52%
Edge: +10.8%
Model Projection
Aoi Ito ML +140 · +10.8% edge
Key Matchup Factors
- Players are closely matched (24-point Elo gap)
- Hard court provides a neutral surface — favors all-court players
- Aoi Ito has the stronger serve profile on this surface
Surface Elo v1.0 · Barnett-Clarke serve model · 10,000 simulations · WTA
Edge Analysis
Moneyline
Aoi Ito 52.5%
--
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 →