MODEL PREDICTION · 2026-07-15

A. Li vs A. Korneeva — prediction

Athens (Greece) - Qualification
✗ Missed
LIWIN PROBABILITYKORNEEVA
64%
model prob.
@2.18
odds · 46% impl.
🎾Serve 60%📈Form 5/10
THE MODEL'S REASONING

›Ranking: #29 vs #98 (better ranked)

›Recent form: 5/10 in recent matches

›Model 64% vs market 46% → the model sees it as MORE likely than the odds

WATCH FOR

!Coming off 3 losses in a row

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.
@1.56
fair odds
+40.0%
expected value
HOW EACH FACTOR MATTERS
Level (Elo/ranking)▸ Li●●●
Li's #29 rank and 1650 Elo beat Korneeva's #98/1613; 51% baseline confirms edge despite Korneeva's faster ranking rise.
Form▸ Korneeva●●
Korneeva's 8-2 last-10 record easily outpaces Li's 5-5, giving the underdog clear momentum entering this match.
Serve/return▸ Korneeva●●
Korneeva's 49% return offsets Li's 60% serve, while her own 57% serve exploits Li's weak 43% return.
Rest= Even●
Both players had 1 day rest and 1 match in the last 14 days—no scheduling edge either way.
RANKING GAP

Li's ranking (#29) is markedly higher than Korneeva's (#98), and her Elo rating (1650) also outpaces Korneeva's (1613). The model's baseline win rate of 51% for Li reflects this overall quality gap.

Ranking trend data shows Korneeva has climbed 24 spots recently versus Li's 1-spot move, hinting she may be trending upward, but the current level gap still tilts toward Li.

FORM MOMENTUM

Over the last 10 matches, Korneeva has won 8 (WWWWLWWWLW) compared to Li's 5 (WLWLWWLLLW). This recent-form edge suggests sharper match rhythm for the underdog heading into this qualifying round.

Li did close her run with a win, but the volume of recent victories favors Korneeva, a tangible discrepancy this ranking gap alone doesn't erase.

SERVE VS RETURN

Li's serve is the stronger number in isolation (60% points won vs Korneeva's 57%), but Korneeva's return game (49%) is unusually strong, well above Li's own return output (43%).

That means Korneeva projects to make more inroads on Li's serve than Li does on hers, a dynamic that could tighten service games and shift value toward return points for the underdog.

RECENT SKID

Within Li's WLWLWWLLLW sequence sits a stretch of three straight losses before she snapped it with a win. That kind of skid signals some recent vulnerability the ranking and Elo numbers don't fully capture.

VALUE CHECK

The model rates Li a 64% favorite versus the market's 50% implied probability at 1.99 odds, producing a nominal +27.8% expected value. That is a meaningful gap on paper.

Still, this should be read cautiously: Korneeva's superior recent form (8-2 vs 5-5) and stronger return number (49% vs 43%) are real counterweights not obviously priced into the model's edge. Treat this as a modest, data-supported lean rather than a guaranteed value play - being the model's favorite is not the same as being the safer bet.

Impact and analysis from real match data (Elo, form, head-to-head, rest, surface vs baseline, weather, altitude). The model ≈ the market on average; the odds already capture almost all the edge. 18+ · gamble responsibly.

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