Monte Carlo Engine

WTA Tournament Simulations

For every live WTA tournament we simulate the entire remaining bracket 20,000 times on our Elo & Glicko-2 player ratings. Completed matches are locked in, every match still to play is sampled from its win probability: what comes out is each player's chance of reaching every round and lifting the trophy.

Updated Aug 21, 08:36 20,000 simulations / draw Calibrated probabilities How it works Past title races

Cincinnati 2026

WTA 1000 hard Quarterfinals in play
20,000 simulations
draw updated Aug 21, 08:30
6 players still in the running
Iga SwiatekSwiatek 43.1% title chance
Jessica PegulaPegula 25.1% title chance
Coco GauffGauff 17.2% title chance

Title race

how the forecast moved · daily runs Aug 13 to Aug 21

Coloured lines: players who entered the daily top 5 of title probability at least once. A line ending in ✕ is an elimination. Grey lines are the best of the rest. Tap a player to isolate their line.

Data table: title probability by day
Player Aug 13Aug 14Aug 15Aug 16Aug 17Aug 18Aug 19Aug 20Aug 21
Iga Swiatek 8.2% 8.2% 9.0% 15.6% 19.9% 20.1% 20.3% 30.1% 43.1%
Jessica Pegula 9.7% 9.6% 6.9% 9.6% 7.2% 8.7% 7.0% 13.2% 25.1%
Coco Gauff 7.8% 7.9% 8.0% 7.5% 8.9% 8.8% 8.9% 22.6% 17.2%
Marta Kostyuk 1.7% 1.8% 1.9% 2.1% 2.1% 2.1% 1.8% 6.5% 7.8%
Madison Keys 0.7% 0.8% 0.7% 0.9% 0.7% 0.9% 1.6% 6.8% 5.6%
Aryna Sabalenka 48.9% 50.0% 50.9% 40.2% 41.8% 37.9% 45.6% out -
Elena Rybakina 10.6% 10.2% 11.4% 11.5% 8.4% 11.0% 7.5% 12.7% out
Amanda Anisimova 2.0% 2.1% 1.9% 2.6% 2.7% 2.9% 2.6% 7.2% out
Projected draw our pick to lift the trophy: Swiatek

Each box is the player most likely to reach that round from that part of the draw, with the chance they get there. Orange traces our projected champion's path. Solid boxes are already decided. swipe to follow the draw to the title

R16
1 Sabalenka
Bejlek
20 Keys
Wang
4 Gauff
22 Bouzkova
10 Kostyuk
5 Andreeva
6 Noskova
9 Anisimova
15 Cirstea
3 Pegula
7 Swiatek
Parry
14 Shnaider
2 Rybakina
QF
Bejlek
20 Keys
4 Gauff
10 Kostyuk
9 Anisimova
3 Pegula
7 Swiatek
2 Rybakina
SF
20 Keys 60.5%
or Bejlek 39.5%
4 Gauff 53.4%
or Kostyuk 46.6%
3 Pegula
7 Swiatek
F
4 Gauff 40.2%
or Kostyuk 28.1%
7 Swiatek 60.4%
or Pegula 39.6%
Champion
7 Swiatek 43.1%
or Pegula 25.1%
R64 R32 R16 QF SF F 60.4% Title 43.1% E[wins] 6.04 Elo 2117 Seed 7 Country POL
R64 R32 R16 QF SF F 39.6% Title 25.1% E[wins] 5.65 Elo 2020 Seed 3 Country USA
R64 R32 R16 QF SF 53.4% F 40.2% Title 17.2% E[wins] 5.11 Elo 2018 Seed 4 Country USA
R64 R32 R16 QF SF 46.6% F 28.1% Title 7.8% E[wins] 4.83 Elo 2044 Seed 10 Country UKR
R64 R32 R16 QF SF 60.5% F 23.2% Title 5.6% E[wins] 4.89 Elo 1911 Seed 20 Country USA
R64 R32 R16 QF SF 39.5% F 8.5% Title 1.2% E[wins] 4.49 Elo 1764 Country CZE
Eliminated (90)
Amanda Anisimova · out in QF Elena Rybakina · out in QF Aryna Sabalenka · out in R16 Diana Shnaider · out in R16 Diane Parry · out in R16 Linda Noskova · out in R16 Marie Bouzkova · out in R16 Mirra Andreeva · out in R16 Sorana Cirstea · out in R16 Xiyu Wang · out in R16 Alexandra Eala · out in R32 Ann Li · out in R32 Anna Kalinskaya · out in R32 Clara Tauson · out in R32 Ekaterina Alexandrova · out in R32 Elina Svitolina · out in R32 Emma Navarro · out in R32 Iva Jovic · out in R32 Janice Tjen · out in R32 Katerina Siniakova · out in R32 Lois Boisson · out in R32 Magdalena Frech · out in R32 Maja Chwalinska · out in R32 Maria Sakkari · out in R32 Sloane Stephens · out in R32 Xinyu Wang · out in R32 Anastasia Potapova · out in R64 Anhelina Kalinina · out in R64 Anna Blinkova · out in R64 Barbora Krejcikova · out in R64 Belinda Bencic · out in R64 Caty McNally · out in R64 Cristina Bucsa · out in R64 Daria Snigur · out in R64 Donna Vekic · out in R64 Elena-Gabriela Ruse · out in R64 Elise Mertens · out in R64 Emiliana Arango · out in R64 Jelena Ostapenko · out in R64 Jessica Bouzas Maneiro · out in R64 Kamilla Rakhimova · out in R64 Katie Boulter · out in R64 Leylah Fernandez · out in R64 Liudmila Samsonova · out in R64 Lucrezia Stefanini · out in R64 Nikola Bartunkova · out in R64 Oleksandra Oliynykova · out in R64 Peyton Stearns · out in R64 Shuai Zhang · out in R64 Simona Waltert · out in R64 Sofia Kenin · out in R64 Talia Gibson · out in R64 Tamara Korpatsch · out in R64 Tatjana Maria · out in R64 Taylor Townsend · out in R64 Tereza Valentova · out in R64 Viktorija Golubic · out in R64 Zeynep Sonmez · out in R64 Alina Charaeva · out in R128 Alycia Parks · out in R128 Anna Bondar · out in R128 Antonia Ruzic · out in R128 Ashlyn Krueger · out in R128 Camila Osorio · out in R128 Caroline Dolehide · out in R128 Daria Kasatkina · out in R128 Darja Vidmanova · out in R128 Dayana Yastremska · out in R128 Elisabetta Cocciaretto · out in R128 Elvina Kalieva · out in R128 Eva Lys · out in R128 Hanne Vandewinkel · out in R128 Harriet Dart · out in R128 Karolina Pliskova · out in R128 Katie Volynets · out in R128 Kayla Day · out in R128 Kimberly Birrell · out in R128 Lilli Tagger · out in R128 Magda Linette · out in R128 Mananchaya Sawangkaew · out in R128 Maria Timofeeva · out in R128 Mary Stoiana · out in R128 Maya Joint · out in R128 McCartney Kessler · out in R128 Panna Udvardy · out in R128 Petra Marcinko · out in R128 Sinja Kraus · out in R128 Venus Williams · out in R128 Yulia Putintseva · out in R128 Yuliia Starodubtseva · out in R128
Elo + Glicko-2 rating model · per-simulation skill uncertainty sampling · played results locked in · qualifiers priced with field-average ratings

How the simulations work

Where do these probabilities come from?

Every player carries Elo, Glicko-2 and surface-specific strength ratings rebuilt from 25,000+ WTA matches. A calibrated model turns any rating gap into a match win probability, and we then play out the entire remaining bracket 20,000 times, sampling every not-yet-played match from its probability. A player's title chance is simply the share of those 20,000 tournaments she wins.

Why simulate instead of just picking the favourite?

Because the draw matters. Two equally strong players can have very different title chances if one has byes and qualifiers ahead while the other faces seeds from the second round. Simulation prices the whole path (including the matches your rivals might lose for you), which a single head-to-head number can't capture.

When do the forecasts update?

On every daily prediction run while a tournament is live: finished matches are locked in, ratings refresh, and the remaining bracket is re-simulated, so the odds sharpen round by round until the final.

1 · Rate

Every player carries continuously updated Elo, Glicko-2 and surface-specific strength ratings, rebuilt from 25,000+ WTA matches since 2016.

2 · Simulate

The remaining bracket is played out 20,000 times. Each hypothetical match is sampled from the rating model's win probability. Rating uncertainty is resampled per simulation so volatile players get honest long shots.

3 · Verify

Our probabilities are built to be calibrated: when the model says a player has a 40% chance of reaching a round, it should happen about 40% of the time. Audit our models on model transparency.

Reuse this data · CC BY 4.0

The WTA tournament title odds dataset is free to reuse, including commercially, under CC BY 4.0. Attribution with a link is the only requirement. Copy-paste credit:

Data: <a href="https://www.predixsport.com/wta_tennis_tournament_simulations">WTA tournament title odds by Predixsport</a> (CC BY 4.0)

Or embed the live, self-updating widget (the credit link is built in):

<iframe src="https://www.predixsport.com/embed/bracket/wta"
        style="width:100%;min-width:320px;height:660px;border:0;border-radius:10px" loading="lazy"
        title="WTA tournament title odds · Predixsport"></iframe>
<a href="https://www.predixsport.com/wta_tennis_tournament_simulations">WTA tournament title odds by Predixsport</a>
Preview widget All widgets

The widget always shows the live tournament: right now that's Cincinnati. When several tournaments run at once, pin the one you want by appending ?t=<tournament> to the iframe URL (e.g. ?t=cincinnati).