RallyIQ

WTA · Right-handed · 4 charted matches · 2023–2025

Celine Naef

Shot expected value

The share of points Celine Naef goes on to win after each option in the positions they face most often, shrunk toward tour average when the sample is small. Showing the 8 most-used options; teal marks the best one with at least 30 shots.

Rally, shots 5–8: drive to your middle

position worth 50% to the average player · 99 shots

OptionUsedWin %Tour
FH through the middle 26% 39.5%±11.9 45.8%
BH through the middle 22% 45.8%±12.6 46.2%
FH crosscourt 20% 51.4%±13.0 52.7%
BH crosscourt 15% 40.5%±13.7 50.9%

Rally, shots 5–8: drive to your forehand side

position worth 43% to the average player · 68 shots

OptionUsedWin %Tour
FH crosscourt 41% 52.8%±11.9 46.7%
FH through the middle 38% 41.9%±12.0 41.3%

Rally, shots 5–8: drive to your backhand side

position worth 45% to the average player · 65 shots

OptionUsedWin %Tour
BH crosscourt 46% 35.0%±11.1 47.6%
BH through the middle 35% 50.4%±12.5 43.3%
BH down the line 18% 35.5%±13.9 46.8%

Serve +1: mid-depth return to your middle

position worth 51% to the average player · 55 shots

OptionUsedWin %Tour
BH through the middle 33% 56.0%±13.2 46.3%
FH through the middle 22% 41.0%±14.3 45.5%
BH crosscourt 18% 38.3%±14.6 52.5%

Serve under pressure

Deuce court

1st serveUsageBreak ptWon when in
Wide 42% 20% ▼ 74% / 66%
Body 11% 0% ▼ 54% / 57%
T 47% 80% ▲ 61% / 68%

146 normal · 5 break-point 1st serves

Ad court

1st serveUsageBreak ptWon when in
Wide 43% 43% 59% / 66%
Body 6% 4% 57% / 56%
T 51% 54% 68% / 64%

107 normal · 28 break-point 1st serves

Is the serve mix in equilibrium?

Game theory says a well-mixed server wins equally often with every direction they use. If one direction wins more, it's underused and points are being left behind. This is the minimax test Walker and Wooders ran on Wimbledon finals, applied to every charted first serve. Win rates include faults. "Optimal" allows for returners reading a habit. A direction loses 0.19 points per 100 serves for every 10 points of habitual usage, measured from WTA servers whose mix drifted between matches. Shifts stay within the range servers' habits actually vary, the only range that response was measured over.

Deuce court

1st serveUsagePoints won
Wide41% 60.9%±8.4 n=62
Body11% 53.0%±12.1 n=16
T48% 52.1%±8.1 n=73

Consistent with an optimal mix (p = 0.26).

Ad court

1st serveUsagePoints won
Wide43% 46.0%±8.7 n=58
Body5% 56.8%±13.4 n=7
T52% 58.5%±8.1 n=70

Off equilibrium (p = 0.023): serve T more. Gap 5.3 points per 100 first serves.

Return by serve direction

Return points won against each serve direction, compared with the tour average.

ServeCourtDirectionPointsWonvs tour
1stAd courtBody 19 41% −2.7±11.6
1stAd courtT 31 31% −4.9±9.7
1stAd courtWide 19 29% −5.2±10.7
1stDeuce courtBody 18 39% −3.5±11.6
1stDeuce courtT 28 22% −10.3±8.9
1stDeuce courtWide 36 31% −3.4±9.3
2ndAd courtBody 28 49% −5.9±10.8
2ndAd courtT 4 52% −3.5±14.1
2ndAd courtWide 13 58% +4.7±12.4
2ndDeuce courtBody 32 54% −0.7±10.4
2ndDeuce courtT 4 52% −3.6±14.1
2ndDeuce courtWide 10 53% −0.9±13.0

Charted matches