C. Liu vs P. Iatcenko — prediction
Consistent bounce, medium-fast: neutral conditions, no style favored.
Warm: the ball flies a little more and fitness counts.
Very humid air: the ball gets heavy and points stretch out.
Light wind: no noticeable effect.
Surface feeds the model (surface specialization is one of its factors). Weather and altitude are context we publish for you — they do NOT move the probability.
›Ranking: #116 vs #154 (better ranked)
›Recent form: 4/10 in recent matches
!Returning from a long layoff (28d) — possible rustiness
The model makes C. Liu the favorite with a 66% win probability, against P. Iatcenko's 34% — a solid favorite, though Iatcenko keeps real chances. Converted to odds, that probability is worth about @1.53; the offered odds are around @1.45 (a 69% implied), slightly below the market, so the model is a touch more cautious.
Several factors explain the number: #116 vs #154 (better ranked); 4/10 in recent matches.
Read it with perspective. Our probability is calibrated — when the model says 66%, that outcome happens roughly that percentage of the time, with ~64% out-of-sample accuracy — but being the favorite is not being the winner: roughly 34 out of every 100 times Iatcenko wins. The model also tends to agree with the market, so the odds already capture almost all the edge: don't take it as a sure value. Watch out for: Returning from a long layoff (28d) — possible rustiness. This is informational analysis, not a betting recommendation. 18+ · play responsibly.