Ace rate — full ATP & WTA ranking

Leader

Elena Rybakina

9.5 aces per 100 serve points

123 players

#	Player	Value	Pctl	Sample
1	Elena Rybakina#2	9.5	100.0	111
2	Alycia Parks#71	9.3	99.2	131
3	Clara Tauson#30	9.0	98.4	95
4	Naomi Osaka#13	8.8	97.5	62
5	Linda Noskova#7	8.8	96.7	87
6	Qinwen Zheng	8.8	95.9	43
7	Lulu Sun#117	7.9	95.1	86
8	Robin Montgomery	7.4	94.3	59
9	Rebeka Masarova	7.4	93.4	104
10	Veronika Kudermetova#129	7.3	92.6	63
11	BP Bernarda Pera	6.9	91.8	65
12	Elise Mertens#24	6.8	91.0	76
13	Taylor Townsend#110	6.8	90.2	64
14	Ekaterina Alexandrova#19	6.7	89.3	91
15	Dalma Galfi	6.4	88.5	112
16	Paula Badosa#84	6.4	87.7	47
17	Hailey Baptiste#32	6.3	86.9	111
18	Tatjana Maria#80	6.1	86.1	96
19	Aryna Sabalenka#1	6.1	85.2	104
20	Danielle Collins	5.8	84.4	33
21	Sorana Cirstea#18	5.8	83.6	82
22	Madison Keys#23	5.8	82.8	70
23	Anna Bondar#78	5.7	82.0	120
24	Karolina Muchova#6	5.6	81.1	66
25	PM Petra Martic	5.4	80.3	39
26	ER Elena Ruse	5.4	79.5	66
27	Ashlyn Krueger#58	5.4	78.7	86
28	Ann Li#31	5.2	77.9	105
29	Amanda Anisimova#10	5.2	77.0	86
30	Magda Linette#68	5.2	76.2	67
31	Liudmila Samsonova#55	5.0	75.4	72
32	Jelena Ostapenko#29	5.0	74.6	63
33	Elina Svitolina#9	4.9	73.8	82
34	Donna Vekic#35	4.9	73.0	61
35	AP Anastasia Pavlyuchenkova	4.8	72.1	37
36	Iga Swiatek#8	4.8	71.3	99
37	XW Xin Yu Wang	4.8	70.5	76
38	Diane Parry#64	4.7	69.7	70
39	Elena-Gabriela Ruse#77	4.7	68.9	40
40	Wang Xinyu#41	4.7	68.0	60
41	Rebecca Sramkova#143	4.7	67.2	95
42	Peyton Stearns#57	4.5	66.4	73
43	Emma Raducanu#49	4.5	65.6	61
44	Jessica Pegula#3	4.4	64.8	105
45	Marta Kostyuk#11	4.4	63.9	64
46	LF Linda Fruhvirtova	4.4	63.1	106
47	Heather Watson	4.4	62.3	56
48	Mirra Andreeva#5	4.3	61.5	93
49	OD Olga Danilovic	4.2	60.7	75
50	BA Bianca Andreescu	4.1	59.8	47

Minimum 30 matches with serve statistics. Below that the figure is noise and publishing it would be faking precision. Each family of metrics carries its own counter — 200 matches is not 200 tiebreaks.
Window. Every match since 2024 — that is where serve statistics begin in this database; before that there are none.
One division at a time. A player belongs to the Challenger/ITF division when more than half of their matches since 2024 are played there. Mixing the two ranks schedules rather than players: the raw list of closers was headed by an ITF player at 100% over twenty matches.
Not a betting signal. It describes a player, not a price. Our own prediction engine is measured against the market and loses: 0.632 log loss against 0.593.

Leader

9.5 aces per 100 serve points

123 players

#	Player	Value	Pctl	Sample
1	Elena Rybakina#2	9.5	100.0	111
2	Alycia Parks#71	9.3	99.2	131
3	Clara Tauson#30	9.0	98.4	95
4	Naomi Osaka#13	8.8	97.5	62
5	Linda Noskova#7	8.8	96.7	87
6	Qinwen Zheng	8.8	95.9	43
7	Lulu Sun#117	7.9	95.1	86
8	Robin Montgomery	7.4	94.3	59
9	Rebeka Masarova	7.4	93.4	104
10	Veronika Kudermetova#129	7.3	92.6	63
11	BP Bernarda Pera	6.9	91.8	65
12	Elise Mertens#24	6.8	91.0	76
13	Taylor Townsend#110	6.8	90.2	64
14	Ekaterina Alexandrova#19	6.7	89.3	91
15	Dalma Galfi	6.4	88.5	112
16	Paula Badosa#84	6.4	87.7	47
17	Hailey Baptiste#32	6.3	86.9	111
18	Tatjana Maria#80	6.1	86.1	96
19	Aryna Sabalenka#1	6.1	85.2	104
20	Danielle Collins	5.8	84.4	33
21	Sorana Cirstea#18	5.8	83.6	82
22	Madison Keys#23	5.8	82.8	70
23	Anna Bondar#78	5.7	82.0	120
24	Karolina Muchova#6	5.6	81.1	66
25	PM Petra Martic	5.4	80.3	39
26	ER Elena Ruse	5.4	79.5	66
27	Ashlyn Krueger#58	5.4	78.7	86
28	Ann Li#31	5.2	77.9	105
29	Amanda Anisimova#10	5.2	77.0	86
30	Magda Linette#68	5.2	76.2	67
31	Liudmila Samsonova#55	5.0	75.4	72
32	Jelena Ostapenko#29	5.0	74.6	63
33	Elina Svitolina#9	4.9	73.8	82
34	Donna Vekic#35	4.9	73.0	61
35	AP Anastasia Pavlyuchenkova	4.8	72.1	37
36	Iga Swiatek#8	4.8	71.3	99
37	XW Xin Yu Wang	4.8	70.5	76
38	Diane Parry#64	4.7	69.7	70
39	Elena-Gabriela Ruse#77	4.7	68.9	40
40	Wang Xinyu#41	4.7	68.0	60
41	Rebecca Sramkova#143	4.7	67.2	95
42	Peyton Stearns#57	4.5	66.4	73
43	Emma Raducanu#49	4.5	65.6	61
44	Jessica Pegula#3	4.4	64.8	105
45	Marta Kostyuk#11	4.4	63.9	64
46	LF Linda Fruhvirtova	4.4	63.1	106
47	Heather Watson	4.4	62.3	56
48	Mirra Andreeva#5	4.3	61.5	93
49	OD Olga Danilovic	4.2	60.7	75
50	BA Bianca Andreescu	4.1	59.8	47

Minimum 30 matches with serve statistics. Below that the figure is noise and publishing it would be faking precision. Each family of metrics carries its own counter — 200 matches is not 200 tiebreaks.
Window. Every match since 2024 — that is where serve statistics begin in this database; before that there are none.
One division at a time. A player belongs to the Challenger/ITF division when more than half of their matches since 2024 are played there. Mixing the two ranks schedules rather than players: the raw list of closers was headed by an ITF player at 100% over twenty matches.
Not a betting signal. It describes a player, not a price. Our own prediction engine is measured against the market and loses: 0.632 log loss against 0.593.