WTA aces per match and aces allowed

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PickFinder Team•Updated:

For tennis aces props, read both players. Qinwen Zheng hits the most aces on the WTA tour at 8.2 per match, against an average of 2.7. Sofia Kenin gets aced the most, 8.2 per match and 0.73 per return game, while Marta Kostyuk gets aced the least at 0.06 per return game. Reading both sides predicted the last 12 weeks of aces better than the server alone, with a correlation of 0.61 instead of 0.55.

WTA aces per match
2.7
Most aces: Qinwen Zheng
8.2
Most allowed per return game: Sofia Kenin
0.73
Fewest allowed per return game: Marta Kostyuk
0.06

Tour level only: WTA events, the Grand Slams and the Finals. Challenger and WTA 125 matches have their own view, because mixing them would flatter anyone who plays down a level. Minimum 20 finished matches in the last 52 weeks.

Does the returner really change the ace count?

Aces allowed: first 26 weeks vs last 26 (correlation)
0.71
Aces hit: first 26 weeks vs last 26 (correlation)
0.86
Predicting aces from the server alone, last 12 weeks
0.55
Server and returner together, last 12 weeks
0.61

Yes. Aces allowed repeat from one half of the year to the next, and reading both sides predicted the last 12 weeks of aces with an average miss of 1.71 aces, against 1.78 from the server alone, over 1,417 player matches. Rates came only from matches before those weeks.

What the returner does to the top WTA servers

Estimated aces over an average 10.8 service games: the server's rate, times the returner's index, times service games. The index is pulled toward 100 first, because only part of it repeats (correlation 0.71). A rough read for sizing an ace line, not a prediction.

Estimated aces for top WTA servers against the biggest ace magnet, an average returner and the biggest ace wall
Qinwen ZhengWorld No. 2117.57.53.5
Linda NoskovaWorld No. 815.76.73.1
Clara TausonWorld No. 5814.76.32.9
Elena RybakinaWorld No. 114.76.32.9
Naomi OsakaWorld No. 1614.05.92.8
Alycia ParksWorld No. 5914.05.92.8
Robin MontgomeryWorld No. 15113.75.82.7
Rebeka MasarovaWorld No. 15712.25.22.4
Hailey BaptisteWorld No. 4511.75.02.3
Ann LiWorld No. 3111.75.02.3

Aces hit against aces allowed

-0.040.150.350.550.740.010.200.400.590.78Few aces, aced oftenBig serve, aced oftenFew aces, rarely acedBig serve, rarely acedZheng: 0.69, 0.29ZhengNoskova: 0.62, 0.52NoskovaTauson: 0.58, 0.35TausonRybakina: 0.58, 0.29RybakinaNaomi Osaka: 0.55, 0.28Alycia Parks: 0.55, 0.13Robin Montgomery: 0.54, 0.25Rebeka Masarova: 0.48, 0.12Hailey Baptiste: 0.46, 0.19Ann Li: 0.46, 0.24Aryna Sabalenka: 0.48, 0.42Gibson: 0.46, 0.50GibsonKayla Day: 0.47, 0.20Ashlyn Krueger: 0.44, 0.19Taylor Townsend: 0.42, 0.24Rebecca Sramkova: 0.44, 0.35Dalma Galfi: 0.45, 0.20Tatjana Maria: 0.46, 0.21Nikola Bartunkova: 0.40, 0.24Ekaterina Alexandrova: 0.40, 0.35Lilli Tagger: 0.40, 0.23Barbora Krejcikova: 0.40, 0.34Madison Keys: 0.39, 0.17Jelena Ostapenko: 0.39, 0.39Emma Navarro: 0.37, 0.28Paula Badosa: 0.38, 0.19Janice Tjen: 0.39, 0.32Victoria Mboko: 0.37, 0.23Sorana Cirstea: 0.39, 0.18Diane Parry: 0.39, 0.29Jessica Pegula: 0.37, 0.34Elise Mertens: 0.40, 0.22Peyton Stearns: 0.37, 0.40Magda Linette: 0.37, 0.20Bianca Andreescu: 0.37, 0.24Kostyuk: 0.37, 0.06KostyukElvina Kalieva: 0.35, 0.26Lanlana Tararudee: 0.34, 0.21Karolina Pliskova: 0.35, 0.31Darja Vidmanova: 0.34, 0.22Anna Bondar: 0.32, 0.22Karolina Muchova: 0.35, 0.27Amanda Anisimova: 0.33, 0.28Polina Kudermetova: 0.31, 0.32Claire Liu: 0.33, 0.20Elina Svitolina: 0.32, 0.19Elena-Gabriela Ruse: 0.33, 0.19Donna Vekic: 0.31, 0.28Alina Charaeva: 0.29, 0.24Xinyu Wang: 0.32, 0.24Kaitlin Quevedo: 0.31, 0.25Mirra Andreeva: 0.30, 0.19Elsa Jacquemot: 0.30, 0.22Leolia Jeanjean: 0.28, 0.22Linda Fruhvirtova: 0.28, 0.16Jaqueline Cristian: 0.27, 0.23Liudmila Samsonova: 0.25, 0.32Magdalena Frech: 0.27, 0.23Maria Sakkari: 0.29, 0.23Coco Gauff: 0.25, 0.17Panna Udvardy: 0.28, 0.27Priscilla Hon: 0.26, 0.19Aliaksandra Sasnovich: 0.27, 0.25Anastasia Potapova: 0.24, 0.19Harriet Dart: 0.23, 0.22Petra Marcinko: 0.24, 0.19Leylah Fernandez: 0.24, 0.22Moyuka Uchijima: 0.24, 0.23Tereza Valentova: 0.23, 0.20Yue Yuan: 0.21, 0.28Tatiana Prozorova: 0.20, 0.18Dayana Yastremska: 0.20, 0.24Ella Seidel: 0.22, 0.39Simona Waltert: 0.22, 0.16Iva Jović: 0.22, 0.25Anna Kalinskaya: 0.21, 0.31Solana Sierra: 0.22, 0.23Storm Hunter: 0.21, 0.35Varvara Lepchenko: 0.20, 0.15Katarzyna Kawa: 0.21, 0.16Maria Timofeeva: 0.21, 0.12Korneeva: 0.22, 0.09KorneevaMaya Joint: 0.17, 0.19McCartney Kessler: 0.20, 0.18Oksana Selekhmeteva: 0.18, 0.16Sinja Kraus: 0.19, 0.28Katie Boulter: 0.19, 0.33Daria Kasatkina: 0.18, 0.26Ajla Tomljanovic: 0.17, 0.30Sonay Kartal: 0.18, 0.19Kimberly Birrell: 0.17, 0.36Belinda Bencic: 0.18, 0.33Himeno Sakatsume: 0.18, 0.16Elena Pridankina: 0.19, 0.27Iga Swiatek: 0.18, 0.20Zhang: 0.17, 0.50ZhangDarja Semenistaja: 0.17, 0.24Taylah Preston: 0.16, 0.39Emerson Jones: 0.16, 0.34Suzan Lamens: 0.16, 0.20Mananchaya Sawangkaew: 0.17, 0.32Kamilla Rakhimova: 0.15, 0.42Marie Bouzkova: 0.16, 0.20Katerina Siniakova: 0.16, 0.23Kenin: 0.15, 0.73KeninElisabetta Cocciaretto: 0.15, 0.23Maddison Inglis: 0.15, 0.37Tamara Zidansek: 0.14, 0.22Yulia Starodubtseva: 0.15, 0.23Alexandra Eala: 0.13, 0.37Katie Volynets: 0.13, 0.22Antonia Ruzic: 0.13, 0.36Anna Blinkova: 0.14, 0.24Mary Stoiana: 0.13, 0.20Nao Hibino: 0.15, 0.35Laura Siegemund: 0.12, 0.21Diana Shnaider: 0.13, 0.27Camila Osorio: 0.13, 0.21Victoria Jimenez Kasintseva: 0.12, 0.16Viktoriya Tomova: 0.14, 0.27Catherine McNally: 0.12, 0.19Yulia Putintseva: 0.12, 0.21Daria Snigur: 0.13, 0.36Anhelina Kalinina: 0.12, 0.33Jasmine Paolini: 0.12, 0.28Sloane Stephens: 0.13, 0.23Tamara Korpatsch: 0.12, 0.12Iryna Shymanovich: 0.12, 0.22Bejlek: 0.12, 0.09BejlekJessica Bouzas Maneiro: 0.12, 0.20Dominika Salkova: 0.12, 0.22Zeynep Sonmez: 0.10, 0.31Viktorija Golubic: 0.10, 0.27Cristina Bucsa: 0.10, 0.24Emiliana Arango: 0.10, 0.15Anastasia Zakharova: 0.09, 0.40Aoi Ito: 0.09, 0.13Maja Chwalinska: 0.08, 0.21Oleksandra Oliynykova: 0.08, 0.10Eva Lys: 0.07, 0.39Mai Hontama: 0.06, 0.31Marina Bassols Ribera: 0.07, 0.44Mayar Sherif: 0.05, 0.12Renata Zarazua: 0.04, 0.35Lucrezia Stefanini: 0.03, 0.14Elina Avanesyan: 0.01, 0.14Aces hit per service gameAces allowed per return game
WTA aces hit and allowed per game, last 52 weeks, 146 players. Dashed lines mark the average of the players shown.

WTA aces hit and allowed, sorted by aces per match

WTA aces hit and aces allowed by player, last 52 weeks
1Qinwen ZhengWorld No. 218.20.692753.50.2911738
2Linda NoskovaWorld No. 86.90.622495.60.5220750
3Clara TausonWorld No. 586.70.582324.10.3514135
4Elena RybakinaWorld No. 16.60.582313.30.2911768
5Naomi OsakaWorld No. 166.20.552213.00.2811240
6Alycia ParksWorld No. 596.00.552201.40.135262
7Robin MontgomeryWorld No. 1515.80.542152.80.2510124
8Rebeka MasarovaWorld No. 1575.70.481901.40.124829
9Hailey BaptisteWorld No. 455.60.461822.30.197529
10Ann LiWorld No. 315.30.461842.80.249555
11Aryna SabalenkaWorld No. 25.10.481914.40.4216762
12Talia GibsonWorld No. 365.00.461825.40.5020247
13Kayla DayWorld No. 1215.00.471882.20.208026
14Ashlyn KruegerWorld No. 414.70.441782.00.197843
15Taylor TownsendWorld No. 884.70.421702.70.249735
16Rebecca SramkovaWorld No. 1464.70.441753.80.3514034
17Dalma GalfiWorld No. 1554.70.451782.20.208226
18Tatjana MariaWorld No. 664.60.461852.10.218545
19Nikola BartunkovaWorld No. 294.50.401592.70.249653
20Ekaterina AlexandrovaWorld No. 324.50.401604.00.3514247
21Lilli TaggerWorld No. 534.40.401602.60.239243
22Barbora KrejcikovaWorld No. 484.40.401583.70.3413628
23Madison KeysWorld No. 244.30.391541.90.176945
24Jelena OstapenkoWorld No. 254.30.391574.30.3915445
25Emma NavarroWorld No. 284.30.371483.20.2811242
26Paula BadosaWorld No. 574.30.381512.10.197540
27Janice TjenWorld No. 754.20.391583.40.3212744
28Victoria MbokoWorld No. 204.20.371492.50.239031
29Sorana CirsteaWorld No. 154.10.391541.90.187254
30Diane ParryWorld No. 344.10.391563.00.2911647
31Jessica PegulaWorld No. 54.00.371473.80.3413766
32Elise MertensWorld No. 144.00.401592.20.228853
33Peyton StearnsWorld No. 374.00.371464.30.4015947
34Magda LinetteWorld No. 684.00.371462.20.208244
35Bianca AndreescuWorld No. 1094.00.371472.60.249721
36Marta KostyukWorld No. 103.90.371470.70.062546
37Elvina KalievaWorld No. 1203.90.351402.90.2610434
38Lanlana TararudeeWorld No. 633.90.341382.30.218533
39Karolina PliskovaWorld No. 513.80.351393.40.3112432
40Darja VidmanovaWorld No. 943.80.341342.40.228729
41Anna BondarWorld No. 743.70.321282.60.228858
42Karolina MuchovaWorld No. 73.70.351392.90.2710951
43Amanda AnisimovaWorld No. 223.60.331313.00.2811235
44Polina KudermetovaWorld No. 933.60.311243.60.3212934
45Claire LiuWorld No. 1023.60.331322.10.208030
46Elina SvitolinaWorld No. 63.50.321272.10.197560
47Elena-Gabriela RuseWorld No. 603.50.331332.10.197745
48Donna VekicWorld No. 393.50.311233.10.2811037
49Alina CharaevaWorld No. 823.40.291152.90.249633
50Xinyu WangWorld No. 383.30.321272.50.249647
51Kaitlin QuevedoWorld No. 713.30.311252.60.259931
52Mirra AndreevaWorld No. 33.20.301212.00.197466
53Elsa JacquemotWorld No. 1303.20.301212.40.228932
54Leolia JeanjeanWorld No. 913.20.281102.40.228626
55Linda FruhvirtovaWorld No. 1673.10.281111.70.166336
56Jaqueline CristianWorld No. 793.10.271092.60.239132
57Liudmila SamsonovaWorld No. 403.00.251023.80.3212647
58Magdalena FrechWorld No. 503.00.271072.60.239246
59Maria SakkariWorld No. 303.00.291142.50.239446
60Coco GauffWorld No. 42.90.251011.90.176759
61Panna UdvardyWorld No. 862.90.281112.80.2710843
62Priscilla HonWorld No. 2922.90.261042.20.197720
63Aliaksandra SasnovichWorld No. 1012.80.271092.60.2510059
64Anastasia PotapovaWorld No. 272.70.24942.10.197547
65Harriet DartWorld No. 842.70.23912.70.228934
66Petra MarcinkoWorld No. 872.70.24942.10.197632
67Leylah FernandezWorld No. 182.60.24952.40.228957
68Moyuka UchijimaWorld No. 1232.60.24942.50.239126
69Tereza ValentovaWorld No. 852.50.23932.30.208138
70Yue YuanWorld No. 1682.50.21863.20.2811134
71Tatiana ProzorovaWorld No. 1242.50.20792.30.187320
72Dayana YastremskaWorld No. 992.40.20812.70.249441
73Ella SeidelWorld No. 2302.40.22894.20.3915529
74Simona WaltertWorld No. 1332.40.22881.80.166328
75Iva JovićWorld No. 132.30.22872.60.259962
76Anna KalinskayaWorld No. 262.30.21843.40.3112443
77Solana SierraWorld No. 1042.30.22882.50.239433
78Storm HunterWorld No. 1612.30.21853.80.3514230
79Varvara LepchenkoWorld No. 1992.30.20801.70.156126
80Katarzyna KawaWorld No. 1152.30.21831.80.166423
81Maria TimofeevaWorld No. 702.20.21851.30.124833
82Alina KorneevaWorld No. 762.20.22860.90.093528
83Maya JointWorld No. 902.10.17692.30.197742
84McCartney KesslerWorld No. 1102.10.20821.90.187134
85Oksana SelekhmetevaWorld No. 1222.10.18721.90.166530
86Sinja KrausWorld No. 922.00.19763.00.2811443
87Katie BoulterWorld No. 492.00.19763.60.3313143
88Daria KasatkinaWorld No. 732.00.18732.90.2610242
89Ajla TomljanovicWorld No. 1432.00.17673.50.3011928
90Sonay KartalWorld No. 522.00.18731.90.197426
91Kimberly BirrellWorld No. 461.90.17684.00.3614451
92Belinda BencicWorld No. 191.90.18733.50.3313135
93Himeno SakatsumeWorld No. 1291.90.18711.70.166428
94Elena PridankinaWorld No. 2061.90.19742.70.2711023
95Iga SwiatekWorld No. 91.80.18712.00.207953
96Shuai ZhangWorld No. 951.80.17685.50.5020247
97Darja SemenistajaWorld No. 1731.80.17692.40.249527
98Taylah PrestonWorld No. 831.80.16654.20.3915424
99Emerson JonesWorld No. 1321.80.16653.60.3413621
100Suzan LamensWorld No. 1891.80.16622.40.208021
101Mananchaya SawangkaewWorld No. 771.80.17683.50.3212921
102Kamilla RakhimovaWorld No. 441.70.15604.70.4216756
103Marie BouzkovaWorld No. 231.70.16632.10.207952
104Katerina SiniakovaWorld No. 471.70.16642.40.239139
105Sofia KeninWorld No. 1871.70.15618.20.7329035
106Elisabetta CocciarettoWorld No. 721.70.15592.70.239334
107Maddison InglisWorld No. 1351.70.15594.40.3714721
108Tamara ZidansekWorld No. 1391.70.14552.60.228620
109Yulia StarodubtsevaWorld No. 541.60.15582.40.239149
110Alexandra EalaWorld No. 171.50.13544.00.3714857
111Katie VolynetsWorld No. 781.50.13542.40.228755
112Antonia RuzicWorld No. 811.50.13514.10.3614641
113Anna BlinkovaWorld No. 1051.50.14542.70.249740
114Mary StoianaWorld No. 1141.50.13522.30.207831
115Nao HibinoWorld No. 1951.50.15593.50.3513820
116Laura SiegemundWorld No. 1901.50.12502.50.218520
117Diana ShnaiderWorld No. 111.40.13512.90.2710761
118Camila OsorioWorld No. 691.40.13512.40.218438
119Victoria Jimenez KasintsevaWorld No. 2141.40.12491.80.166525
120Viktoriya TomovaWorld No. 3811.40.14562.80.2710920
121Catherine McNallyWorld No. 651.30.12502.10.197450
122Yulia PutintsevaWorld No. 641.30.12472.30.218449
123Daria SnigurWorld No. 421.30.13533.70.3614242
124Anhelina KalininaWorld No. 551.30.12493.50.3313239
125Jasmine PaoliniWorld No. 351.30.12493.10.2811238
126Sloane StephensWorld No. 1131.30.13502.40.239231
127Tamara KorpatschWorld No. 611.30.12491.30.124831
128Iryna ShymanovichWorld No. 2261.30.12502.40.228823
129Sara BejlekWorld No. 331.20.12480.90.093645
130Jessica Bouzas ManeiroWorld No. 1001.20.12482.10.208235
131Dominika SalkovaWorld No. 1281.20.12492.20.228826
132Zeynep SonmezWorld No. 671.10.10403.40.3112457
133Viktorija GolubicWorld No. 891.10.10403.00.2710738
134Cristina BucsaWorld No. 431.10.10402.80.249835
135Emiliana ArangoWorld No. 1711.10.10411.70.156233
136Anastasia ZakharovaWorld No. 1071.00.09374.20.4015950
137Aoi ItoWorld No. 2991.00.09371.30.135225
138Maja ChwalinskaWorld No. 120.80.08332.10.218537
139Oleksandra OliynykovaWorld No. 620.80.08331.00.103837
140Eva LysWorld No. 1740.70.07274.20.3915623
141Mai HontamaWorld No. 1600.70.06253.30.3112321
142Marina Bassols RiberaWorld No. 1250.70.07264.80.4417521
143Mayar SherifWorld No. 560.50.05191.40.124922
144Renata ZarazuaWorld No. 970.40.04153.60.3513941
145Lucrezia StefaniniWorld No. 1170.30.03131.40.145624
146Elina AvanesyanWorld No. 1490.10.0141.50.145720

Using ace matchups on a prop

  1. Start with the server

    Qinwen Zheng hits 0.69 aces per service game. That is a serve index of 275, where 100 is the WTA average of 0.25.

  2. Check who is returning

    Sofia Kenin has a return index of 290, the highest here. Marta Kostyuk has 25, the lowest. A line that ignores the returner ignores that gap.

  3. Multiply it out

    Over an average 10.8 service games, Qinwen Zheng works out to about 7.5 aces against an average returner, 17.5 against Sofia Kenin and 3.5 against Marta Kostyuk. The returner's index is pulled toward 100 first, because only part of it repeats (correlation 0.71).

  4. Adjust for the court

    Then check the court speed index for this week's event. Aces per match change a lot from clay to grass. Today's line and the hit rate against it are in PickFinder.

How this is counted

Counts finished singles matches, Nov 2, 2025 to Nov 2, 2026. Aces per match is the player's aces divided by matches. Aces allowed are the opponent's aces in those matches. Per-game rates divide by service games played and by the opponent's service games, so a long match doesn't inflate them. Serve and return indexes compare those rates with the WTA average, set to 100. Retired matches and walkovers are left out. Tour level means WTA events, the Grand Slams and the Finals, qualifying included. Challenger and WTA 125 matches are left out and have their own view, because they would flatter anyone who plays down a level. Team cups are left out too. A player needs 20+ matches to appear. Hard includes indoor hard. The correlations compare the first 26 weeks with the last 26 for players at this level with 80+ games in each, across all surfaces, and the prediction test sets rates only from matches before the last 12 weeks.

Ace matchups FAQ

Who hits the most aces per match on the WTA tour?

Qinwen Zheng at 8.2 per match over 38 matches, or 0.69 per service game. The average is 2.7 per match.

Who gives up the most aces on the WTA tour?

Sofia Kenin allows 8.2 aces per match and 0.73 per return game over 35 matches. That is a return index of 290, where 100 is average.

Who is hardest to ace on the WTA tour?

Marta Kostyuk allows 0.06 aces per return game over 46 matches, a return index of 25.

Are aces allowed a real skill or just luck?

A player's aces allowed in the first 26 weeks correlated 0.71 with the last 26 across 121 players, so it repeats. Aces hit correlated 0.86. Adding the returner moved the average miss on aces from 1.78 to 1.71 over the last 12 weeks.

Why use per-game rates as well as per-match?

Match length moves the count. An average WTA match has 10.8 service games per player, and a player who wins quickly serves fewer. Per-game rates take that out.

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