MODEL PREDICTION · 2026-10-02
● HARD

A. Kalinskaya vs Q. Zheng — prediction

Beijing
✗ Missed
KALINSKAYAWIN PROBABILITYZHENG
55%
model prob.
@2.46
odds · 41% impl.
⚔H2H 1–1 Kalinskaya⏱Rest 25d vs 1d◐Hard 62%🎾Serve 60%📈Form 7/10
CONDITIONS OF THE MATCH◆ in the model◇ context
Surface◆
Hard

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

Temperature◇
22°C

Mild: neutral conditions.

Humidity◇
28%

Very dry air: the ball travels faster.

Wind◇
10 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: #22 vs #54 (better ranked)

›Head-to-head: 1-1 even

›Solid on Hard: 61% career on the surface

›Model 55% vs market 41% → the model sees it as MORE likely than the odds

›Recent form: 7/10 in recent matches

›More rested: 25d vs opponent's 1d

WATCH FOR

!Returning from a long layoff (25d) — possible rustiness

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.
@1.83
fair odds
+34.5%
expected value
BREAKDOWN · MODEL ANALYSIS

The model makes A. Kalinskaya the favorite with a 55% win probability, against Q. Zheng's 45% — a tight match, without a wide margin. Converted to odds, that probability is worth about @1.83; the offered odds are around @2.46 (a 41% implied), slightly above the market, so the model is a touch more optimistic.

Several factors explain the number: #22 vs #54 (better ranked); 1-1 even; 61% career on the surface; model 55% vs market 41% → the model sees it as more likely than the odds.

Read it with perspective. Our probability is calibrated — when the model says 55%, 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 45 out of every 100 times Zheng 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. Watch out for: Returning from a long layoff (25d) — possible rustiness. This is informational analysis, not a betting recommendation. 18+ · play responsibly.

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