Ace rate — full ATP & WTA ranking

Leader

Reilly Opelka

20.7 aces per 100 serve points

Average: 8.2
Std. dev.: 3.3
Leader sits at: 3.8σ
Range: 1.4 … 20.7

121 players

#	Player	Value	Pctl	Sample
1	Reilly Opelka#142	20.7	100.0	73
2	Giovanni Mpetshi Perricard#91	19.1	99.2	108
3	Hubert Hurkacz#72	15.6	98.3	48
4	Taylor Fritz#8	15.4	97.5	92
5	Jakub Mensik#17	14.5	96.7	101
6	Alexander Bublik#11	13.9	95.8	98
7	Quentin Halys#54	13.7	95.0	131
8	CE Christopher Eubanks	13.5	94.2	69
9	Felix Auger-Aliassime#4	13.4	93.3	97
10	NJ Nicolas Jarry	12.5	92.5	49
11	Marin Cilic#85	12.3	91.7	70
12	Matteo Berrettini#40	12.2	90.8	58
13	Ben Shelton#10	12.1	90.0	87
14	Arthur Rinderknech#29	11.9	89.2	108
15	SK Sebastian Korda#50	11.8	88.3	63
16	Alexei Popyrin#139	11.4	87.5	64
17	Brandon Nakashima#31	11.4	86.7	127
18	Gabriel Diallo#108	11.0	85.8	133
19	GZ Giulio Zeppieri	11.0	85.0	99
20	Aleksandar Kovacevic#95	10.9	84.2	125
21	Aleksandar Vukic#101	10.8	83.3	110
22	Jan-Lennard Struff#41	10.8	82.5	73
23	SERHamad Medjedovic#73	10.8	81.7	106
24	Jack Draper#143	10.7	80.8	43
25	Daniil Medvedev#6	10.7	80.0	95
26	Arthur Cazaux#138	10.6	79.2	91
27	ZZ Zhizhen Zhang	10.6	78.3	33
28	Grigor Dimitrov#137	10.5	77.5	34
29	GM Gael Monfils	10.5	76.7	40
30	Alexander Zverev#3	10.4	75.8	113
31	Jannik Sinner#1	10.4	75.0	98
32	Jiri Lehecka#12	10.3	74.2	79
33	Denis Shapovalov#43	10.2	73.3	72
34	CO Christopher Oconnell	10.1	72.5	80
35	Tallon Griekspoor#69	10.0	71.7	73
36	Sebastian Ofner#126	10.0	70.8	69
37	James Duckworth#86	10.0	70.0	149
38	Terence Atmane#46	9.9	69.2	148
39	SERNovak Djokovic#5	9.8	68.3	58
40	Ugo Humbert#28	9.6	67.5	67
41	JT Jordan Thompson	9.5	66.7	33
42	Andrey Rublev#16	9.5	65.8	85
43	Valentin Vacherot#18	9.4	65.0	127
44	AV Andrea Vavassori	9.1	64.2	47
45	Zizou Bergs#34	8.9	63.3	117
46	Frances Tiafoe#20	8.9	62.5	75
47	Stefanos Tsitsipas#53	8.7	61.7	61
48	Daniel Altmaier#60	8.6	60.8	118
49	Bu Yunchaokete#118	8.5	60.0	121
50	Yannick Hanfmann#57	8.4	59.2	110

How this is calculated

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

Reilly Opelka

20.7 aces per 100 serve points

Average: 8.2
Std. dev.: 3.3
Leader sits at: 3.8σ
Range: 1.4 … 20.7

121 players

#	Player	Value	Pctl	Sample
1	Reilly Opelka#142	20.7	100.0	73
2	Giovanni Mpetshi Perricard#91	19.1	99.2	108
3	Hubert Hurkacz#72	15.6	98.3	48
4	Taylor Fritz#8	15.4	97.5	92
5	Jakub Mensik#17	14.5	96.7	101
6	Alexander Bublik#11	13.9	95.8	98
7	Quentin Halys#54	13.7	95.0	131
8	CE Christopher Eubanks	13.5	94.2	69
9	Felix Auger-Aliassime#4	13.4	93.3	97
10	NJ Nicolas Jarry	12.5	92.5	49
11	Marin Cilic#85	12.3	91.7	70
12	Matteo Berrettini#40	12.2	90.8	58
13	Ben Shelton#10	12.1	90.0	87
14	Arthur Rinderknech#29	11.9	89.2	108
15	SK Sebastian Korda#50	11.8	88.3	63
16	Alexei Popyrin#139	11.4	87.5	64
17	Brandon Nakashima#31	11.4	86.7	127
18	Gabriel Diallo#108	11.0	85.8	133
19	GZ Giulio Zeppieri	11.0	85.0	99
20	Aleksandar Kovacevic#95	10.9	84.2	125
21	Aleksandar Vukic#101	10.8	83.3	110
22	Jan-Lennard Struff#41	10.8	82.5	73
23	SERHamad Medjedovic#73	10.8	81.7	106
24	Jack Draper#143	10.7	80.8	43
25	Daniil Medvedev#6	10.7	80.0	95
26	Arthur Cazaux#138	10.6	79.2	91
27	ZZ Zhizhen Zhang	10.6	78.3	33
28	Grigor Dimitrov#137	10.5	77.5	34
29	GM Gael Monfils	10.5	76.7	40
30	Alexander Zverev#3	10.4	75.8	113
31	Jannik Sinner#1	10.4	75.0	98
32	Jiri Lehecka#12	10.3	74.2	79
33	Denis Shapovalov#43	10.2	73.3	72
34	CO Christopher Oconnell	10.1	72.5	80
35	Tallon Griekspoor#69	10.0	71.7	73
36	Sebastian Ofner#126	10.0	70.8	69
37	James Duckworth#86	10.0	70.0	149
38	Terence Atmane#46	9.9	69.2	148
39	SERNovak Djokovic#5	9.8	68.3	58
40	Ugo Humbert#28	9.6	67.5	67
41	JT Jordan Thompson	9.5	66.7	33
42	Andrey Rublev#16	9.5	65.8	85
43	Valentin Vacherot#18	9.4	65.0	127
44	AV Andrea Vavassori	9.1	64.2	47
45	Zizou Bergs#34	8.9	63.3	117
46	Frances Tiafoe#20	8.9	62.5	75
47	Stefanos Tsitsipas#53	8.7	61.7	61
48	Daniel Altmaier#60	8.6	60.8	118
49	Bu Yunchaokete#118	8.5	60.0	121
50	Yannick Hanfmann#57	8.4	59.2	110

How this is calculated

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.