MODEL PREDICTION · 2026-08-10
HARD

I. Swiatek vs D. Shnaiderprediction

Toronto
✓ Correct
SWIATEKWIN PROBABILITYSHNAIDER
59%
model prob.
@1.35
odds · 74% impl.
H2H 1–0 SwiatekHard 75%🎾Serve 59%📈Form 7/10 · 3✓
CONDITIONS OF THE MATCHin the modelcontext
Surface
Hard

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

Temperature
26°C

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

Humidity
78%

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

Wind
13 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: #8 vs #17 (better ranked)

Head-to-head: 1-0 in favor

Solid on Hard: 78% career on the surface

Model 59% vs market 74% → the model sees it as less likely than the odds

Recent form: 7/10 in recent matches

On a streak: 3 wins in a row

Match-sharp: 3 matches in the last 2 weeks

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.
@1.68
fair odds
−19.8%
expected value
BREAKDOWN · MODEL ANALYSIS

The model makes I. Swiatek the favorite with a 59% win probability, against D. Shnaider's 41% — a tight match, without a wide margin. Converted to odds, that probability is worth about @1.68; the offered odds are around @1.35 (a 74% implied), slightly below the market, so the model is a touch more cautious.

Several factors explain the number: #8 vs #17 (better ranked); 1-0 in favor; 78% career on the surface; model 59% vs market 74% → the model sees it as less likely than the odds.

Read it with perspective. Our probability is calibrated — when the model says 59%, 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 41 out of every 100 times Shnaider 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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