Game plan

Anastasia Pavlyuchenkova v Linda Noskova

Every number combines what Anastasia Pavlyuchenkova does well with what Linda Noskova allows, each measured against the tour average and shrunk toward it when the sample is thin. Flip perspective

Forecast

Anastasia Pavlyuchenkova wins, best of 3 28%90%: 15%–44% · best of 5: 23%

Serve points won 57.0% / 61.6% Anastasia / Linda · tour 56.4%

Strengths only, no similarity priors 25%serve 56.9% / 62.1%

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 At least one of them is no longer active or has too little charted in the last three seasons, so both are compared on their careers.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 Anastasia Pavlyuchenkova's record against Linda Noskova's tactical lookalikes and in their charted head-to-heads (lookalikes: +0.8 on serve, +4.8 on return vs expectation (387 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	Anastasia	Linda
Direction choice	+0.01 ±0.08 better than 55%	+0.14 ±0.05 better than 79%
Shot selection	+0.45 ±0.08 better than 92%	−0.07 ±0.09 better than 39%
Execution	−1.55 ±0.63 better than 10%	+0.02 ±0.49 better than 62%
Points left on the table	2.57 ±0.11 lower than 55%	2.63 ±0.08 lower than 47%

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.

Structural compatibility

Expected edge per 100 rally shots from style alone: Anastasia Pavlyuchenkova −1.24, Linda Noskova +0.26. Each player's shot mix weighted by their own skill with each shot and by how much the other gives up against it. This is why some rankings gaps don't hold in a given matchup.

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.

Anastasia Pavlyuchenkova serving

Deuce court

1st serve	Now	Anastasia wins	v Linda	Matchup	Optimal
Wide	40%	65%	65%	63.9%±5.5	55% ▲
Body	19%	53%	57%	52.7%±7.5	4% ▼
T	40%	65%	74%	71.2%±5.7	41%

Optimal v Linda Noskova: +0.8±0.9 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving T every time would read +6.5 per 100 first serves in before the returner adjusts.

Ad court

1st serve	Now	Anastasia wins	v Linda	Matchup	Optimal
Wide	45%	65%	70%	69.3%±5.7	60% ▲
Body	20%	59%	58%	61.4%±7.9	5% ▼
T	36%	59%	66%	61.1%±6.3	35%

Optimal v Linda Noskova: +0.3±0.9 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.

Linda Noskova serving

Deuce court

1st serve	Now	Linda wins	v Anastasia	Matchup	Optimal
Wide	39%	70%	65%	69.1%±5.1	55% ▲
Body	10%	57%	65%	64.9%±8.2	0% ▼
T	50%	73%	75%	79.5%±4.6	45% ▼

Optimal v Anastasia Pavlyuchenkova: +0.8±0.8 per 100 first serves (faults included) over the current mix. Serving T every time would read +5.6 per 100 first serves in before the returner adjusts.

Ad court

1st serve	Now	Linda wins	v Anastasia	Matchup	Optimal
Wide	49%	72%	72%	77.7%±4.7	64% ▲
Body	8%	52%	59%	55.3%±9.7	0% ▼
T	42%	68%	65%	68.8%±5.7	36% ▼

Optimal v Anastasia Pavlyuchenkova: +1.0±0.8 per 100 first serves (faults included) over the current mix. Serving wide every time would read +5.7 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.

Anastasia Pavlyuchenkova returning

1st serve to the forehand

Return	Now	Tour	Own	v Linda	Value
FH through the middle	41%	+4.2	−1.4	+0.6	+3.4±2.3
FH crosscourt	27%	+5.3	−1.7	−0.5	+3.2±3.8
FH down the line	19%	+1.5	−0.5	−1.1	±0.0±4.3
FH slice through the middle	6%	−6.7	−0.7	−0.3	−7.7±2.4
FH slice down the line	4%	−10.5	−0.7	−0.9	−12.1±3.2

Lean FH through the middle: +2.3±1.9 per 100 returns v the current mix (467 returns charted)

1st serve to the backhand

Return	Now	Tour	Own	v Linda	Value
BH through the middle	46%	+6.0	+0.2	−0.4	+5.9±2.2
BH crosscourt	30%	+7.7	−1.8	−0.6	+5.4±3.2
BH down the line	12%	+2.2	+0.2	+4.4	+6.7±4.5
BH slice through the middle	5%	−6.2	−0.9	−0.6	−7.7±2.4
BH slice down the line	4%	−12.5	−0.5	−2.5	−15.5±3.3

Lean BH down the line: +2.8±4.2 per 100 returns v the current mix (398 returns charted, inside the 90% margin)

2nd serve to the forehand

Return	Now	Tour	Own	v Linda	Value
FH crosscourt	39%	+0.5	−3.3	−3.6	−6.3±4.3
FH down the line	32%	−0.6	−3.0	−2.2	−5.8±5.2
FH through the middle	29%	−3.2	−1.9	−1.3	−6.4±2.8

Lean FH down the line: +0.4±4.0 per 100 returns v the current mix (137 returns charted, inside the 90% margin)

2nd serve to the backhand

Return	Now	Tour	Own	v Linda	Value
BH through the middle	44%	−2.6	−0.4	+0.9	−2.1±2.3
BH crosscourt	37%	+1.5	+0.2	−1.9	−0.2±3.3
BH down the line	16%	−0.5	−0.4	−1.2	−2.1±5.0
FH inside-in	3%	+0.7	+1.3	−3.6	−1.5±3.7

Lean BH crosscourt: +1.1±2.4 per 100 returns v the current mix (230 returns charted, inside the 90% margin)

Linda Noskova returning

1st serve to the forehand

Return	Now	Tour	Own	v Anastasia	Value
FH through the middle	40%	+4.2	+2.7	−2.1	+4.7±2.3
FH down the line	19%	+1.5	±0.0	−3.0	−1.5±4.3
FH crosscourt	16%	+5.3	+0.3	+0.5	+6.1±4.0
FH slice through the middle	15%	−6.7	+1.2	−0.5	−6.1±2.5
FH slice crosscourt	8%	−6.6	−0.6	+2.1	−5.2±2.8

Lean FH crosscourt: +5.1±3.6 per 100 returns v the current mix (714 returns charted)

1st serve to the backhand

Return	Now	Tour	Own	v Anastasia	Value
BH through the middle	41%	+6.0	−0.9	−1.1	+4.0±2.1
BH crosscourt	25%	+7.7	−0.7	−0.3	+6.7±3.2
BH down the line	12%	+2.2	−3.7	−0.2	−1.7±4.5
BH slice through the middle	11%	−6.2	−1.3	+1.3	−6.3±2.5
BH slice crosscourt	8%	−4.2	−1.9	−0.3	−6.4±2.6

Lean BH crosscourt: +5.3±2.6 per 100 returns v the current mix (631 returns charted)

2nd serve to the forehand

Return	Now	Tour	Own	v Anastasia	Value
FH through the middle	44%	−3.2	−2.0	−0.5	−5.8±2.9
FH crosscourt	27%	+0.5	+0.3	+0.6	+1.5±4.4
FH down the line	25%	−0.6	−5.0	−2.6	−8.1±5.2
FH slice crosscourt	4%	−14.9	−0.6	−1.2	−16.6±1.8

Lean FH crosscourt: +6.2±3.7 per 100 returns v the current mix (197 returns charted)

2nd serve to the backhand

Return	Now	Tour	Own	v Anastasia	Value
BH crosscourt	39%	+1.5	−1.9	−0.7	−1.1±3.2
BH through the middle	32%	−2.6	+0.9	−0.8	−2.4±2.4
BH down the line	26%	−0.5	+2.2	−1.9	−0.2±5.1
FH through the middle	3%	−2.7	−0.6	−0.5	−3.8±2.2

Lean BH down the line: +1.2±4.1 per 100 returns v the current mix (338 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.

Anastasia Pavlyuchenkova

Favour

Shot	Edge	Own	Theirs
BH to their forehand · return +1	+5.0±6.0	+0.7	+4.3
FH to their forehand · return +1	+4.4±4.2	−0.1	+4.6
FH to their forehand · serve +1	+3.5±3.6	+0.1	+3.4
FH to their backhand · rally	+3.1±3.4	−0.3	+3.4
BH to their backhand · return +1	+2.2±4.0	+0.2	+2.0
FH to their backhand · serve +1	+1.8±3.9	−0.3	+2.1

Avoid

Shot	Edge	Own	Theirs
FH to their backhand · return	−7.9±4.8	−5.1	−2.7
BH to their forehand · rally	−7.3±4.8	−3.5	−3.8
FH to their forehand · return	−6.4±4.1	−3.7	−2.7
BH to their forehand · serve +1	−5.2±5.6	−5.5	+0.3
FH to the middle · return +1	−5.2±3.3	−3.6	−1.5

Linda Noskova

Favour

Shot	Edge	Own	Theirs
BH to their forehand · serve +1	+7.9±5.5	+2.3	+5.5
FH to their backhand · return +1	+5.0±5.3	+3.6	+1.4
FH to their forehand · return +1	+4.7±4.2	+2.2	+2.5
BH to their backhand · rally	+4.6±2.9	+2.3	+2.3
FH to their forehand · rally	+4.3±2.8	+2.0	+2.2
FH to their backhand · serve +1	+4.0±4.1	+1.6	+2.4

Avoid

Shot	Edge	Own	Theirs
FH to their backhand · return	−8.1±4.7	−3.8	−4.3
BH to their forehand · return +1	−5.4±6.2	−6.0	+0.6
FH to the middle · serve +1	−3.2±2.7	−1.5	−1.8
BH to their backhand · return	−2.8±3.0	−2.8	±0.0
BH to their forehand · return	−2.2±4.8	+0.2	−2.3

Against Linda Noskova-like opponents

Anastasia Pavlyuchenkova v	Matches	Serve pts won	Return pts won
All charted opponents	–	53.7%	39.9%
Players most similar to Linda Noskova	2	56.4%	44.9%

Similar by tactical fingerprint: Barbora Krejcikova, Clara Tauson, Viktoria Hruncakova, Sofia Kenin, Aliaksandra Sasnovich, Veronika Kudermetova, Petra Kvitova, Sabine Lisicki, Johanna Konta. When two players have rarely met, their records against these lookalikes fill the gap.