MODEL PREDICTION · 2026-08-05
HARD

A. Li vs K. Crossprediction

Toronto
✓ Correct
LIWIN PROBABILITYCROSS
81%
model prob.
@1.32
odds · 76% impl.
Rest 8d vs 2dHard 50%🎾Serve 57%📈Form 4/10 · 2✗
CONDITIONS OF THE MATCHin the modelcontext
Surface
Hard

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

Temperature
28°C

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

Humidity
44%

Dry air: the ball travels normally.

Wind
12 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: #31 vs #262 (better ranked)

Recent form: 4/10 in recent matches

Model 81% vs market 76% → the model sees it as MORE likely than the odds

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.
@1.23
fair odds
+7.3%
expected value
BREAKDOWN · MODEL ANALYSIS

The model makes A. Li the favorite with a 81% win probability, against K. Cross's 19% — a conviction read: the model sees the match clearly leaning one way. Converted to odds, that probability is worth about @1.23; the offered odds are around @1.32 (a 76% implied), slightly above the market, so the model is a touch more optimistic.

Several factors explain the number: #31 vs #262 (better ranked); 4/10 in recent matches; model 81% vs market 76% → the model sees it as more likely than the odds.

Read it with perspective. Our probability is calibrated — when the model says 81%, 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 19 out of every 100 times Cross 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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