Game plan
Louisa Chirico v Venus Williams
Every number combines what Louisa Chirico does well with what Venus Williams allows, each measured against the tour average and shrunk toward it when the sample is thin. Flip perspective
Forecast
Each player's serve and return strength is fitted against every opponent they were charted against, so a record built on weak opponents counts for less. At least one of them is no longer active or has too little charted in the last three seasons, so both are compared on their careers. The result is then nudged by Louisa Chirico's record against Venus Williams's tactical lookalikes and in their charted head-to-heads (lookalikes: −10.1 on serve, −13.5 on return vs expectation (92 points)). A game-by-game Markov chain turns point odds into match odds; the 90% range covers the uncertainty in the two strengths, not the nudges. Charted matches lean toward big events, so treat this as a scouting estimate, not a betting line.
Head to head, per 100 shots
| Career | Louisa | Venus |
|---|---|---|
| Direction choice | −0.13 ±0.14 better than 30% | −0.04 ±0.07 better than 47% |
| Shot selection | +0.09 ±0.19 better than 54% | +0.66 ±0.09 better than 98% |
| Execution | −0.96 ±1.01 better than 19% | −0.28 ±0.26 better than 45% |
Each player's career against an average tour player in the same position, adjusted for opponent strength, with a 90% margin (shots clustered by match). Points left on the table is the gap to the best-value direction for the same stroke, so lower is better. Percentiles are within each player's own tour. A side is highlighted only when the gap is larger than the margin on the difference.
Serve plan
The share of points the server wins when a first serve lands in that direction (hover a rate for its 90% interval; ± is the 90% margin). "Matchup" combines the server's rate with how this returner handles that serve. "Optimal" is the mix that wins most against this returner once they start reading a habit, at the response measured across the tour, and only within the range servers' habits actually vary. The gain over the current mix is how exploitable that mix is.
Louisa Chirico serving
Deuce court
| 1st serve | Now | Louisa wins | v Venus | Matchup | Optimal |
|---|---|---|---|---|---|
| Wide | 42% | 66% | 65% | 65.5%±8.8 | 55% ▲ |
| Body | 29% | 64% | 56% | 62.2%±9.8 | 14% ▼ |
| T | 28% | 68% | 67% | 67.3%±10.3 | 31% ▲ |
Optimal v Venus Williams: +0.6±1.0 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving T every time would read +2.2 per 100 first serves in before the returner adjusts.
Ad court
| 1st serve | Now | Louisa wins | v Venus | Matchup | Optimal |
|---|---|---|---|---|---|
| Wide | 33% | 67% | 64% | 65.4%±9.1 | 32% |
| Body | 26% | 55% | 59% | 58.0%±9.9 | 11% ▼ |
| T | 42% | 65% | 67% | 67.3%±8.5 | 57% ▲ |
Optimal v Venus Williams: +0.7±1.0 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving T every time would read +3.0 per 100 first serves in before the returner adjusts.
Venus Williams serving
Deuce court
| 1st serve | Now | Venus wins | v Louisa | Matchup | Optimal |
|---|---|---|---|---|---|
| Wide | 36% | 68% | 69% | 70.6%±8.7 | 51% ▲ |
| Body | 28% | 62% | 57% | 62.1%±10.0 | 13% ▼ |
| T | 36% | 71% | 62% | 64.8%±9.6 | 36% |
Optimal v Louisa Chirico: +0.9±1.0 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving wide every time would read +4.5 per 100 first serves in before the returner adjusts.
Ad court
| 1st serve | Now | Venus wins | v Louisa | Matchup | Optimal |
|---|---|---|---|---|---|
| Wide | 28% | 72% | 58% | 65.2%±9.0 | 28% |
| Body | 33% | 61% | 56% | 60.4%±10.7 | 18% ▼ |
| T | 39% | 64% | 72% | 71.2%±9.1 | 54% ▲ |
Optimal v Louisa Chirico: +0.7±1.0 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving T every time would read +5.3 per 100 first serves in before the returner adjusts.
Return plan
Value of each return, in points per 100 returns against an average return of the same serve (direction, court, surface): the tour's result with that return, the returner's own edge with it, and what this server gives up when it comes back to that side. Returns with no charted direction are left out, so values compare with each other rather than with zero. Depth isn't a choice here: missed returns have no depth. Serve quality isn't charted, so a block through the middle partly reflects the serve that forced it.
Louisa Chirico returning
1st serve to the forehand
| Return | Now | Tour | Own | v Venus | Value |
|---|---|---|---|---|---|
| FH through the middle | 65% | +4.2 | −1.2 | −1.7 | +1.3±2.5 |
| FH crosscourt | 17% | +5.3 | −2.1 | −2.7 | +0.5±3.2 |
| FH down the line | 12% | +1.5 | +0.8 | −1.3 | +1.0±3.3 |
| FH slice through the middle | 6% | −6.7 | −0.3 | −1.6 | −8.7±2.0 |
Lean FH through the middle: +0.8±1.1 per 100 returns v the current mix (83 returns charted, inside the 90% margin)
1st serve to the backhand
| Return | Now | Tour | Own | v Venus | Value |
|---|---|---|---|---|---|
| BH through the middle | 52% | +6.0 | −1.3 | −2.1 | +2.6±2.3 |
| BH crosscourt | 20% | +7.7 | +0.5 | −0.3 | +7.9±2.9 |
| BH down the line | 12% | +2.2 | −0.2 | −3.9 | −1.9±3.4 |
| BH slice through the middle | 10% | −6.2 | +0.3 | −1.5 | −7.5±2.2 |
| BH slice crosscourt | 6% | −4.2 | −0.8 | −2.4 | −7.4±2.5 |
Lean BH crosscourt: +6.4±2.7 per 100 returns v the current mix (90 returns charted)
2nd serve to the backhand
| Return | Now | Tour | Own | v Venus | Value |
|---|---|---|---|---|---|
| BH crosscourt | 47% | +1.5 | +0.3 | +2.8 | +4.6±3.2 |
| BH through the middle | 38% | −2.6 | +1.1 | +0.8 | −0.7±2.3 |
| FH through the middle | 15% | −2.7 | −0.3 | −0.5 | −3.4±1.8 |
Lean BH crosscourt: +3.2±1.9 per 100 returns v the current mix (66 returns charted)
Venus Williams returning
1st serve to the forehand
| Return | Now | Tour | Own | v Louisa | Value |
|---|---|---|---|---|---|
| FH through the middle | 57% | +4.2 | −1.7 | −3.6 | −1.2±2.4 |
| FH crosscourt | 23% | +5.3 | −2.5 | −3.9 | −1.2±3.5 |
| FH down the line | 18% | +1.5 | +0.8 | −0.9 | +1.5±3.9 |
| BH through the middle | 1% | +5.2 | +0.4 | −0.9 | +4.7±2.7 |
| BH inside-in | 0% | +7.3 | +0.9 | +0.4 | +8.6±2.9 |
Lean BH through the middle: +5.3±3.2 per 100 returns v the current mix (1680 returns charted)
1st serve to the backhand
| Return | Now | Tour | Own | v Louisa | Value |
|---|---|---|---|---|---|
| BH through the middle | 54% | +6.0 | −0.4 | −0.9 | +4.7±2.3 |
| BH crosscourt | 24% | +7.7 | +1.3 | +0.4 | +9.4±3.0 |
| BH down the line | 14% | +2.2 | +1.4 | −4.6 | −1.0±4.1 |
| BH slice through the middle | 3% | −6.2 | −0.2 | −0.2 | −6.6±2.5 |
| BH slice crosscourt | 2% | −4.2 | −2.5 | +0.3 | −6.4±2.4 |
Lean BH crosscourt: +5.2±2.7 per 100 returns v the current mix (1311 returns charted)
2nd serve to the forehand
| Return | Now | Tour | Own | v Louisa | Value |
|---|---|---|---|---|---|
| FH through the middle | 49% | −3.2 | ±0.0 | −0.2 | −3.4±2.7 |
| FH crosscourt | 24% | +0.5 | −1.3 | +0.7 | ±0.0±4.2 |
| FH down the line | 23% | −0.6 | +0.4 | −3.0 | −3.2±4.7 |
| BH through the middle | 3% | −1.0 | −1.6 | −0.1 | −2.7±2.3 |
| BH inside-in | 1% | +2.0 | +1.3 | +2.2 | +5.5±3.2 |
Lean FH crosscourt: +2.4±3.6 per 100 returns v the current mix (554 returns charted, inside the 90% margin)
2nd serve to the backhand
| Return | Now | Tour | Own | v Louisa | Value |
|---|---|---|---|---|---|
| BH crosscourt | 43% | +1.5 | −1.1 | +2.2 | +2.6±3.1 |
| BH through the middle | 41% | −2.6 | −2.3 | −0.1 | −5.0±2.5 |
| BH down the line | 15% | −0.5 | +4.3 | −1.2 | +2.6±4.9 |
Lean BH down the line: +3.2±4.5 per 100 returns v the current mix (596 returns charted, inside the 90% margin)
Rally plan
Edge, in points per 100 shots: the hitter's skill with the shot (own) plus how much the receiver usually gives up against it (theirs), both measured against the tour average on hard. Each player's hard record is shrunk toward their all-surface one, so a thin sample on it moves the numbers only a little.
Louisa Chirico
Favour
| Shot | Edge | Own | Theirs |
|---|---|---|---|
| BH to their backhand · rally | +2.2±3.4 | +0.9 | +1.3 |
| FH to the middle · rally | +2.1±2.9 | +1.3 | +0.8 |
| FH to their forehand · serve +1 | +1.5±4.8 | +2.7 | −1.2 |
| BH to the middle · rally | +0.8±2.8 | +0.9 | −0.1 |
| BH to their forehand · rally | +0.7±5.4 | +0.2 | +0.6 |
| FH to their backhand · rally | +0.5±4.5 | +1.4 | −0.9 |
Avoid
| Shot | Edge | Own | Theirs |
|---|---|---|---|
| FH to the middle · return | −5.8±3.1 | −4.2 | −1.6 |
| FH to their forehand · rally | −1.2±3.8 | −2.4 | +1.2 |
| BH to the middle · return | −1.1±3.0 | −0.4 | −0.8 |
| FH to their backhand · serve +1 | −0.9±5.0 | −1.4 | +0.5 |
| FH to their backhand · rally | +0.5±4.5 | +1.4 | −0.9 |
Venus Williams
Favour
| Shot | Edge | Own | Theirs |
|---|---|---|---|
| FH to their backhand · serve +1 | +4.8±4.9 | +0.9 | +3.9 |
| FH to the middle · rally | −0.6±3.0 | −1.0 | +0.4 |
| FH to their forehand · rally | −1.6±3.7 | −0.7 | −0.9 |
| BH to their backhand · rally | −1.8±3.6 | +0.4 | −2.2 |
| BH to the middle · return | −2.4±3.0 | −2.1 | −0.4 |
| BH to the middle · rally | −3.1±2.7 | −1.1 | −2.1 |
Avoid
| Shot | Edge | Own | Theirs |
|---|---|---|---|
| FH to the middle · return | −4.3±3.2 | −1.8 | −2.5 |
| FH to their backhand · rally | −3.8±4.3 | −1.0 | −2.8 |
| BH to the middle · rally | −3.1±2.7 | −1.1 | −2.1 |
| BH to the middle · return | −2.4±3.0 | −2.1 | −0.4 |
| BH to their backhand · rally | −1.8±3.6 | +0.4 | −2.2 |
Against Venus Williams-like opponents
| Louisa Chirico v | Matches | Serve pts won | Return pts won |
|---|---|---|---|
| All charted opponents | – | 57.5% | 45.7% |
| Players most similar to Venus Williams | 1 | 45.7% | 30.4% |
Similar by tactical fingerprint: Coco Gauff, Iga Swiatek, Elise Mertens, Anastasia Pavlyuchenkova, Veronika Kudermetova, Eugenie Bouchard, Simona Halep, Maria Sharapova, Lindsay Davenport. When two players have rarely met, their records against these lookalikes fill the gap.