MODEL PREDICTION · 2026-09-21
● HARD

A. Parks vs M. Yamaguchi — prediction

Singapore
✓ Correct
PARKSWIN PROBABILITYYAMAGUCHI
63%
model prob.
@1.22
odds · 82% impl.
⏱Rest 6d vs 1d◐Hard 44%🎾Serve 56%📈Form 4/10
CONDITIONS OF THE MATCH◆ in the model◇ context
Surface◆
Hard

Consistent bounce, medium-fast: neutral conditions, no style favored.

Temperature◇
29°C

Warm: the ball flies a little more and fitness counts.

Humidity◇
81%

Very humid air: the ball gets heavy and points stretch out.

Wind◇
6 km/h

Light wind: no noticeable effect.

Surface feeds the model (surface specialization is one of its factors). Weather and altitude are context we publish for you — they do NOT move the probability.

OUR MODEL'S REASONING

›Ranking: #70 vs #259 (better ranked)

›Model 63% vs market 82% → the model sees it as less likely than the odds

›Recent form: 4/10 in recent matches

›More rested: 6d vs opponent's 1d

Calibrated model probability (~64% out-of-sample accuracy, validated specifically on WTA). Not a guarantee: the model ≈ the market on average, so the odds already capture almost all the edge. 18+ · gamble responsibly.
@1.59
fair odds
−23.5%
expected value
BREAKDOWN · MODEL ANALYSIS

The model makes A. Parks the favorite with a 63% win probability, against M. Yamaguchi's 37% — a solid favorite, though Yamaguchi keeps real chances. Converted to odds, that probability is worth about @1.59; the offered odds are around @1.22 (a 82% implied), slightly below the market, so the model is a touch more cautious.

Several factors explain the number: #70 vs #259 (better ranked); model 63% vs market 82% → the model sees it as less likely than the odds; 4/10 in recent matches; 6d vs opponent's 1d.

Read it with perspective. Our probability is calibrated — when the model says 63%, that outcome happens roughly that percentage of the time, with ~64% out-of-sample accuracy — but being the favorite is not being the winner: roughly 37 out of every 100 times Yamaguchi wins. The model also tends to agree with the market, so the odds already capture almost all the edge: don't take it as a sure value. This is informational analysis, not a betting recommendation. 18+ · play responsibly.

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