TennisEdge's AI model finds no betting value in C. Tauson vs D. Shnaider (Bad Homburg on 2026-06-22) — the market is efficient, with D. Shnaider favoured at 1.44.
Independent estimates of who wins, each from a different method. The blend is what the bot prices against the market.
| Method | C. Tauson | D. Shnaider |
|---|---|---|
| Elo ratings-based, surface-weighted |
39.0% | 61.0% |
| Machine learning 29-feature gradient-boosted model |
48.4% | 51.6% |
| Blend what the bot actually prices off |
43.7% | 56.3% |
| Market implied de-vigged from the opening odds |
34.4% | 65.6% |
We publish how well these score against the closing market, including where they lose: how accurate are tennis predictions?
| Player | Surface | Elo | Record | Matches |
|---|---|---|---|---|
| C. Tauson | hard | 1788 | 141–74 | 215 |
| D. Shnaider | hard | 1841 | 98–62 | 160 |
Our own ratings, computed from match results since 2018. Players with fewer than 5 rated matches are omitted rather than shown at a provisional starting value. Last updated July 14, 2026.
Level at 1–1 over 2 meetings. Full record.
| Date | Event | Surface | Winner | Score |
|---|---|---|---|---|
| June 22, 2026 | Bad Homburg | grass | C. Tauson | 2 - 0 |
| Aug. 29, 2024 | WTA US Open | hard | D. Shnaider | 2 - 0 |
| L | E. Cocciaretto | 2 - 1 | July 27, 2026 |
| L | B. Krejcikova | 1 - 2 | July 18, 2026 |
| W | S. Bejlek | 2 - 0 | July 17, 2026 |
| W | M. Tona | 2 - 0 | July 16, 2026 |
| W | N. Hibino | 2 - 0 | July 14, 2026 |
| L | J. Pegula | 2 - 0 | Aug. 1, 2026 |
| W | L. Samsonova | 2 - 0 | July 31, 2026 |
| W | A. Potapova | 2 - 0 | July 30, 2026 |
| L | L. Samsonova | 1 - 2 | July 2, 2026 |
| W | E. Lys | 2 - 0 | June 30, 2026 |
All June 22, 2026 results & picks →
The mathematical consensus suggests a 6.8% edge on Tauson, driven primarily by an aggressive ML model prediction (48.4%). However, this is contradicted by the statistical validation data showing a massive 238-point Grass ELO gap in Shnaider's favor, implying a win probability closer to 80% for the favorite. Tauson's recent 0-2 form and inferior movement on grass further support the market's stance. We override the model's value signal as the surface-specific data indicates the market is efficient and the ML model is likely undervaluing the surface specialization.