WTA · Right-handed · 9 charted matches · 2017–2026
Fiona Ferro
Archetype: Ad-court slider · Avoids the wide serve
Against an average opponent
Serve and return points won, refitted against every opponent at once so a record built on weak or strong opposition is put on the same scale. Career, all surfaces, with a 90% margin. Raw is the plain share of points won.
Value per 100 shots
Points gained per 100 shots compared with an average tour player in the same position, adjusted for the strength of the opponents faced, with a 90% margin (shots clustered by match). Raw is before the opponent adjustment. Built on 3,184 shots.
Shot expected value
The share of points Fiona Ferro 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 backhand side
position worth 45% to the average player · 269 shots
| Option | Used | Win % | Tour |
|---|---|---|---|
| BH crosscourt | 46% | 47.6%±6.8 | 47.6% |
| BH through the middle | 21% | 44.3%±9.4 | 43.3% |
| BH down the line | 9% | 41.7%±12.2 | 46.8% |
| FH inside-out | 9% | 61.6%±12.2 | 52.5% |
| BH slice through the middle | 5% | 33.0%±13.5 | 34.4% |
Rally, shots 5–8: drive to your middle
position worth 50% to the average player · 200 shots
| Option | Used | Win % | Tour |
|---|---|---|---|
| FH down the line | 33% | 42.4%±8.8 | 52.2% |
| FH crosscourt | 21% | 50.1%±10.5 | 52.7% |
| FH through the middle | 19% | 41.6%±10.6 | 45.8% |
| BH through the middle | 13% | 40.5%±12.0 | 46.2% |
| BH crosscourt | 7% | 59.4%±13.9 | 50.9% |
Rally, shots 5–8: drive to your forehand side
position worth 43% to the average player · 135 shots
| Option | Used | Win % | Tour |
|---|---|---|---|
| FH crosscourt | 38% | 41.3%±9.6 | 46.7% |
| FH through the middle | 27% | 40.8%±10.7 | 41.3% |
| FH down the line | 24% | 49.0%±11.3 | 44.9% |
Return +1: drive to your backhand side
position worth 44% to the average player · 117 shots
| Option | Used | Win % | Tour |
|---|---|---|---|
| BH crosscourt | 48% | 44.2%±9.4 | 47.8% |
| BH through the middle | 28% | 44.5%±11.2 | 43.0% |
| BH down the line | 12% | 47.8%±14.1 | 46.2% |
Serve under pressure
Pressure predictability index +5 How much less varied Fiona Ferro's first-serve direction gets on break points. Positive means easier to read. Based on 73 break-point first serves.
Deuce court
| 1st serve | Usage | Break pt | Won when in |
|---|---|---|---|
| Wide | 34% | 16% ▼ | 61% / 66% |
| Body | 28% | 32% | 42% / 57% |
| T | 38% | 53% ▲ | 58% / 68% |
274 normal · 19 break-point 1st serves
Ad court
| 1st serve | Usage | Break pt | Won when in |
|---|---|---|---|
| Wide | 54% | 57% | 59% / 66% |
| Body | 26% | 19% | 54% / 56% |
| T | 20% | 24% | 64% / 64% |
220 normal · 54 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 serve | Usage | Points won | Optimal |
|---|---|---|---|
| Wide | 33% | 48.9%±7.3 n=96 | 43% ▲ |
| Body | 28% | 44.0%±7.7 n=82 | 13% ▼ |
| T | 39% | 51.5%±6.8 n=115 | 44% ▲ |
Consistent with an optimal mix (p = 0.37).
Optimal mix: +0.7 per 100 first serves.
Ad court
| 1st serve | Usage | Points won | Optimal |
|---|---|---|---|
| Wide | 54% | 58.1%±6.1 n=149 | 63% ▲ |
| Body | 25% | 51.3%±8.3 n=68 | 10% ▼ |
| T | 21% | 56.3%±8.7 n=57 | 27% ▲ |
Consistent with an optimal mix (p = 0.39).
Optimal mix: +0.7 per 100 first serves.
Exploitability 0.70 points per 100 first serves What the optimal mix would win over the current one, both courts. More exploitable than 100% of WTA servers. Tested on matches they weren't fitted on, WTA mixes picked this way win 0.42 per 100 first serves on average.
Repeating the previous direction to the same court: −1.3±6.7 points per 100 against switching. Negative means returners read repeats. Tour-wide, repeating costs women about 0.4 points per 100 and costs men nothing, so men's returners don't measurably anticipate direction. (202 repeats, 347 switches.)
Return by serve direction
Return points won against each serve direction, compared with the tour average.
| Serve | Court | Direction | Points | Won | vs tour | |
|---|---|---|---|---|---|---|
| 1st | Ad court | Body | 33 | 45% | +0.8±10.3 | |
| 1st | Ad court | T | 63 | 28% | −7.9±7.6 | |
| 1st | Ad court | Wide | 71 | 43% | +8.5±8.1 | |
| 1st | Deuce court | Body | 50 | 42% | −0.4±9.1 | |
| 1st | Deuce court | T | 72 | 32% | −0.1±7.6 | |
| 1st | Deuce court | Wide | 76 | 24% | −10.2±6.8 | |
| 2nd | Ad court | Body | 47 | 59% | +4.1±9.2 | |
| 2nd | Ad court | T | 16 | 53% | −1.8±12.1 | |
| 2nd | Ad court | Wide | 44 | 49% | −4.8±9.6 | |
| 2nd | Deuce court | Body | 48 | 56% | +1.1±9.3 | |
| 2nd | Deuce court | T | 37 | 56% | +0.4±10.0 | |
| 2nd | Deuce court | Wide | 24 | 50% | −3.5±11.2 |
Signature patterns
Recurring sequences that win more than Fiona Ferro's own baseline, ranked by edge weighted by how often they're used.
Serve → +1
- T serve (deuce court) → FH down the line used 7.5% · won 58% · +1.4±10.8 vs own baseline
- T serve (deuce court) → BH crosscourt used 5.8% · won 53% · −3.6±11.6 vs own baseline
- Wide serve (ad court) → BH crosscourt used 7.5% · won 51% · −5.6±10.9 vs own baseline
- Body serve (deuce court) → FH down the line used 5.8% · won 47% · −9.5±11.6 vs own baseline
- T serve (deuce court) → FH through the middle used 5.5% · won 46% · −10.5±11.7 vs own baseline
Return
- vs wide serve (ad court) → BH crosscourt, mid used 11.9% · won 57% · +9.7±11.3 vs own baseline
- vs T serve (deuce court) → BH through the middle, mid used 10.4% · won 46% · −0.9±11.8 vs own baseline
Rally, consecutive own shots
- FH crosscourt → FH down the line used 5.3% · won 46% · +6.6±11.0 vs own baseline
- FH through the middle → BH crosscourt used 4.9% · won 46% · +6.4±11.2 vs own baseline
- BH crosscourt → BH crosscourt used 8.2% · won 44% · +4.5±9.6 vs own baseline
- BH through the middle → BH crosscourt used 6.2% · won 43% · +3.5±10.5 vs own baseline
- FH crosscourt → BH crosscourt used 4.7% · won 41% · +1.6±11.2 vs own baseline
Discovered sequences
Mined from every me → opponent → me run of three shots, with no templates. Ranked by how much more often Fiona Ferro wins the point once the sequence happens, weighted by how often it happens. Think of them as chess openings.
- BH crosscourt → BH crosscourt → BH crosscourt used 1.5% · won 48% · +5.6±11.7 vs own baseline · +5.5 vs tour on the same sequence Disrupted by Mirra Andreeva (3/7)
- FH down the line → BH through the middle → FH crosscourt used 1.0% · won 48% · +5.3±12.9 vs own baseline · −0.8 vs tour on the same sequence
- BH through the middle → FH down the line → BH crosscourt used 1.0% · won 48% · +5.3±12.9 vs own baseline · +10.3 vs tour on the same sequence
- FH crosscourt → FH crosscourt → FH crosscourt used 1.0% · won 47% · +4.1±12.7 vs own baseline · +4.7 vs tour on the same sequence
- FH crosscourt → FH through the middle → FH down the line used 0.9% · won 44% · +1.5±13.0 vs own baseline · −7.0 vs tour on the same sequence
- BH crosscourt → FH crosscourt → BH crosscourt used 0.9% · won 42% · −1.0±12.9 vs own baseline · −8.2 vs tour on the same sequence
Strengths and vulnerabilities
Value per 100 shots compared with the average player hitting (strengths) or facing (vulnerabilities) the same shot. Only shot types seen at least 120 times.
Hurts opponents most with
| BH to the middle · return | +1.8 | 121 |
| BH to the middle · rally | +1.3 | 130 |
| FH to their backhand · rally | +1.2 | 186 |
| BH to their backhand · rally | −0.1 | 171 |
| Wide 1st serve · ad court | −0.6 | 149 |
Most exposed to
| BH to their backhand · rally | −1.5 | 182 |
| Wide 1st serve · deuce court | −0.4 | 122 |
| Wide 1st serve · ad court | +0.5 | 127 |
| FH to their forehand · rally | +0.7 | 173 |
| BH to the middle · return | +0.7 | 133 |
Active players who are best at the shot in the top weakness: Maja Chwalinska, Sara Sorribes Tormo, Yulia Putintseva, Elsa Jacquemot, Caroline Wozniacki
Tactical fingerprint
Each bar shows how far a style trait is from the WTA average, in standard deviations.
| Run-around forehands | 23% | |
| Wide serves · ad | 54% | |
| Unforced errors / shot | 13.6% | |
| FH down the line | 33% | |
| Avg rally length | 4.4 | |
| T serves · deuce | 39% | |
| Point-ending shots | 25.5% | |
| Drop shots / shot | 1.8% | |
| Through the middle | 29% | |
| Serve & volley | 0% | |
| Forehand share | 53% | |
| BH down the line | 19% | |
| Backhand slice | 10% | |
| Chipped returns | 7% | |
| Deep returns | 31% | |
| 1st serve in | 60% | |
| Points at net | 4% | |
| Wide serves · deuce | 33% | |
| T serves · ad | 21% |
Plays most like
- Diana Shnaider 2022–2026 plan v
- Kaja Juvan 2018–2026 plan v
- Marta Kostyuk 2018–2026 plan v
- Svetlana Kuznetsova 2004–2021 plan v
- Nao Hibino 2016–2025 plan v
- Olga Danilovic 2019–2026 plan v
- Sara Bejlek 2022–2026 plan v
- Yue Yuan 2023–2026 plan v
Closest from another era
- Elena Dementieva 1999–2010
- Jelena Dokic 2000–2009
- Monica Seles 1990–2003
Charted matches
- Mirra Andreeva v Fiona Ferro L Roland Garros R128 · Clay · 24 May 2026
- Fiona Ferro v Mccartney Kessler Australian Open R128 · Hard · 14 Jan 2024
- Camila Osorio v Fiona Ferro L Palermo R32 · Clay · 18 Jul 2023
- Fiona Ferro v Angelina Gabueva W Strasbourg R32 · Clay · 17 May 2022
- Fiona Ferro v Petra Kvitova L Montreal R32 · Hard · 10 Aug 2021
- Elena Rybakina v Fiona Ferro W Roland Garros R64 · Clay · 1 Oct 2020
- Fiona Ferro v Polona Hercog L Lugano SF · Clay · 13 Apr 2019
- Fiona Ferro v Arantxa Rus Budapest R32 · Hard · 18 Feb 2019
- Agnieszka Radwanska v Fiona Ferro L Roland Garros R128 · Clay · 30 May 2017