M. Kostyuk vs T. Townsend — prediction
Slow court, high bounce: longer points, rewards whoever holds up from the baseline.
Warm: the ball flies a little more and fitness counts.
Dry air: the ball travels normally.
Light wind: no noticeable effect.
High altitude: thin air, faster ball and longer bounce.
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: #10 vs #98 (better ranked)
›Head-to-head: 2-0 in favor
›Solid on Clay: 64% career on the surface
›Recent form: 7/10 in recent matches
›Match-sharp: 3 matches in the last 2 weeks
›More rested: 10d vs opponent's 2d
The model makes M. Kostyuk the favorite with a 78% win probability, against T. Townsend's 22% — a conviction read: the model sees the match clearly leaning one way. Converted to odds, that probability is worth about @1.28; the offered odds are around @1.33 (a 75% implied), slightly above the market, so the model is a touch more optimistic.
Several factors explain the number: #10 vs #98 (better ranked); 2-0 in favor; 64% career on the surface; 7/10 in recent matches.
Read it with perspective. Our probability is calibrated — when the model says 78%, 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 22 out of every 100 times Townsend 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. This is informational analysis, not a betting recommendation. 18+ · play responsibly.