Player Profiles

Jannik Sinner ATP analysis: the rise of a prediction anomaly

Sinner won 249 matches at 82.3% between 2022 and 2025 — and that number has only trended upward. We analysed every surface, round, and elite matchup to explain the prediction paradox: he is simultaneously the easiest player to predict and the hardest to beat.

Alexander Zverev ATP analysis: the consistent threat who defies betting markets

Zverev wins 94.7% of first-round matches and 78.1% at Grand Slams, yet his semifinal win rate falls to just 30.8%. We analysed 234 matches across four seasons to map every surface split, H2H record, and the late-round ceiling pattern that consistently surprises the market.

Carlos Alcaraz ATP analysis: predicting the unpredictable

Elite win rate, real upset risk: we break down 268 Alcaraz matches with tables, five charts, FAQs, and when short odds are mathematically shaky.

Felix Auger-Aliassime: the indoor titan with a volatility problem

FAA went 72.2% in 2022, crashed to 27.3% in 2023, recovered to 65.7% in 2025. His indoor win rate of 77.8% and Final win rate of 85.7% (6/7) make him a strong late-tournament bet in specific scenarios — but the volatility demands careful analysis.

Novak Djokovic: the GOAT data profile — still elite, finally trending down

Djokovic has played 178 matches since 2022 at an 83.7% win rate across all surfaces. Indoors at 94.7%, grass at 88.9%, Grand Slams at 88.2% — the numbers are extraordinary. But the annual decline from 91.3% in 2022 to 76.9% in 2025 tells a different story for forward-looking bets.

Alex de Minaur: Australia's ATP contender decoded by the numbers

The Demon decoded. We analysed 247 ATP matches to map de Minaur's 68.4% win rate by surface, Slam, and odds role — revealing where he excels, where he leaks, and where the market misprices him.

Daniil Medvedev: the counter-puncher the market underestimates on hard courts

Medvedev dominated 2022–2023 with an 80%+ win rate and a 7-1 record against Zverev. But 2025 has brought his sharpest form dip — 57.1% over 35 matches. We map every surface, round, and H2H to identify where the market is still pricing him at peak-era rates.

Ben Shelton: America's next big server and the 2025 plateau

Ben Shelton played 161 matches across four seasons, rising from 50% in 2022 to 66.7% in 2024, then dipping to 51.9% in 2025. His 71.7% Grand Slam win rate contrasts sharply with his 52.2% grass rate and 25% SF conversion. We map every dimension of his developing profile.

Flavio Cobolli ATP Analysis: Clay Specialist with a Third-Round Cliff Edge

Cobolli is the model's most reliable clay court favourite outside the elite tier: 75.0% when the market backs him. The 22.2% Round of 16 win rate is the one systematic warning flag bettors must respect.

Taylor Fritz: America's top gun and the Djokovic wall

Fritz has played 243 ATP matches since 2022 at a 70.4% win rate. He is one of the most consistent top-10 players on hard courts and grass — but his 0-6 record against Djokovic and 0-5 against the new Big Three define the ceiling the market often ignores.

Alexander Bublik ATP Analysis: Grass King with a Hard Court Paradox

Bublik is analytically one of the most fascinating players in the top 20: a 69.2% grass win rate paired with just 40.0% on hard courts. The model exploits this split aggressively — back him on lawn, fade him on cement.

Jiří Lehečka ATP Analysis: Hard Court Climber with an Elite-Proof Ceiling

Lehečka's improvement arc is unmatched in the current top 20: 37.9% to 63.3% over four seasons. His 63.6% hard court win rate makes him a legitimate contender — until he hits the elite wall he has never climbed.

Casper Ruud: clay king, final jinx, and the grass blind spot

Ruud has played 221 matches at 67.9% across four seasons, with clay as his unmistakable home at 75.5%. The paradox: despite reaching 6 finals in this dataset, he converts only 1 in 6. And on grass, he wins just 42.9% of matches.

Andrey Rublev ATP analysis: consistency meets the quarter-final ceiling

Rublev is 13-0 at Grand Slam round 2 and 0-6 at Grand Slam quarter-finals. We analysed 253 matches (2022–2025) to find the structural pattern behind one of the most predictable round-ceilings in men's tennis — and the betting markets it consistently mis-prices.

Lorenzo Musetti: from 48% to 75% — the most improved player in the dataset

Musetti improved from 48.1% in 2023 to 75.0% in 2025 — the largest single-season improvement among active top-20 players in our dataset. His clay and grass rates (66% and 64%) are genuine, but his hard-court rate of 52.3% over 86 matches tells a different story on tour's dominant surface.

Learner Tien ATP Analysis: 2025 Breakout Star with Clay as Kryptonite

Tien's 2025 breakout was real: 56.9% from 58 matches, 81% as favourite, wins over Medvedev and Shelton. The 9.1% clay win rate is equally real — one of the most extreme surface weaknesses in the current top 20.

Jakub Mensik ATP Analysis: Hard-Court Climber with a Third-Round Dip

Jakub Mensik has 105 matches in our raw tournament cache from 2022–2026 at a 63.8% win rate. The headline story is hard-court breakout and elite early-round conversion. 80.6% in R1 but 35.7% at R3 — the model watches that mid-draw cliff.

Valentin Vacherot: Shanghai Masters peak, hard-court edge, and a 2026 reality check

Vacherot now has 37 ATP main-draw matches in our cache from 2023 to mid-2026 — above our 20-match floor. The story is no longer “too little data”: it is a Shanghai Masters champion on hard (69.6%) whose 2026 form (55.6%) has normalised after a 73.3% 2025 breakout.

Frances Tiafoe ATP Analysis: Crowd-Favourite Value with a Final Ceiling

Frances Tiafoe has 224 matches in our raw tournament cache from 2022–2026 at a 60.7% win rate. The headline story is consistent hard-court floor and strong favourite conversion. 71.4% as market favourite across 119 matches — but 25.0% in finals.

Francisco Cerundolo: clay giant, hard-court coin flip, and the Khachanov mystery

Cerundolo has played 237 matches across four seasons at a 54.4% overall win rate — the lowest in the top-20 dataset. But his clay credentials (60.4%) and remarkable 7-0 record against Khachanov tell a different story about where value really lies.

Tommy Paul: hard-court rising, but the QF wall and De Minaur problem persist

Paul climbed from 53.8% in 2022 to 72.4% in 2024, with elite indoor (77.3%) and Grand Slam (72.2%) stats. The catch: 43.8% at QFs across 16 appearances and a 5-2 record against Cerundolo that the market often misses.

Arthur Fils ATP Analysis: The Most Consistent Top-20 Player You Are Under-Rating

Fils does not produce headlines, but he produces results: 225 matches at 59.1% over four seasons, 71.1% as favourite across 97 matches. He is the model's most reliable mid-tier player — and likely under-valued at #20.

Luciano Darderi ATP Analysis: Argentina's Clay Surgeon with a Hard Court Blind Spot

Darderi is the ATP tour's most extreme surface specialist: 66.7% on clay, 26.9% on hard. The 39.8 point surface gap is unprecedented at this level. The model runs two completely different probability sets depending on which surface he steps onto.

Rafael Jodar ATP Analysis: Early-Career Snapshot (Limited Sample)

Rafael Jodar has 14 matches in our raw tournament cache from 2022–2026 at a 50.0% win rate. The headline story is promising but thin data — treat signals cautiously. only 14 tour-level cache matches through mid-2026.

Davidovich Fokina ATP Analysis: 2025 Surge Masks a Final Jinx

Alejandro Davidovich Fokina has 214 matches in our raw tournament cache from 2022–2026 at a 53.3% win rate. The headline story is volatile profile with a sharp 2025 rebound. 62.9% in 2025 after 40.6% in 2024 — yet 0% in five finals.

Karen Khachanov: the fading power hitter who loses to everyone below him

Khachanov has played 198 matches across four seasons with a declining trajectory: 62.5% in 2022 to 46.2% in 2025. His Grand Slam win rate of 70.2% remains above his overall average, but a 30.8% underdog rate and 0-15 combined vs five elite opponents define the ceiling.

Joao Fonseca ATP Analysis: Brazilian Breakout with Clay Roots

Joao Fonseca has 60 matches in our raw tournament cache from 2022–2026 at a 56.7% win rate. The headline story is fast-rising youngster with indoor and clay strength. 61.5% in 2025 and 100% in two finals — small sample, loud signal.

Arthur Rinderknech: Indoors specialist edge (51.9%) vs Clay at 36.7%

Arthur Rinderknech has played 155 ATP main-draw matches from 2022 to 2026 at a 45.2% overall win rate. The data story: Indoors specialist edge (51.9%) vs Clay at 36.7%.

Ugo Humbert: Indoors specialist edge (64.5%) vs Clay at 31.0%

Ugo Humbert has played 174 ATP main-draw matches from 2022 to 2026 at a 51.1% overall win rate. The data story: Indoors specialist edge (64.5%) vs Clay at 31.0%.

Alejandro Tabilo: grass peak, Grand Slam floor, and the 2025 unravelling

Tabilo has played 108 ATP matches from 2022 to 2025 at a 51.9% overall win rate. The headline paradox: grass is his best surface at 61.5% — including a Mallorca title — while Grand Slams sit at just 33.3%, and 2025 fell to 41.4%.

Tomas Martin Etcheverry: Clay specialist edge (54.5%) vs Grass at 28.6%

Tomas Martin Etcheverry has played 173 ATP main-draw matches from 2022 to 2026 at a 48.0% overall win rate. The data story: Clay specialist edge (54.5%) vs Grass at 28.6%.

Brandon Nakashima: Grass specialist edge (59.4%) vs Clay at 43.8%

Brandon Nakashima has played 201 ATP main-draw matches from 2022 to 2026 at a 53.7% overall win rate. The data story: Grass specialist edge (59.4%) vs Clay at 43.8%.

Matteo Arnaldi: Clay specialist edge (54.5%) vs Indoors at 33.3%

Matteo Arnaldi has played 122 ATP main-draw matches from 2022 to 2026 at a 47.5% overall win rate. The data story: Clay specialist edge (54.5%) vs Indoors at 33.3%.

Zizou Bergs: form swing from 0.0% (2022) to 52.8% (2025)

Zizou Bergs has played 94 ATP main-draw matches from 2022 to 2026 at a 43.6% overall win rate. The data story: form swing from 0.0% (2022) to 52.8% (2025).

Raphaël Collignon: Belgian breakthrough with 50% Grand Slams and rising 2026 form

Raphaël Collignon has played 29 ATP main-draw matches from 2025 to mid-2026 at a 44.8% overall win rate. The paradox: Grand Slams sit at 50% with signature wins over Casper Ruud and Ben Shelton, while his 2026 form (53.8%) is already well above his 2025 baseline (37.5%).

Cameron Norrie: reliable favourite conversion at 73.3%

Cameron Norrie has played 220 ATP main-draw matches from 2022 to 2026 at a 59.5% overall win rate. The data story: reliable favourite conversion at 73.3%.

Alex Michelsen: Hard specialist edge (57.5%) vs Clay at 31.2%

Alex Michelsen has played 123 ATP main-draw matches from 2023 to 2026 at a 51.2% overall win rate. The data story: Hard specialist edge (57.5%) vs Clay at 31.2%.

Matteo Berrettini: Grass specialist edge (75.0%) vs Indoors at 50.0%

Matteo Berrettini has played 142 ATP main-draw matches from 2022 to 2026 at a 62.0% overall win rate. The data story: Grass specialist edge (75.0%) vs Indoors at 50.0%.

Jan-Lennard Struff: Clay specialist edge (59.1%) vs Hard at 25.0%

Jan-Lennard Struff has played 125 ATP main-draw matches from 2022 to 2026 at a 47.2% overall win rate. The data story: Clay specialist edge (59.1%) vs Hard at 25.0%.

Jaume Munar: reliable favourite conversion at 67.2%

Jaume Munar has played 168 ATP main-draw matches from 2022 to 2026 at a 47.6% overall win rate. The data story: reliable favourite conversion at 67.2%.

Mariano Navone: Clay specialist edge (54.9%) vs Hard at 25.9%

Mariano Navone has played 83 ATP main-draw matches from 2024 to 2026 at a 43.4% overall win rate. The data story: Clay specialist edge (54.9%) vs Hard at 25.9%.

Ethan Quinn: Clay specialist edge (50.0%) vs Hard at 34.6%

Ethan Quinn has played 44 ATP main-draw matches from 2023 to 2026 at a 38.6% overall win rate. The data story: Clay specialist edge (50.0%) vs Hard at 34.6%.

Adrian Mannarino: Grass specialist edge (53.3%) vs Clay at 21.4%

Adrian Mannarino has played 174 ATP main-draw matches from 2022 to 2026 at a 47.7% overall win rate. The data story: Grass specialist edge (53.3%) vs Clay at 21.4%.

Stefanos Tsitsipas: clay giant, final frustration, and the 2025 unravelling

Tsitsipas won 74.3% in 2022 and sits at 67.4% overall across 218 matches — strong clay credentials at 75.9%. But his final win rate of 37.5% across 8 matches and his 2025 dip to 57.1% reveal the edges the market misses.

Terence Atmane: form swing from 30.0% (2024) to 50.0% (2023)

Terence Atmane has played 42 ATP main-draw matches from 2023 to 2026 at a 40.5% overall win rate. The data story: form swing from 30.0% (2024) to 50.0% (2023).

Corentin Moutet: reliable favourite conversion at 66.7%

Corentin Moutet has played 132 ATP main-draw matches from 2022 to 2026 at a 48.5% overall win rate. The data story: reliable favourite conversion at 66.7%.

Sebastian Korda: hard-court threat with a third-round collapse and a clay floor

Korda has played 170 matches across four seasons with gradual improvement, peaking at 66.7% in 2025. His 76.7% R1 and 70.6% R2 conversion contrast sharply with a 22.2% R3 win rate — a pattern unlike any other in the top-20 dataset.

Denis Shapovalov: Indoors specialist edge (61.3%) vs Grass at 42.9%

Denis Shapovalov has played 175 ATP main-draw matches from 2022 to 2026 at a 52.6% overall win rate. The data story: Indoors specialist edge (61.3%) vs Grass at 42.9%.

Hubert Hurkacz: the big-serving grass threat with a QF ceiling and a Djokovic problem

Hurkacz peaked at 81.8% in 2022 and has declined steadily to 62.5% in 2024 and 60.0% in 2025. His grass win rate (69.6%) and grass-court serve dominance make him a Wimbledon draw threat — but his 0-4 records against Djokovic and Alcaraz and 0-3 against Paul reveal a consistent ceiling.

Holger Rune: the indoor specialist the market misprices on hard courts

Rune has played 230 matches at 64.8% across four seasons. His indoor win rate of 73.7% is one of the highest in the top 20, yet his outdoor hard-court rate of 60.4% sits well below average. Understanding that gap is the key to finding consistent value in his pricing.

Grigor Dimitrov: the 2024 breakout player whose SF wall defines the ceiling

Dimitrov hit 76.9% in 2024 — his best season in the dataset. But behind the headline numbers: a 30.0% SF win rate across 10 appearances and a combined 0-15 record against four specific elite opponents. Here is where to back and fade the Bulgarian veteran.