ATP/WTA Tennis

Emily Appleton vs Harmony Tan Prediction

June 8, 2026

10,000 Monte Carlo simulations

Emily Appleton vs Harmony Tan prediction for June 8, 2026: Our Monte Carlo simulation ran 10,000 game iterations and projects Harmony Tan 0 - Emily Appleton 0. Emily Appleton is favored with a 58.5% win probability.

Harmony Tan
1456
Hard Elo
VS Hard • WTA
Emily Appleton
1469
Hard Elo
Match Win Probability
41.5%
58.5%
Harmony TanEmily Appleton
Hard
Surface
WTA 125k Ilkley
Tournament
10,000
Simulations
FINALHarmony Tan def Emily Appleton (2–0)
Calibrated accuracy at this confidence: 58.6% (4,823 games)

Match Context

Tournament
WTA 125k Ilkley
Surface
Hard
Format
Best of 3 · WTA

Surface Elo Ratings (Hard)

Emily Appleton
1469
Harmony Tan
1456
Emily Appleton leads by 13 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%

Emily Appleton SPW
61.4%
Above tour avg
Harmony Tan SPW
55.9%
Below tour avg
● Emily Appleton has a significant serve advantage (+5.5%)

Market Odds & Model Edge

Emily Appleton ML
+233
Model: 58%
Edge: +28.4%
Harmony Tan ML
-289
Model: 42%
Edge: -32.8%
Model Projection
Emily Appleton ML +233 · +28.4% edge

Key Matchup Factors

Surface Elo v1.0 · Barnett-Clarke serve model · 10,000 simulations · WTA

Edge Analysis

Moneyline
Emily Appleton 58.5%
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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 →

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