MODEL PREDICTION · 2026-08-05
HARD

B. Bencic vs S. Stephensprediction

Toronto
✓ Correct
BENCICWIN PROBABILITYSTEPHENS
86%
model prob.
@1.14
odds · 88% impl.
Hard 69%🎾Serve 63%
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: #11 vs #320 (better ranked)

Recent form: 7/10 in recent matches

Head-to-head: 0-1 against

Solid on Hard: 66% career on the surface

More rested: 31d vs opponent's 5d

WATCH FOR

!Returning from a long layoff (31d) — possible rustiness

!Unfavorable head-to-head record (0-1)

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.
@1.16
fair odds
−1.9%
expected value
BREAKDOWN · MODEL ANALYSIS

The model makes B. Bencic the favorite with a 86% win probability, against S. Stephens's 14% — a conviction read: the model sees the match clearly leaning one way. Converted to odds, that probability is worth about @1.16; the offered odds are around @1.14 (a 88% implied), virtually the same as what the market prices in.

Several factors explain the number: #11 vs #320 (better ranked); 7/10 in recent matches; 0-1 against; 66% career on the surface.

Read it with perspective. Our probability is calibrated — when the model says 86%, 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 14 out of every 100 times Stephens 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 (31d) — possible rustiness; Unfavorable head-to-head record (0-1). This is informational analysis, not a betting recommendation. 18+ · play responsibly.

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