Game plan

Karolina Muchova v Daniela Hantuchova

Every number combines what Karolina Muchova does well with what Daniela Hantuchova allows, each measured against the tour average and shrunk toward it when the sample is thin. Flip perspective

Forecast

Karolina Muchova wins, best of 3 71%90%: 52%–86% · best of 5: 76%

Serve points won 61.0% / 56.8% Karolina / Daniela · tour 56.4%

Strengths only, no similarity priors 75%serve 61.8% / 56.5%

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 At least one of them is no longer active or has too little charted in the last three seasons, so both are compared on their careers.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 Karolina Muchova's record against Daniela Hantuchova's tactical lookalikes and in their charted head-to-heads (lookalikes: −3.2 on serve, −1.1 on return vs expectation (842 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	Karolina	Daniela
Direction choice	−0.01 ±0.05 better than 52%	+0.36 ±0.08 better than 97%
Shot selection	−0.17 ±0.09 better than 30%	+0.10 ±0.14 better than 55%
Execution	+0.22 ±0.28 better than 70%	+0.31 ±0.66 better than 73%
Points left on the table	2.88 ±0.08 lower than 18%	2.27 ±0.10 lower than 87%

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.

Karolina Muchova serving

Deuce court

1st serve	Now	Karolina wins	v Daniela	Matchup	Optimal
Wide	40%	68%	67%	69.0%±6.2	40%
Body	22%	58%	57%	58.0%±8.3	7% ▼
T	38%	74%	76%	81.5%±5.2	53% ▲

Optimal v Daniela Hantuchova: +1.4±0.9 per 100 first serves (faults included) over the current mix. Serving T every time would read +10.1 per 100 first serves in before the returner adjusts.

Ad court

1st serve	Now	Karolina wins	v Daniela	Matchup	Optimal
Wide	48%	68%	68%	71.1%±6.2	63% ▲
Body	14%	57%	56%	56.8%±9.9	0% ▼
T	39%	67%	61%	64.0%±6.7	37% ▼

Optimal v Daniela Hantuchova: +0.9±0.9 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving wide every time would read +4.7 per 100 first serves in before the returner adjusts.

Daniela Hantuchova serving

Deuce court

1st serve	Now	Daniela wins	v Karolina	Matchup	Optimal
Wide	49%	70%	65%	69.2%±5.8	64% ▲
Body	13%	54%	58%	54.5%±9.9	0% ▼
T	39%	60%	69%	60.7%±6.9	36% ▼

Optimal v Karolina Muchova: +0.6±0.9 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving wide every time would read +5.1 per 100 first serves in before the returner adjusts.

Ad court

1st serve	Now	Daniela wins	v Karolina	Matchup	Optimal
Wide	47%	70%	66%	70.6%±5.8	62% ▲
Body	9%	53%	54%	50.2%±11.1	0% ▼
T	43%	63%	64%	61.9%±6.7	38% ▼

Optimal v Karolina Muchova: +0.9±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.

Karolina Muchova returning

1st serve to the forehand

Return	Now	Tour	Own	v Daniela	Value
FH through the middle	41%	+4.2	+1.1	−0.2	+5.1±2.4
FH slice through the middle	18%	−6.7	+3.0	+0.2	−3.5±2.2
FH crosscourt	15%	+5.3	−0.7	−2.0	+2.6±4.0
FH down the line	14%	+1.5	−2.9	−0.4	−1.7±4.3
FH slice crosscourt	9%	−6.6	+2.2	+1.2	−3.2±2.3

Lean FH through the middle: +4.1±1.7 per 100 returns v the current mix (1182 returns charted)

1st serve to the backhand

Return	Now	Tour	Own	v Daniela	Value
BH through the middle	46%	+6.0	−0.4	+1.9	+7.5±2.1
BH crosscourt	20%	+7.7	+0.9	−1.7	+6.9±3.2
BH slice through the middle	14%	−6.2	+0.2	−0.8	−6.9±2.4
BH down the line	12%	+2.2	−1.2	−3.3	−2.3±4.4
BH slice crosscourt	5%	−4.2	−0.8	−1.6	−6.6±2.6

Lean BH through the middle: +4.6±1.5 per 100 returns v the current mix (1188 returns charted)

2nd serve to the forehand

Return	Now	Tour	Own	v Daniela	Value
FH through the middle	43%	−3.2	−1.4	+1.3	−3.3±3.0
FH crosscourt	28%	+0.5	−0.4	+1.2	+1.4±4.3
FH down the line	21%	−0.6	−1.9	+3.3	+0.8±5.2
FH slice through the middle	5%	−15.2	+0.1	±0.0	−15.1±1.5
FH slice crosscourt	3%	−14.9	+1.3	±0.0	−13.6±1.3

Lean FH crosscourt: +3.4±3.5 per 100 returns v the current mix (247 returns charted, inside the 90% margin)

2nd serve to the backhand

Return	Now	Tour	Own	v Daniela	Value
BH through the middle	40%	−2.6	+1.0	+0.6	−1.0±2.3
BH crosscourt	31%	+1.5	−0.4	±0.0	+1.1±3.3
BH down the line	20%	−0.5	−0.3	+2.2	+1.4±5.1
FH inside-in	5%	+0.7	−1.9	+1.2	+0.1±4.5
FH through the middle	3%	−2.7	+1.7	+1.3	+0.3±2.5

Lean BH down the line: +1.1±4.3 per 100 returns v the current mix (582 returns charted, inside the 90% margin)

Daniela Hantuchova returning

1st serve to the forehand

Return	Now	Tour	Own	v Karolina	Value
FH through the middle	34%	+4.2	−1.1	−0.1	+3.0±2.5
FH crosscourt	32%	+5.3	+2.2	−1.4	+6.1±3.9
FH down the line	27%	+1.5	−1.4	−0.7	−0.6±4.1
FH slice through the middle	7%	−6.7	+0.5	−1.7	−7.9±2.2

Lean FH crosscourt: +3.8±3.0 per 100 returns v the current mix (246 returns charted)

1st serve to the backhand

Return	Now	Tour	Own	v Karolina	Value
BH through the middle	33%	+6.0	+0.5	+0.1	+6.6±2.3
BH slice through the middle	24%	−6.2	+0.8	−1.1	−6.5±2.5
BH crosscourt	18%	+7.7	+0.2	+0.3	+8.3±3.0
BH down the line	10%	+2.2	+1.3	+0.2	+3.7±3.9
BH slice crosscourt	10%	−4.2	−2.6	−2.1	−8.8±2.9

Lean BH crosscourt: +7.5±2.7 per 100 returns v the current mix (188 returns charted)

2nd serve to the forehand

Return	Now	Tour	Own	v Karolina	Value
FH crosscourt	39%	+0.5	+0.9	−3.9	−2.5±4.0
FH through the middle	39%	−3.2	+0.8	+0.5	−1.8±2.6
FH down the line	22%	−0.6	−1.1	−1.0	−2.7±4.6

Lean FH through the middle: +0.4±2.4 per 100 returns v the current mix (105 returns charted, inside the 90% margin)

2nd serve to the backhand

Return	Now	Tour	Own	v Karolina	Value
BH crosscourt	47%	+1.5	+1.5	−1.3	+1.7±3.1
BH through the middle	43%	−2.6	−0.5	−0.7	−3.8±2.3
BH down the line	10%	−0.5	−0.1	−2.0	−2.7±4.3

Lean BH crosscourt: +2.8±2.0 per 100 returns v the current mix (110 returns charted)

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.

Karolina Muchova

Favour

Shot	Edge	Own	Theirs
FH to their backhand · serve +1	+8.8±4.3	+3.2	+5.7
BH to their forehand · rally	+2.3±4.7	+0.6	+1.7
FH to their forehand · serve +1	+1.8±4.1	+0.2	+1.6
FH to their forehand · return +1	+1.5±4.3	−1.7	+3.2
BH to the middle · return	+0.8±2.1	+0.2	+0.7
FH to the middle · return	+0.8±2.5	+0.8	±0.0

Avoid

Shot	Edge	Own	Theirs
BH to their forehand · return +1	−3.4±6.1	−4.0	+0.6
FH to their forehand · return	−3.1±4.9	−1.1	−2.1
FH to the middle · return +1	−2.8±3.4	−1.2	−1.6
BH to their backhand · return	−2.7±3.3	−0.6	−2.0
BH to their forehand · return	−2.5±5.0	−1.5	−1.0

Daniela Hantuchova

Favour

Shot	Edge	Own	Theirs
BH to their backhand · serve +1	+2.3±3.7	+1.8	+0.5
FH to the middle · serve +1	+1.7±3.2	+1.3	+0.4
FH to their forehand · rally	+0.3±2.7	+2.4	−2.1
BH to the middle · return	−0.3±2.3	−0.1	−0.3
BH to the middle · serve +1	−0.4±2.9	−1.6	+1.2
BH to their forehand · serve +1	−0.5±5.6	+1.2	−1.8

Avoid

Shot	Edge	Own	Theirs
BH to their forehand · rally	−7.7±4.7	−4.8	−2.9
BH to their forehand · return +1	−5.9±6.2	−2.8	−3.1
FH to their backhand · return +1	−4.7±4.7	−2.6	−2.1
FH to their backhand · rally	−4.1±3.3	−1.2	−2.9
FH to their backhand · return	−3.9±4.5	−1.7	−2.2

Against Daniela Hantuchova-like opponents

Karolina Muchova v	Matches	Serve pts won	Return pts won
All charted opponents	–	61.6%	42.9%
Players most similar to Daniela Hantuchova	6	56.1%	41.5%

Similar by tactical fingerprint: Amanda Anisimova, Talia Gibson, Ekaterina Alexandrova, Sorana Cirstea, Aryna Sabalenka, Serena Williams, Viktoria Hruncakova, Anastasia Pavlyuchenkova, Danielle Collins, Jelena Dokic. When two players have rarely met, their records against these lookalikes fill the gap.