TennisEdge's AI model finds no betting value in E. Jones vs M. Sawangkaew (Vancouver on 2026-07-30) — the market is efficient, with M. Sawangkaew favoured at 1.73.
Independent estimates of who wins, each from a different method. The blend is what the bot prices against the market.
| Method | E. Jones | M. Sawangkaew |
|---|---|---|
| Elo ratings-based, surface-weighted |
53.3% | 46.7% |
| Machine learning 29-feature gradient-boosted model |
43.8% | 56.2% |
| Serve / return point-by-point simulation |
44.4% | 55.6% |
| Blend what the bot actually prices off |
53.3% | 46.7% |
| Market implied de-vigged from the opening odds |
46.8% | 53.2% |
We publish how well these score against the closing market, including where they lose: how accurate are tennis predictions?
| Player | Surface | Elo | Record | Matches |
|---|---|---|---|---|
| E. Jones | hard | 1735 | 90–45 | 135 |
| M. Sawangkaew | hard | 1718 | 145–79 | 224 |
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 Aug. 3, 2026.
M. Sawangkaew leads 2–0 over 2 meetings. Full record.
| Date | Event | Surface | Winner | Score |
|---|---|---|---|---|
| July 30, 2026 | Vancouver | hard | M. Sawangkaew | 2 - 0 |
| May 3, 2026 | W100 Gifu | hard | M. Sawangkaew | 2 - 0 |
| L | L. Tararudee | 0 - 2 | Aug. 3, 2026 |
| W | V. Lepchenko | 1 - 2 | Aug. 1, 2026 |
| L | M. Sawangkaew | 0 - 2 | July 30, 2026 |
| W | M. Brengle | 2 - 1 | July 30, 2026 |
| W | C. Zhao | 2 - 1 | July 28, 2026 |
| L | R. Sramkova | 0 - 2 | Aug. 1, 2026 |
| L | T. Preston | 2 - 1 | July 31, 2026 |
| W | E. Jones | 0 - 2 | July 30, 2026 |
| W | N. Hibino | 1 - 2 | July 29, 2026 |
| W | E. S. Liang | 0 - 2 | July 28, 2026 |
All July 30, 2026 results & picks →
E. Jones (A, 18, #147) vs M. Sawangkaew (B, 24, #175) - Vancouver, hard, Quarter-finals
MODELS
ELO A 53.3% | ML A 43.8% | model(=ELO) A 53.3%
Book odds A 1.97 / B 1.73 | Betfair ML A 2.20 / B 1.72 (exchange favors B ~57%)
ELO and ML DISAGREE on the favourite: ELO backs Jones, ML backs Sawangkaew.
ML + exchange price agree on Sawangkaew; ELO is the lone outlier.
ELO/RANK SANITY
Jones ranked #147 (above Sawangkaew #175), only 18yo -> ELO likely inflated by
ranking/junior pathway and is CONTRADICTED by the recent on-surface H2H loss.
Discount the ELO edge; do not lead with it.
RECENT FORM (last 5 each, hard/current event weighted)
Jones (A): 07-30 W Brengle(1562) 4-6 6-0 6-2 GRIND; 07-28 W Zhao(1461,Weak) 6-3 4-6 6-4
GRIND vs weak = UNDER-performing shape; 07-22 L Akli(1500); grass block earlier mixed.
Path: 2 matches deep at Vancouver, match-sharp on hard but winning ugly.
Sawangkaew (B): 07-29 W Hibino(1589) 3set; 07-28 W Liang(1632) 2set; strong Newport/grass
run. Path: 2 matches deep at Vancouver, beat stronger fields (1632,1589) than Jones did.
H2H (hard, recent - hard independent evidence)
W100 Gifu Final 2026-05-03 (hard): Sawangkaew d. Jones 7-6 6-3. On-surface, ~3 months
ago, in a final. Supports the ML/market read, contradicts the ELO.
FATIGUE (Step 2 calibration)
Jones won a 3-SET match 07-30 (day before the QF) -> calibrated -4.5pp haircut, SOFTENED
for age 18 (recovers fast). Pushes A below ELO's 53% toward ML's ~44%.
Sawangkaew won a 3-setter 07-29 (2 days prior) ~neutral; high cumulative load (b2b 3,
4 matches/7d) = context only, not an edge. Age 24 baseline.
Net: fatigue further erodes the A case; it is not usable to manufacture a B bet.
NARRATIVE / SURFACE
Both on hard now; recent history mixed surfaces but current-event form is on-surface.
No usable let-down/motivation signal.
PRICING (executable = Betfair, 5% commission)
A @2.20: edge +6.6% ONLY at ELO 53.3%; at credible ML 43.8% edge = -3.0%; at ~47% ~0.
B @1.72 (implied ~59%): edge -1 to -3% at any realistic B prob (56-58%) -> market
already prices Sawangkaew; no value.
Handicap A +1.5 @2.02 (model cover 0.517): edge +0.9% -> below bar.
Total Over 21.0 @1.96 (model over ~0.53): edge +0.6% -> below bar.
AH: A +1.5 @ 2.02 (not staked - no dog ML at >=3.0, shadow N/A)
GATES
G1 edge-origin: FAIL - the only positive numeric edge (A +6.6%) rests entirely on an
inflated/suspect ELO; stripped to ML/market-credible prob and after the 3-set haircut
it is ~0 or negative. No credible model-market disagreement survives.
G2 consensus: n/a (stake-tier only) - ML+market+H2H consensus on Sawangkaew.
G3 fatal-risk: n/a (no bet; would be ML anyway).
VERDICT: PASS. The apparent Jones value is a mirage of an inflated ELO that ML, the
exchange price, and a recent hard-court H2H loss all contradict. Sawangkaew is fairly
priced with no exchange edge. Alt markets are ~1% edges. No stakeable edge -> PASS.