TennisEdge's AI model finds no betting value in E. Kalieva vs P. Stearns (Memphis (Usa) - Qualification on 2026-07-31) — the market is efficient, with P. Stearns favoured at 1.31.
Independent estimates of who wins, each from a different method. The blend is what the bot prices against the market.
| Method | E. Kalieva | P. Stearns |
|---|---|---|
| Elo ratings-based, surface-weighted |
35.3% | 64.7% |
| Machine learning 29-feature gradient-boosted model |
27.2% | 72.8% |
| Serve / return point-by-point simulation |
55.0% | 45.0% |
| Blend what the bot actually prices off |
35.3% | 64.7% |
| Market implied de-vigged from the opening odds |
27.8% | 72.2% |
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. Kalieva | hard | 1684 | 90–84 | 174 |
| P. Stearns | hard | 1745 | 97–74 | 171 |
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. 1, 2026.
E. Kalieva leads 2–0 over 2 meetings. Full record.
| Date | Event | Surface | Winner | Score |
|---|---|---|---|---|
| July 31, 2026 | Memphis (Usa) - Qualification | hard | E. Kalieva | 2 - 1 |
| July 29, 2022 | W25 Dallas, TX | hard | E. Kalieva | 2 - 1 |
| L | K. Liutova | 2 - 0 | Aug. 1, 2026 |
| W | P. Stearns | 2 - 1 | July 31, 2026 |
| W | Z. Sonmez | 1 - 2 | July 29, 2026 |
| W | K. Sebov | 0 - 2 | July 28, 2026 |
| L | C. Dolehide | 2 - 1 | July 24, 2026 |
| L | G. Ruse | 2 - 0 | Aug. 3, 2026 |
| L | E. Kalieva | 2 - 1 | July 31, 2026 |
| W | T. Prozorova | 0 - 2 | July 30, 2026 |
| W | M. Stoiana | 1 - 2 | July 28, 2026 |
| L | N. Bartunkova | 1 - 2 | June 29, 2026 |
All July 31, 2026 results & picks →
E. Kalieva (A) vs P. Stearns (B) — Memphis Qualification QF, hard
MODELS
ELO A 35.3% | ML A 27.15% | market(Betfair) A ~27.8% (odds 3.6) / B 1.36
ELO is the lone outlier high on A; ML agrees with the exchange. ELO/rank
divergence: A ranked 140 yet ELO makes her 35% vs a #49 — rating carried by
earlier Wimbledon SF / French QF runs that predate her current poor form.
Discount the ELO edge.
RECENT FORM (last 5, most-recent first)
Kalieva (A): 07-29 W v Sonmez(1500) 6-3 7-5 7-5 grind; 07-28 W v Sebov(1500)
6-1 7-6 grind; 07-24 L Dolehide; 07-23 W Cross; 07-22 W Kinoshita. Wins are
ugly grinds over ~1500 qualifiers = UNDER-performing. Shape: FADING.
Stearns (B): 07-30 W v Prozorova(1742) 6-1 6-2 DOM over Strong; 07-28 W v
Stoiana grind; earlier clay/grass mixed. Shape: SHARPENING (DOM vs 1742).
PATH / SHARPNESS
Both 2 matches deep at Memphis = match-sharp. Stearns just DOM'd a Strong
opponent; Kalieva grinding weak fields. Path favours the favourite.
FATIGUE (Step 2 calibration)
Kalieva heavier load (485min/14d, matches_7d 3, back_to_back 3) vs Stearns
167min. But last match 07-29 (2 days rest), no extreme-spot trigger, and
cumulative minutes alone is noise — CONTEXT only, not an edge. Both age 23-24,
baseline recovery. No 3-set-hangover haircut applies (Kalieva's last was 2d
ago, Stearns won a 2-setter yesterday ~neutral).
NARRATIVE
No fresh Final let-down for either in the actionable window. No surface
transition (both on hard, at venue). Stearns lost Eastbourne final 06-21 (old).
ALT MARKETS
Totals 20.5: model over 0.5216 vs effective 2.02 (0.508) = +1.4% edge, below
5% bar. Under negative. Handicap model null — no independent margin read.
AH: A +4.5 @ 2.02 (not staked, no margin thesis).
ML B @ 1.36: min_odds 1.05/0.73 = 1.44 > 1.36 -> auto-PASS (too short).
ML A @ 3.6: only lone stale ELO supports; ML+market+shape all against.
GATES
G1 edge-origin: FAIL — only numeric gap is lone stale ELO (35.3 vs 27.8) on A;
ML agrees with market, and the edge is discounted as farmed rating. No
pre-narrative model-vs-market edge clears 5% on any side/market.
G2 consensus: stake-tier only (no bet).
G3 fatal-risk: n/a (no margin bet).
VERDICT
No market clears its bar with qualitative validation. ELO's high on Kalieva is
stale/farmed and contradicted by her FADING shape vs Stearns SHARPENING; ML and
the exchange agree she is ~27-28%. Stearns is correctly priced but too short to
back (1.36 < min 1.44). Totals edge is ~1.4%, sub-bar. PASS.